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Final_evaluation.md
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# Final Evaluation
## Introduction
PotatoPlan is an Inteligent Tractor AI Project and is written in C# using Monogame framework.
NuGet Packages used and requeired for the project to work ar as follows:
C5
Microsoft.ML
Microsoft.ML.LightGBM
System.Drawing.Common
In our project agent (tractor) moves on resizable grid, which starting size is dependant on primary screen resolution.
The task of the agent is to go through all soil tiles and plant different types of crops, use proper fertilizer and collect crops when fully grown.
Window can be resized usind WASD. Tractor speed can be changed using UP and DOWN arrow keys, while simulation speed can be changed using LEFT and RIGHT arrow keys.
Also house placement can be changed by left clicking on a tile, and get info about the tile by right clicking.
Apart from Machine Learning Algorithms used in project there are also many different features implemented like:
- Using A* algorithm to find an optimal path to previously selected target.
- Target is found by scoring system which assign score to a tile based on few factors like production rate or distance.
- Dynamically allocated cargo space for each fertilizer based on how often each fertilizer is used.
- Day and night cycle and season system.
- Using noise map generated for rainfall calculations to draw moving clouds.
- ... and few other.
## Machine Learning Algorithms
Project in its current state uses Machine Learning Algorithms to solve 2 problems. Light Gradient-Boosted Trees are used for both problems:
1. Choosing a proper fertilizer which should be applied to current tile, based on few variables like nutrients in soil.
Applying proper fertilizer boosts production rate of a crop (rate of growth of a crop). This part was done by Oskar Nastały.
2. Calculating production rate of a tile based on rainfall and few other variabels. Noise map is generated and used to simulate dynamically changing rainfall.
Then once a day AI is used to calculate base production rate multiplier. This part was done by Joel Städe.
## Examples
### Clouds
![Clouds](https://git.wmi.amu.edu.pl/s425077/PotatoPlan/raw/Joel-ML/Evaluation_examples/Example_clouds.PNG)
### UI
![UI](https://git.wmi.amu.edu.pl/s425077/PotatoPlan/raw/Joel-ML/Evaluation_examples/Example_UI.PNG)

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Temparature,Humidity ,Moisture,Soil Type,Crop Type,Nitrogen,Potassium,Phosphorous,Fertilizer Name
26,52,38,Sandy,Maize,37,0,0,Urea
29,52,45,Loamy,Sugarcane,12,0,36,DAP
34,65,62,Black,Cotton,7,9,30,14-35-14
32,62,34,Red,Tobacco,22,0,20,28-28
28,54,46,Clayey,Paddy,35,0,0,Urea
26,52,35,Sandy,Barley,12,10,13,17-17-17
25,50,64,Red,Cotton,9,0,10,20-20
33,64,50,Loamy,Wheat,41,0,0,Urea
30,60,42,Sandy,Millets,21,0,18,28-28
29,58,33,Black,Oil seeds,9,7,30,14-35-14
27,54,28,Clayey,Pulses,13,0,40,DAP
31,62,48,Sandy,Maize,14,15,12,17-17-17
25,50,65,Loamy,Cotton,36,0,0,Urea
32,62,41,Clayey,Paddy,24,0,22,28-28
26,52,31,Red,Ground Nuts,14,0,41,DAP
31,62,49,Black,Sugarcane,10,13,14,17-17-17
33,64,34,Clayey,Pulses,38,0,0,Urea
25,50,39,Sandy,Barley,21,0,19,28-28
28,54,65,Black,Cotton,39,0,0,Urea
29,58,52,Loamy,Wheat,13,0,36,DAP
30,60,44,Sandy,Millets,10,0,9,20-20
34,65,53,Loamy,Sugarcane,12,14,12,17-17-17
35,68,33,Red,Tobacco,11,0,37,DAP
28,54,37,Black,Millets,36,0,0,Urea
33,64,39,Clayey,Paddy,13,0,10,20-20
26,52,44,Sandy,Maize,23,0,20,28-28
30,60,63,Red,Cotton,9,9,29,14-35-14
32,62,30,Loamy,Sugarcane,38,0,0,Urea
37,70,32,Black,Oil seeds,12,0,39,DAP
26,52,36,Clayey,Pulses,14,0,13,20-20
29,58,40,Red,Ground Nuts,24,0,23,28-28
30,60,27,Loamy,Sugarcane,12,0,40,DAP
34,65,38,Clayey,Paddy,39,0,0,Urea
36,68,38,Sandy,Barley,7,9,30,14-35-14
26,52,48,Loamy,Wheat,23,0,19,28-28
28,54,35,Black,Millets,41,0,0,Urea
30,60,61,Loamy,Cotton,8,10,31,14-35-14
37,70,37,Clayey,Paddy,12,0,41,DAP
25,50,26,Red,Ground Nuts,15,14,11,17-17-17
29,58,34,Sandy,Millets,15,0,37,DAP
27,54,30,Clayey,Pulses,13,0,13,20-20
30,60,58,Loamy,Sugarcane,10,7,32,14-35-14
32,62,34,Red,Tobacco,22,0,24,28-28
34,65,60,Black,Sugarcane,35,0,0,Urea
35,67,42,Sandy,Barley,10,0,35,DAP
38,70,48,Loamy,Wheat,8,8,28,14-35-14
26,52,32,Black,Oil seeds,12,0,8,20-20
29,58,43,Clayey,Paddy,24,0,18,28-28
30,60,29,Red,Ground Nuts,41,0,0,Urea
33,64,51,Sandy,Maize,5,9,29,14-35-14
34,65,31,Red,Tobacco,23,0,21,28-28
36,68,33,Black,Oil seeds,13,0,14,20-20
28,54,38,Clayey,Pulses,40,0,0,Urea
30,60,47,Sandy,Barley,12,0,42,DAP
31,62,63,Red,Cotton,11,12,15,17-17-17
27,53,43,Black,Millets,23,0,24,28-28
34,65,54,Loamy,Wheat,38,0,0,Urea
29,58,37,Sandy,Millets,8,0,15,20-20
25,50,56,Loamy,Sugarcane,11,13,15,17-17-17
32,62,34,Red,Ground Nuts,15,0,37,DAP
28,54,41,Clayey,Paddy,36,0,0,Urea
30,60,49,Loamy,Wheat,13,0,9,20-20
34,65,64,Black,Cotton,24,0,20,28-28
28,54,47,Sandy,Barley,5,18,15,10-26-26
27,53,35,Black,Oil seeds,37,0,0,Urea
36,68,62,Red,Cotton,15,0,40,DAP
34,65,57,Black,Sugarcane,9,0,13,20-20
29,58,55,Loamy,Sugarcane,8,8,33,14-35-14
25,50,40,Clayey,Pulses,6,19,16,10-26-26
30,60,38,Sandy,Millets,10,0,14,20-20
26,52,39,Clayey,Pulses,21,0,23,28-28
31,62,32,Red,Tobacco,39,0,0,Urea
34,65,48,Loamy,Wheat,23,0,19,28-28
27,53,34,Black,Oil seeds,42,0,0,Urea
33,64,31,Red,Ground Nuts,13,0,39,DAP
29,58,42,Clayey,Paddy,9,10,22,14-35-14
30,60,47,Sandy,Maize,22,0,21,28-28
27,53,59,Loamy,Sugarcane,10,0,15,20-20
26,52,36,Clayey,Pulses,7,16,20,10-26-26
34,65,63,Red,Cotton,14,0,38,DAP
28,54,43,Clayey,Paddy,10,8,29,14-35-14
30,60,40,Sandy,Millets,41,0,0,Urea
29,58,65,Black,Cotton,14,0,35,DAP
26,52,59,Loamy,Sugarcane,11,0,9,20-20
31,62,44,Sandy,Barley,21,0,28,28-28
35,67,28,Clayey,Pulses,8,7,31,14-35-14
29,58,30,Red,Tobacco,13,17,16,10-26-26
27,53,30,Black,Millets,35,0,0,Urea
36,68,50,Loamy,Wheat,12,18,19,10-26-26
29,58,61,Loamy,Cotton,11,0,38,DAP
30,60,26,Black,Oil seeds,8,9,30,14-35-14
34,65,45,Clayey,Paddy,6,19,21,10-26-26
36,68,41,Red,Ground Nuts,41,0,0,Urea
28,54,25,Sandy,Maize,9,10,30,14-35-14
25,50,32,Clayey,Pulses,24,0,19,28-28
30,60,27,Red,Tobacco,4,17,17,10-26-26
38,72,51,Loamy,Wheat,39,0,0,Urea
36,60,43,Sandy,Millets,15,0,41,DAP
29,58,57,Black,Sugarcane,12,0,10,20-20
1 Temparature Humidity Moisture Soil Type Crop Type Nitrogen Potassium Phosphorous Fertilizer Name
2 26 52 38 Sandy Maize 37 0 0 Urea
3 29 52 45 Loamy Sugarcane 12 0 36 DAP
4 34 65 62 Black Cotton 7 9 30 14-35-14
5 32 62 34 Red Tobacco 22 0 20 28-28
6 28 54 46 Clayey Paddy 35 0 0 Urea
7 26 52 35 Sandy Barley 12 10 13 17-17-17
8 25 50 64 Red Cotton 9 0 10 20-20
9 33 64 50 Loamy Wheat 41 0 0 Urea
10 30 60 42 Sandy Millets 21 0 18 28-28
11 29 58 33 Black Oil seeds 9 7 30 14-35-14
12 27 54 28 Clayey Pulses 13 0 40 DAP
13 31 62 48 Sandy Maize 14 15 12 17-17-17
14 25 50 65 Loamy Cotton 36 0 0 Urea
15 32 62 41 Clayey Paddy 24 0 22 28-28
16 26 52 31 Red Ground Nuts 14 0 41 DAP
17 31 62 49 Black Sugarcane 10 13 14 17-17-17
18 33 64 34 Clayey Pulses 38 0 0 Urea
19 25 50 39 Sandy Barley 21 0 19 28-28
20 28 54 65 Black Cotton 39 0 0 Urea
21 29 58 52 Loamy Wheat 13 0 36 DAP
22 30 60 44 Sandy Millets 10 0 9 20-20
23 34 65 53 Loamy Sugarcane 12 14 12 17-17-17
24 35 68 33 Red Tobacco 11 0 37 DAP
25 28 54 37 Black Millets 36 0 0 Urea
26 33 64 39 Clayey Paddy 13 0 10 20-20
27 26 52 44 Sandy Maize 23 0 20 28-28
28 30 60 63 Red Cotton 9 9 29 14-35-14
29 32 62 30 Loamy Sugarcane 38 0 0 Urea
30 37 70 32 Black Oil seeds 12 0 39 DAP
31 26 52 36 Clayey Pulses 14 0 13 20-20
32 29 58 40 Red Ground Nuts 24 0 23 28-28
33 30 60 27 Loamy Sugarcane 12 0 40 DAP
34 34 65 38 Clayey Paddy 39 0 0 Urea
35 36 68 38 Sandy Barley 7 9 30 14-35-14
36 26 52 48 Loamy Wheat 23 0 19 28-28
37 28 54 35 Black Millets 41 0 0 Urea
38 30 60 61 Loamy Cotton 8 10 31 14-35-14
39 37 70 37 Clayey Paddy 12 0 41 DAP
40 25 50 26 Red Ground Nuts 15 14 11 17-17-17
41 29 58 34 Sandy Millets 15 0 37 DAP
42 27 54 30 Clayey Pulses 13 0 13 20-20
43 30 60 58 Loamy Sugarcane 10 7 32 14-35-14
44 32 62 34 Red Tobacco 22 0 24 28-28
45 34 65 60 Black Sugarcane 35 0 0 Urea
46 35 67 42 Sandy Barley 10 0 35 DAP
47 38 70 48 Loamy Wheat 8 8 28 14-35-14
48 26 52 32 Black Oil seeds 12 0 8 20-20
49 29 58 43 Clayey Paddy 24 0 18 28-28
50 30 60 29 Red Ground Nuts 41 0 0 Urea
51 33 64 51 Sandy Maize 5 9 29 14-35-14
52 34 65 31 Red Tobacco 23 0 21 28-28
53 36 68 33 Black Oil seeds 13 0 14 20-20
54 28 54 38 Clayey Pulses 40 0 0 Urea
55 30 60 47 Sandy Barley 12 0 42 DAP
56 31 62 63 Red Cotton 11 12 15 17-17-17
57 27 53 43 Black Millets 23 0 24 28-28
58 34 65 54 Loamy Wheat 38 0 0 Urea
59 29 58 37 Sandy Millets 8 0 15 20-20
60 25 50 56 Loamy Sugarcane 11 13 15 17-17-17
61 32 62 34 Red Ground Nuts 15 0 37 DAP
62 28 54 41 Clayey Paddy 36 0 0 Urea
63 30 60 49 Loamy Wheat 13 0 9 20-20
64 34 65 64 Black Cotton 24 0 20 28-28
65 28 54 47 Sandy Barley 5 18 15 10-26-26
66 27 53 35 Black Oil seeds 37 0 0 Urea
67 36 68 62 Red Cotton 15 0 40 DAP
68 34 65 57 Black Sugarcane 9 0 13 20-20
69 29 58 55 Loamy Sugarcane 8 8 33 14-35-14
70 25 50 40 Clayey Pulses 6 19 16 10-26-26
71 30 60 38 Sandy Millets 10 0 14 20-20
72 26 52 39 Clayey Pulses 21 0 23 28-28
73 31 62 32 Red Tobacco 39 0 0 Urea
74 34 65 48 Loamy Wheat 23 0 19 28-28
75 27 53 34 Black Oil seeds 42 0 0 Urea
76 33 64 31 Red Ground Nuts 13 0 39 DAP
77 29 58 42 Clayey Paddy 9 10 22 14-35-14
78 30 60 47 Sandy Maize 22 0 21 28-28
79 27 53 59 Loamy Sugarcane 10 0 15 20-20
80 26 52 36 Clayey Pulses 7 16 20 10-26-26
81 34 65 63 Red Cotton 14 0 38 DAP
82 28 54 43 Clayey Paddy 10 8 29 14-35-14
83 30 60 40 Sandy Millets 41 0 0 Urea
84 29 58 65 Black Cotton 14 0 35 DAP
85 26 52 59 Loamy Sugarcane 11 0 9 20-20
86 31 62 44 Sandy Barley 21 0 28 28-28
87 35 67 28 Clayey Pulses 8 7 31 14-35-14
88 29 58 30 Red Tobacco 13 17 16 10-26-26
89 27 53 30 Black Millets 35 0 0 Urea
90 36 68 50 Loamy Wheat 12 18 19 10-26-26
91 29 58 61 Loamy Cotton 11 0 38 DAP
92 30 60 26 Black Oil seeds 8 9 30 14-35-14
93 34 65 45 Clayey Paddy 6 19 21 10-26-26
94 36 68 41 Red Ground Nuts 41 0 0 Urea
95 28 54 25 Sandy Maize 9 10 30 14-35-14
96 25 50 32 Clayey Pulses 24 0 19 28-28
97 30 60 27 Red Tobacco 4 17 17 10-26-26
98 38 72 51 Loamy Wheat 39 0 0 Urea
99 36 60 43 Sandy Millets 15 0 41 DAP
100 29 58 57 Black Sugarcane 12 0 10 20-20

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Micro Accuracy: 0.95829
LogLoss Average: 0.100171
LogLoss Reduction: 0.933795

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Micro Accuracy: 1
LogLoss Average: 0.002345
LogLoss Reduction: 0.998302

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Mean Absolute Error: 0.0108015636096701
Mean Squared Error: 0.0434908452113952
R Squared: 0.702723944791744

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Mean Absolute Error: 187.060835104336
R Squared: 0.913526230109177

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using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Graphics;
using Microsoft.Xna.Framework.Input;
using System;
using System.IO;
using WinForm = System.Windows.Forms;
namespace Game1
{
/// <summary>
/// This is the main type for your game.
/// </summary>
public class Game1 : Game
{
GraphicsDeviceManager graphics;
SpriteBatch spriteBatch;
SpriteFont Bold;
private Texture2D[] tile = new Texture2D[5];
private Texture2D[] tileConnected = new Texture2D[5];
private Texture2D[] Crops = new Texture2D[12];
private Texture2D tractor;
private Texture2D Background;
private Texture2D house;
private Texture2D markers;
private Texture2D mouseCursor;
private Texture2D Rain;
string directory = Directory.GetCurrentDirectory();
private Texture2D ProgressionBar;
private Texture2D ProgressionBarStatus;
private Tractor tractorUnit = new Tractor();
private Input input = new Input();
private House houseUnit = new House();
private Rectangle mousePosition;
private Inventory inventory = new Inventory();
DayNightCycle Time = new DayNightCycle();
private string[] cropTypesNames = new string[12];
private int x, y;
MouseState state;
private int cloudAnimationSpeed = 3;
private int cloudFrame = 0;
private int cloudSprite;
public Game1()
{
graphics = new GraphicsDeviceManager(this);
Content.RootDirectory = "Content";
}
protected override void Initialize()
{
// TODO: Add your initialization logic here
base.Initialize();
cropTypesNames[0] = "None";
cropTypesNames[1] = "Barley";
cropTypesNames[2] = "Cotton";
cropTypesNames[3] = "Ground Nuts";
cropTypesNames[4] = "Maize";
cropTypesNames[5] = "Millets";
cropTypesNames[6] = "Oil Seeds";
cropTypesNames[7] = "Paddy";
cropTypesNames[8] = "Pulses";
cropTypesNames[9] = "Sugarcane";
cropTypesNames[10] = "Tobacco";
cropTypesNames[11] = "Wheat";
Engine.init();
Sources.ML_Joel.Engine.initArea();
//Sources.ML_Joel.Engine.CreateModel();
//Sources.ML_Joel.Engine.CreateModelArea();
//Generates the map with some random values
inventory.initInventorySystem();
string path = directory + "Game1/Content/ML/Fertilizer_Prediction.csv";
int res = WinForm.Screen.PrimaryScreen.Bounds.Height;
input.init(graphics, new Vector2((float)Math.Floor(WinForm.Screen.PrimaryScreen.Bounds.Width/56*0.6f), (float)Math.Floor((WinForm.Screen.PrimaryScreen.Bounds.Height / 56f) - 7)), 56, 0); //Generates the starting size
houseUnit.init(input.getTileSize(), input.getSpacing()); //Generates the house position
tractorUnit.init(houseUnit.GetRectangle(), input); //Generates the Tractor
tractorUnit.updateSizing(input, 0, houseUnit.getVector(), Time); //Updates the first Size of the Tractor
tractorUnit.setPos(houseUnit.getVector()); //Changes the position of the tractor to the houses position at the start
tractorUnit.setNewHousePos(houseUnit.getVector() / input.getSpacingTile(), true);
graphics.PreferredBackBufferWidth = (input.getTileSize() + input.getSpacing()) * (int)input.getSize().X;
graphics.PreferredBackBufferHeight = (input.getTileSize() + input.getSpacing()) * (int)input.getSize().Y + 380;
graphics.ApplyChanges();
}
protected override void LoadContent()
{
spriteBatch = new SpriteBatch(GraphicsDevice);
//Loads the PNG content and Fonts
tile[0] = Content.Load<Texture2D>("Mountain");
tile[1] = Content.Load<Texture2D>("tileunplantable");
tile[2] = Content.Load<Texture2D>("Plantable");
tile[3] = Content.Load<Texture2D>("Crop");
tileConnected[0] = Content.Load<Texture2D>("Left");
tileConnected[1] = Content.Load<Texture2D>("Top");
tileConnected[2] = Content.Load<Texture2D>("Right");
tileConnected[3] = Content.Load<Texture2D>("Bottom");
Rain = Content.Load<Texture2D>("Clouds");
Background = Content.Load<Texture2D>("WoodBackground");
Crops[0] = Content.Load<Texture2D>("Markers");
Crops[1] = Content.Load<Texture2D>("BarleyIcon");
Crops[2] = Content.Load<Texture2D>("CottonIcon");
Crops[3] = Content.Load<Texture2D>("GroundNutsIcon");
Crops[4] = Content.Load<Texture2D>("MaizeIcon");
Crops[5] = Content.Load<Texture2D>("MilletsIcon");
Crops[6] = Content.Load<Texture2D>("SeedOilIcon");
Crops[7] = Content.Load<Texture2D>("PaddyIcon");
Crops[8] = Content.Load<Texture2D>("PulsesIcon");
Crops[9] = Content.Load<Texture2D>("SugarcaneIcon");
Crops[10] = Content.Load<Texture2D>("TobaccoIcon");
Crops[11] = Content.Load<Texture2D>("WheatIcon");
ProgressionBar = Content.Load<Texture2D>("ProgressionBar");
ProgressionBarStatus = Content.Load<Texture2D>("ProgressionBarStatus");
tractor = Content.Load<Texture2D>("Tractor");
mouseCursor = Content.Load<Texture2D>("MouseCursor");
Bold = Content.Load<SpriteFont>("Font");
house = Content.Load<Texture2D>("house");
markers = Content.Load<Texture2D>("Markers");
}
protected override void UnloadContent()
{
}
protected override void Update(GameTime gameTime) //updates every 60 seconds
{
if (GamePad.GetState(PlayerIndex.One).Buttons.Back == ButtonState.Pressed || Keyboard.GetState().IsKeyDown(Keys.Escape))
Exit();
state = Mouse.GetState();
mousePosition = new Rectangle(state.X, state.Y, 1, 1);
tractorUnit.updateSizing(input, 0, houseUnit.getVector(), Time); //Updates the size
tractorUnit.setSpeed(input.changeSpeed(tractorUnit.getSpeed())); //Updates the Simulation Speed
tractorUnit.setTractorSpeed(input.changeTractorSpeed(tractorUnit.getTractorSpeed(), tractorUnit.getPos())); //Updates the Tractor Speed
input.controlWindowSize(); //Controls the size of the screen depending on the number of tiles
houseUnit.updateRectangle(input.getSize(), input.getTileSize(), input.getSpacing()); //Updates the position of the house if the house appears out of bound
Time.updateTime(tractorUnit.getSpeed());
//System.Threading.Thread updatethread = new System.Threading.Thread(new System.Threading.ParameterizedThreadStart(Update));
base.Update(gameTime);
}
protected override void Draw(GameTime gameTime) //Draw Function
{
GraphicsDevice.Clear(Color.FromNonPremultiplied(255,255,255,140));
spriteBatch.Begin();
DrawTiles();
spriteBatch.Draw(markers, new Rectangle((int)tractorUnit.getTargetPosition().X / input.getSpacingTile() * (input.getTileSize() + input.getSpacing()) + input.getTileSize() / 4, (int)tractorUnit.getTargetPosition().Y / input.getSpacingTile() * (input.getTileSize() + input.getSpacing()) + input.getTileSize() / 4, input.getTileSize()/2, input.getTileSize()/2), Color.White);
for (int i = 0; i < tractorUnit.getPath().getCount() + 1; i++)
{
spriteBatch.Draw(markers, new Rectangle((int)tractorUnit.getPath().getByIndex(i).getCords().X * (input.getSpacingTile()) + input.getTileSize() / 4, (int)tractorUnit.getPath().getByIndex(i).getCords().Y * (input.getSpacingTile()) + input.getTileSize() / 4, input.getTileSize()/2, input.getTileSize()/2), Color.White);
}
spriteBatch.Draw(markers, new Rectangle((int)tractorUnit.getPath().getFinalDest().getCords().X * (input.getSpacingTile()) + Convert.ToInt32(input.getTileSize() / 6), (int)tractorUnit.getPath().getFinalDest().getCords().Y * (input.getSpacingTile()) + Convert.ToInt32(input.getTileSize() / 6), Convert.ToInt32(input.getTileSize() / 1.5), Convert.ToInt32(input.getTileSize() / 1.5)), Color.White); //Draws the current target of the tractor
for (int i = 0; i < 5; i++)
{
for (int j = 0; j < 5; j++)
{
spriteBatch.Draw(Background, new Rectangle(i * 512, (int)input.getSize().Y * (input.getTileSize() + input.getSpacing()) + j * 512, 512, 512), Color.FromNonPremultiplied(125, 125, 125, 255));
}
}
for (int i = 0; i < 5; i++)
{
spriteBatch.Draw(tile[0], new Rectangle(i * 227, (int)(input.getSize().Y * (input.getTileSize() + input.getSpacing())), 5, 500), Color.White);
}
for (int i = 0; i < 20; i++)
{
spriteBatch.Draw(tile[0], new Rectangle(0, (int)(input.getSize().Y * (input.getTileSize() + input.getSpacing())) + i * 20, (int)(input.getSize().X * (input.getTileSize() + input.getSpacing())), 1), Color.White);
}
tractorUnit.drawInventory(input, spriteBatch, Bold, inventory.getPredefinedItems());
spriteBatch.DrawString(Bold, "Time: ", new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.DarkRed);
spriteBatch.DrawString(Bold, "Days " + Time.getDays(), new Vector2(60, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.Teal);
spriteBatch.DrawString(Bold, Time.getTimeOfYear(), new Vector2(120, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.Teal);
spriteBatch.DrawString(Bold, "Day Progression: ", new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 22), Color.DarkRed);
spriteBatch.DrawString(Bold, Time.GetTimeOfDayInt().ToString() + "%", new Vector2(140, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 22), Color.Teal);
spriteBatch.DrawString(Bold, "Tractor Properties:", new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 62), Color.DarkRed);
spriteBatch.DrawString(Bold, "Speed:" + tractorUnit.getSpeed().ToString(), new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 82), Color.Teal);
spriteBatch.DrawString(Bold, "Tractor Position:" + new Vector2((float)Math.Round(tractorUnit.getPos().X / input.getSpacingTile(), 1), (float)Math.Round(tractorUnit.getPos().Y / input.getSpacingTile(), 1)), new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 102), Color.Teal);
spriteBatch.DrawString(Bold, "Tractor Rotation:" + Math.Round(tractorUnit.getRotation(), 2).ToString() + " Degrees", new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 122), Color.Teal);
spriteBatch.DrawString(Bold, "Tractor Speed:" + tractorUnit.getTractorSpeed().ToString(), new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 142), Color.Teal);
spriteBatch.DrawString(Bold, "Tractor Target:" + tractorUnit.getPath().getFinalDest().getCords().ToString(), new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 162), Color.Teal);
spriteBatch.DrawString(Bold, "Map Properties:", new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 202), Color.DarkRed);
spriteBatch.DrawString(Bold, "Tile Size:" + input.getTileSize().ToString() + "pix", new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 222), Color.Teal); //Draws the tile size
spriteBatch.DrawString(Bold, "Matrix Size: " + input.getSize().X.ToString() + " X " + input.getSize().Y.ToString(), new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 242), Color.Teal);
spriteBatch.DrawString(Bold, "House Position: " + houseUnit.getVector() / input.getSpacingTile(), new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 262), Color.Teal);
tractorUnit.getFarm().drawWeatherInformation(spriteBatch, Bold, input);
spriteBatch.DrawString(Bold, "Total Weight: ", new Vector2(700, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 182), Color.DarkRed);
spriteBatch.DrawString(Bold, "(" + tractorUnit.getInventory().getWeight() + "/" + tractorUnit.getInventory().getMaxWeight() + ")", new Vector2(800, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 182), Color.Teal);
spriteBatch.Draw(mouseCursor, new Rectangle((int)mousePosition.X, (int)mousePosition.Y, 14, 21), Color.White);
spriteBatch.End();
spriteBatch.Begin();
InspectTile();
spriteBatch.End();
base.Draw(gameTime);
}
public void DrawTiles()
{
for (int i = 0; i < input.getSize().X; i++) //Draw the tiles
{
for (int j = 0; j < input.getSize().Y; j++)
{
Rectangle tilePos = new Rectangle(i * (input.getSpacingTile()), j * (input.getSpacingTile()), input.getTileSize(), input.getTileSize());
spriteBatch.Draw(tile[tractorUnit.getFarm().getCrop(i, j).getStatus()], tilePos, Time.GetTimeOfDay());
if (i > 0)
{
if (tractorUnit.getFarm().getCrop(i - 1, j).getStatus() == 2 || tractorUnit.getFarm().getCrop(i - 1, j).getStatus() == 3)
{
spriteBatch.Draw(tileConnected[0], tilePos, Time.GetTimeOfDay());
}
}
if (j > 0)
{
if (tractorUnit.getFarm().getCrop(i, j - 1).getStatus() == 2 || tractorUnit.getFarm().getCrop(i, j - 1).getStatus() == 3)
{
spriteBatch.Draw(tileConnected[1], tilePos, Time.GetTimeOfDay());
}
}
if (i < input.getSize().X)
{
if (tractorUnit.getFarm().getCrop(i + 1, j).getStatus() == 2 || tractorUnit.getFarm().getCrop(i + 1, j).getStatus() == 3)
{
spriteBatch.Draw(tileConnected[2], tilePos, Time.GetTimeOfDay());
}
}
if (j < input.getSize().Y)
{
if (tractorUnit.getFarm().getCrop(i, j + 1).getStatus() == 2 || tractorUnit.getFarm().getCrop(i, j + 1).getStatus() == 3)
{
spriteBatch.Draw(tileConnected[3], tilePos, Time.GetTimeOfDay());
}
}
if (tilePos.Intersects(mousePosition))
{
spriteBatch.Draw(tile[tractorUnit.getFarm().getCrop(i, j).getStatus()], tilePos, Color.FromNonPremultiplied(0, 0, 20, 40));
if (state.LeftButton == ButtonState.Pressed && !tractorUnit.getFarm().getCrop(i, j).getHousePos())
{
tractorUnit.setNewHousePos(new Vector2(i, j), true);
tractorUnit.setNewHousePos(houseUnit.getVector() / input.getSpacingTile(), false);
houseUnit.setRectangle(i, j, input.getTileSize(), input.getSpacing());
}
if (state.RightButton == ButtonState.Pressed)
{
x = i;
y = j;
}
if (tractorUnit.getFarm().getCrop(i, j).getStatus() != 0 && tractorUnit.getFarm().getCrop(i, j).getStatus() != 1)
{
spriteBatch.Draw(Crops[tractorUnit.getFarm().getCrop(i, j).getCropType()], new Rectangle(i * input.getSpacingTile(), j * input.getSpacingTile(), input.getTileSize(), input.getTileSize()), Color.White);
}
}
else
{
if (tractorUnit.getFarm().getCrop(i, j).getStatus() != 0 && tractorUnit.getFarm().getCrop(i, j).getStatus() != 1)
{
if ((tractorUnit.getFarm().getCrop(i, j).getStatus() == 3))
{
spriteBatch.Draw(ProgressionBar, new Rectangle(i * (input.getSpacingTile()) + input.getTileSize() - input.getTileSize() / 3, j * (input.getSpacingTile()), input.getTileSize() / 3, input.getTileSize()), Color.White);
spriteBatch.Draw(ProgressionBarStatus, new Rectangle(i * (input.getSpacingTile()) + input.getTileSize() - input.getTileSize() / 4, j * (input.getSpacingTile()) + input.getTileSize() / 3, input.getTileSize() / 4, tractorUnit.getFarm().getCrop(i, j).getCropTimerBar((input.getTileSize())) + 1), new Color(tractorUnit.getFarm().getCrop(i, j).getColour()));
}
spriteBatch.Draw(Crops[tractorUnit.getFarm().getCrop(i, j).getCropType()], new Rectangle((int)(i * (input.getSpacingTile()) + input.getTileSize() - input.getTileSize() / 2.5), j * (input.getSpacingTile()), (int)(input.getTileSize() / 2.5), input.getTileSize() / 3), Color.White);
}
}
}
}
spriteBatch.Draw(house, houseUnit.GetRectangle(), Time.GetTimeOfDay());
spriteBatch.Draw(tractor, new Vector2((int)tractorUnit.getPos().X + input.getTileSize() / 2, (int)tractorUnit.getPos().Y + input.getTileSize() / 2), new Rectangle(0, 0, input.getTileSize(), input.getTileSize()), Time.GetTimeOfDay(), tractorUnit.getRotation(), new Vector2(input.getTileSize() / 2, input.getTileSize() / 2), 1.0f, SpriteEffects.None, 1);
for (int i = -1; i < input.getSize().X + 1; i++) //Draw the tiles
{
for (int j = -1; j < input.getSize().Y + 1; j++)
{
spriteBatch.Draw(Rain, tractorUnit.getFarm().getRainPosition(input.getTileSize(), i, j, input.getSize()), tractorUnit.getFarm().getDestinationRectangle(i, j, input.getSize()), tractorUnit.getFarm().getRainAmount(i, j, Time.GetTimeOfDay(), input.getSize()));
}
}
}
public void InspectTile()
{
spriteBatch.DrawString(Bold, "Crop:", new Vector2(240, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.DarkRed);
spriteBatch.DrawString(Bold, "Selected tile: (" + x.ToString() + ", " + y.ToString() + ")", new Vector2(240, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 22), Color.Teal);
tractorUnit.getFarm().getCrop(x, y).Inspect(input.getTileSize(), input.getSpacing(), Bold, new SpriteBatch(GraphicsDevice), cropTypesNames);
}
}
}

278
Game1/Game1.csproj
View File

@ -1,278 +0,0 @@
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<UpdateIntervalUnits>Days</UpdateIntervalUnits>
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<Compile Include="Program.cs" />
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<Compile Include="Sources\Crops\CropTypesHolder.cs" />
<Compile Include="Sources\Crops\PerlinNoise.cs" />
<Compile Include="Sources\Crops\SoilProperties.cs" />
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<Compile Include="Sources\Objects\Fertilizer.cs" />
<Compile Include="Sources\Objects\FertilizerHolder.cs" />
<Compile Include="Sources\Objects\HandleRotation.cs" />
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<AutoGen>True</AutoGen>
<DesignTime>True</DesignTime>
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84
Game1/Properties/Resources.Designer.cs generated
View File

@ -1,84 +0,0 @@
//------------------------------------------------------------------------------
// <auto-generated>
// This code was generated by a tool.
// Runtime Version:4.0.30319.42000
//
// Changes to this file may cause incorrect behavior and will be lost if
// the code is regenerated.
// </auto-generated>
//------------------------------------------------------------------------------
namespace Game1.Properties {
using System;
/// <summary>
/// A strongly-typed resource class, for looking up localized strings, etc.
/// </summary>
// This class was auto-generated by the StronglyTypedResourceBuilder
// class via a tool like ResGen or Visual Studio.
// To add or remove a member, edit your .ResX file then rerun ResGen
// with the /str option, or rebuild your VS project.
[global::System.CodeDom.Compiler.GeneratedCodeAttribute("System.Resources.Tools.StronglyTypedResourceBuilder", "15.0.0.0")]
[global::System.Diagnostics.DebuggerNonUserCodeAttribute()]
[global::System.Runtime.CompilerServices.CompilerGeneratedAttribute()]
internal class Resources {
private static global::System.Resources.ResourceManager resourceMan;
private static global::System.Globalization.CultureInfo resourceCulture;
[global::System.Diagnostics.CodeAnalysis.SuppressMessageAttribute("Microsoft.Performance", "CA1811:AvoidUncalledPrivateCode")]
internal Resources() {
}
/// <summary>
/// Returns the cached ResourceManager instance used by this class.
/// </summary>
[global::System.ComponentModel.EditorBrowsableAttribute(global::System.ComponentModel.EditorBrowsableState.Advanced)]
internal static global::System.Resources.ResourceManager ResourceManager {
get {
if (object.ReferenceEquals(resourceMan, null)) {
global::System.Resources.ResourceManager temp = new global::System.Resources.ResourceManager("Game1.Properties.Resources", typeof(Resources).Assembly);
resourceMan = temp;
}
return resourceMan;
}
}
/// <summary>
/// Overrides the current thread's CurrentUICulture property for all
/// resource lookups using this strongly typed resource class.
/// </summary>
[global::System.ComponentModel.EditorBrowsableAttribute(global::System.ComponentModel.EditorBrowsableState.Advanced)]
internal static global::System.Globalization.CultureInfo Culture {
get {
return resourceCulture;
}
set {
resourceCulture = value;
}
}
/// <summary>
/// Looks up a localized string similar to Temparature,Humidity ,Moisture,Soil Type,Crop Type,Nitrogen,Potassium,Phosphorous,Fertilizer Name
///26,52,38,Sandy,Maize,37,0,0,Urea
///29,52,45,Loamy,Sugarcane,12,0,36,DAP
///34,65,62,Black,Cotton,7,9,30,14-35-14
///32,62,34,Red,Tobacco,22,0,20,28-28
///28,54,46,Clayey,Paddy,35,0,0,Urea
///26,52,35,Sandy,Barley,12,10,13,17-17-17
///25,50,64,Red,Cotton,9,0,10,20-20
///33,64,50,Loamy,Wheat,41,0,0,Urea
///30,60,42,Sandy,Millets,21,0,18,28-28
///29,58,33,Black,Oil seeds,9,7,30,14-35-14
///27,54,28,Clayey,Pulses,13,0,40,DAP
///31,62, [rest of string was truncated]&quot;;.
/// </summary>
internal static string Fertilizer_Prediction {
get {
return ResourceManager.GetString("Fertilizer_Prediction", resourceCulture);
}
}
}
}

124
Game1/Properties/Resources.resx
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@ -1,124 +0,0 @@
<?xml version="1.0" encoding="utf-8"?>
<root>
<!--
Microsoft ResX Schema
Version 2.0
The primary goals of this format is to allow a simple XML format
that is mostly human readable. The generation and parsing of the
various data types are done through the TypeConverter classes
associated with the data types.
Example:
... ado.net/XML headers & schema ...
<resheader name="resmimetype">text/microsoft-resx</resheader>
<resheader name="version">2.0</resheader>
<resheader name="reader">System.Resources.ResXResourceReader, System.Windows.Forms, ...</resheader>
<resheader name="writer">System.Resources.ResXResourceWriter, System.Windows.Forms, ...</resheader>
<data name="Name1"><value>this is my long string</value><comment>this is a comment</comment></data>
<data name="Color1" type="System.Drawing.Color, System.Drawing">Blue</data>
<data name="Bitmap1" mimetype="application/x-microsoft.net.object.binary.base64">
<value>[base64 mime encoded serialized .NET Framework object]</value>
</data>
<data name="Icon1" type="System.Drawing.Icon, System.Drawing" mimetype="application/x-microsoft.net.object.bytearray.base64">
<value>[base64 mime encoded string representing a byte array form of the .NET Framework object]</value>
<comment>This is a comment</comment>
</data>
There are any number of "resheader" rows that contain simple
name/value pairs.
Each data row contains a name, and value. The row also contains a
type or mimetype. Type corresponds to a .NET class that support
text/value conversion through the TypeConverter architecture.
Classes that don't support this are serialized and stored with the
mimetype set.
The mimetype is used for serialized objects, and tells the
ResXResourceReader how to depersist the object. This is currently not
extensible. For a given mimetype the value must be set accordingly:
Note - application/x-microsoft.net.object.binary.base64 is the format
that the ResXResourceWriter will generate, however the reader can
read any of the formats listed below.
mimetype: application/x-microsoft.net.object.binary.base64
value : The object must be serialized with
: System.Runtime.Serialization.Formatters.Binary.BinaryFormatter
: and then encoded with base64 encoding.
mimetype: application/x-microsoft.net.object.soap.base64
value : The object must be serialized with
: System.Runtime.Serialization.Formatters.Soap.SoapFormatter
: and then encoded with base64 encoding.
mimetype: application/x-microsoft.net.object.bytearray.base64
value : The object must be serialized into a byte array
: using a System.ComponentModel.TypeConverter
: and then encoded with base64 encoding.
-->
<xsd:schema id="root" xmlns="" xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:msdata="urn:schemas-microsoft-com:xml-msdata">
<xsd:import namespace="http://www.w3.org/XML/1998/namespace" />
<xsd:element name="root" msdata:IsDataSet="true">
<xsd:complexType>
<xsd:choice maxOccurs="unbounded">
<xsd:element name="metadata">
<xsd:complexType>
<xsd:sequence>
<xsd:element name="value" type="xsd:string" minOccurs="0" />
</xsd:sequence>
<xsd:attribute name="name" use="required" type="xsd:string" />
<xsd:attribute name="type" type="xsd:string" />
<xsd:attribute name="mimetype" type="xsd:string" />
<xsd:attribute ref="xml:space" />
</xsd:complexType>
</xsd:element>
<xsd:element name="assembly">
<xsd:complexType>
<xsd:attribute name="alias" type="xsd:string" />
<xsd:attribute name="name" type="xsd:string" />
</xsd:complexType>
</xsd:element>
<xsd:element name="data">
<xsd:complexType>
<xsd:sequence>
<xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" />
<xsd:element name="comment" type="xsd:string" minOccurs="0" msdata:Ordinal="2" />
</xsd:sequence>
<xsd:attribute name="name" type="xsd:string" use="required" msdata:Ordinal="1" />
<xsd:attribute name="type" type="xsd:string" msdata:Ordinal="3" />
<xsd:attribute name="mimetype" type="xsd:string" msdata:Ordinal="4" />
<xsd:attribute ref="xml:space" />
</xsd:complexType>
</xsd:element>
<xsd:element name="resheader">
<xsd:complexType>
<xsd:sequence>
<xsd:element name="value" type="xsd:string" minOccurs="0" msdata:Ordinal="1" />
</xsd:sequence>
<xsd:attribute name="name" type="xsd:string" use="required" />
</xsd:complexType>
</xsd:element>
</xsd:choice>
</xsd:complexType>
</xsd:element>
</xsd:schema>
<resheader name="resmimetype">
<value>text/microsoft-resx</value>
</resheader>
<resheader name="version">
<value>2.0</value>
</resheader>
<resheader name="reader">
<value>System.Resources.ResXResourceReader, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value>
</resheader>
<resheader name="writer">
<value>System.Resources.ResXResourceWriter, System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089</value>
</resheader>
<assembly alias="System.Windows.Forms" name="System.Windows.Forms, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089" />
<data name="Fertilizer_Prediction" type="System.Resources.ResXFileRef, System.Windows.Forms">
<value>..\sources\ml\data\fertilizer prediction.csv;System.String, mscorlib, Version=4.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089;Windows-1252</value>
</data>
</root>

102
Game1/Sources/Controlls/Controller.cs
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@ -1,102 +0,0 @@
using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Input;
using Microsoft.Xna.Framework.Graphics;
using System;
using System.Drawing;
using WinForm = System.Windows.Forms;
class Controller
{
private KeyboardState state = Keyboard.GetState();
private GraphicsDeviceManager graphics;
private bool heldUp = false;
public void init(GraphicsDeviceManager Graphics)
{
graphics = Graphics;
}
public Vector2 updateWindow(int tileSize, int Spacing, Vector2 Size)
{
KeyboardState state = Keyboard.GetState();
if (state.IsKeyDown(Keys.D) && Size.X < Math.Floor(WinForm.Screen.PrimaryScreen.Bounds.Width / (float)tileSize))
{
Size.X++;
graphics.PreferredBackBufferWidth = (tileSize + Spacing) * (int)Size.X - Spacing;
}
if (state.IsKeyDown(Keys.A) && Size.X > 2)
{
Size.X--;
graphics.PreferredBackBufferWidth = (tileSize + Spacing) * (int)Size.X - Spacing;
}
if (state.IsKeyDown(Keys.W) && Size.Y < Math.Floor(WinForm.Screen.PrimaryScreen.Bounds.Height / (float)tileSize) - 7)
{
Size.Y++;
graphics.PreferredBackBufferHeight = (tileSize + Spacing) * (int)Size.Y - Spacing + 380;
}
if (state.IsKeyDown(Keys.S) && Size.Y > 2)
{
Size.Y--;
graphics.PreferredBackBufferHeight = (tileSize + Spacing) * (int)Size.Y - Spacing + 380;
}
return Size;
}
public int controllTileSize(Vector2 Size, int tileSize)
{
if (Size.X * tileSize + 5 > GraphicsAdapter.DefaultAdapter.CurrentDisplayMode.Width)
{
tileSize--;
}
if (Size.X * tileSize - 5 < GraphicsAdapter.DefaultAdapter.CurrentDisplayMode.Width && tileSize < 56)
{
tileSize++;
}
return tileSize;
}
public int controllSpeed(int Speed)
{
KeyboardState state = Keyboard.GetState();
if (state.IsKeyDown(Keys.Right) && Speed < 350)
{
Speed++;
}
if (state.IsKeyDown(Keys.Left) && Speed > 0)
{
Speed--;
}
return Speed;
}
public tractorPositionCorrector controllTractorSpeed(float tractorSpeed, Vector2 Position)
{
KeyboardState state = Keyboard.GetState();
tractorPositionCorrector Corrector = new tractorPositionCorrector(Position, tractorSpeed);
if (!heldUp)
{
if (state.IsKeyDown(Keys.Up) && tractorSpeed < 1)
{
Corrector.setTractorSpeed(tractorSpeed * 2);
heldUp = true;
}
else if (state.IsKeyDown(Keys.Down) && tractorSpeed > 0.0009765625)
{
Corrector.setTractorSpeed(tractorSpeed / 2);
heldUp = true;
}
}
else if (heldUp && !(state.IsKeyDown(Keys.Down) || state.IsKeyDown(Keys.Up)))
{
heldUp = false;
Corrector.setPosition((float)Math.Ceiling(Position.X), (float)Math.Ceiling(Position.Y));
}
return Corrector;
}
}

72
Game1/Sources/Controlls/Input.cs
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@ -1,72 +0,0 @@
using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Input;
using Microsoft.Xna.Framework.Graphics;
class Input
{
private KeyboardState state = Keyboard.GetState();
private GraphicsDeviceManager graphics;
private Vector2 Size;
private int tileSize;
private int Spacing;
private Controller controller = new Controller();
public void init(GraphicsDeviceManager Graphics, Vector2 size, int TileSize, int SPacing)
{
graphics = Graphics;
tileSize = TileSize;
Spacing = SPacing;
Size = size;
controller.init(Graphics);
}
public int changeSpeed(int Speed)
{
return controller.controllSpeed(Speed);
}
public tractorPositionCorrector changeTractorSpeed(float tractorSpeed, Vector2 Position)
{
return controller.controllTractorSpeed(tractorSpeed, Position);
}
private void changeSize()
{
Size = controller.updateWindow(tileSize, Spacing, Size);
}
public void controlWindowSize()
{
tileSize = controller.controllTileSize(Size, tileSize);
changeSize();
graphics.ApplyChanges();
}
public int getTileSize()
{
return tileSize;
}
public int getSpacing()
{
return Spacing;
}
public Vector2 getSize()
{
return Size;
}
public int getSpacingTile()
{
return Spacing + tileSize;
}
public void setTileSize(int newTileSize)
{
tileSize = newTileSize;
}
}

36
Game1/Sources/Crops/CropType.cs
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@ -1,36 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class CropTypes
{
public string[] soilType = new string[3];
public int[] Times = new int[3];
public string CropName;
public string[] Season = new string[5];
public float Temparature;
public float Humidity;
public float Moisture;
public float Nitrogen;
public float Potassium;
public float Phosphorous;
public float Area;
public int AreaMin;
public int AreaMax;
public CropTypes()
{
soilType = new string[3];
Times = new int[3];
}
}

246
Game1/Sources/Crops/CropTypesHolder.cs
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@ -1,246 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class CropTypesHolder
{
private CropTypes[] cropTypes = new CropTypes[12];
public void init()
{
// None
cropTypes[0] = new CropTypes();
cropTypes[0].soilType[0] = "None";
cropTypes[0].soilType[1] = null;
cropTypes[0].soilType[2] = null;
cropTypes[0].CropName = "None";
cropTypes[0].Temparature = 0f;
cropTypes[0].Humidity = 0f;
cropTypes[0].Moisture = 0f;
cropTypes[0].Nitrogen = 0f;
cropTypes[0].Potassium = 0f;
cropTypes[0].Phosphorous = 0f;
// Barley
cropTypes[1] = new CropTypes();
cropTypes[1].soilType[0] = "Sandy";
cropTypes[1].soilType[1] = null;
cropTypes[1].soilType[2] = null;
cropTypes[1].CropName = "Barley";
cropTypes[1].Temparature = 30.1f;
cropTypes[1].Humidity = 59.0f;
cropTypes[1].Moisture = 41.7f;
cropTypes[1].Nitrogen = 21 + 12.6f;
cropTypes[1].Potassium = 10 + 5.3f;
cropTypes[1].Phosphorous = 20 + 26.0f;
cropTypes[1].Season[0] = "Spring";
cropTypes[1].Season[1] = "Autumn";
cropTypes[1].AreaMin = 1;
cropTypes[1].AreaMax = 8000;
// Cotton
cropTypes[2] = new CropTypes();
cropTypes[2].soilType[0] = "Red";
cropTypes[2].Times[0] = 5;
cropTypes[2].soilType[1] = "Black";
cropTypes[2].Times[1] = 4;
cropTypes[2].soilType[2] = "Loamy";
cropTypes[2].Times[2] = 3;
cropTypes[2].CropName = "Cotton";
cropTypes[2].Temparature = 30.4f;
cropTypes[2].Humidity = 59.6f;
cropTypes[2].Moisture = 63.2f;
cropTypes[2].Nitrogen = 21 + 16.4f;
cropTypes[2].Potassium = 10 + 3.3f;
cropTypes[2].Phosphorous = 20 + 23.8f;
cropTypes[2].Season[0] = "Spring";
cropTypes[2].Season[1] = "Autumn";
cropTypes[2].Season[2] = "Whole Year";
cropTypes[2].AreaMin = 1;
cropTypes[2].AreaMax = 199000;
// Ground Nuts
cropTypes[3] = new CropTypes();
cropTypes[3].soilType[0] = "Red";
cropTypes[3].soilType[1] = null;
cropTypes[3].soilType[2] = null;
cropTypes[3].CropName = "Ground Nuts";
cropTypes[3].Temparature = 30.1f;
cropTypes[3].Humidity = 59.1f;
cropTypes[3].Moisture = 33.1f;
cropTypes[3].Nitrogen = 21 + 23.3f;
cropTypes[3].Potassium = 10 + 2.0f;
cropTypes[3].Phosphorous = 20 + 21.6f;
cropTypes[3].Season[0] = "Spring";
cropTypes[3].Season[1] = "Autumn";
cropTypes[3].Season[2] = "Whole Year";
cropTypes[3].Season[3] = "Winter";
cropTypes[3].Season[4] = "Summer";
cropTypes[3].AreaMin = 1;
cropTypes[3].AreaMax = 147000;
// Maize
cropTypes[4] = new CropTypes();
cropTypes[4].soilType[0] = "Sandy";
cropTypes[4].soilType[1] = null;
cropTypes[4].soilType[2] = null;
cropTypes[4].CropName = "Maize";
cropTypes[4].Temparature = 29.0f;
cropTypes[4].Humidity = 57.3f;
cropTypes[4].Moisture = 42.2f;
cropTypes[4].Nitrogen = 21 + 18.3f;
cropTypes[4].Potassium = 10 + 5.7f;
cropTypes[4].Phosphorous = 20 + 18.7f;
cropTypes[4].Season[0] = "Spring";
cropTypes[4].Season[1] = "Autumn";
cropTypes[4].Season[2] = "Whole Year";
cropTypes[4].Season[3] = "Winter";
cropTypes[4].Season[4] = "Summer";
cropTypes[4].AreaMin = 1;
cropTypes[4].AreaMax = 73000;
// Millets
cropTypes[5] = new CropTypes();
cropTypes[5].soilType[0] = "Sandy";
cropTypes[5].Times[0] = 7;
cropTypes[5].soilType[1] = "Black";
cropTypes[5].Times[0] = 4;
cropTypes[5].soilType[2] = null;
cropTypes[5].CropName = "Millets";
cropTypes[5].Temparature = 29.5f;
cropTypes[5].Humidity = 57.3f;
cropTypes[5].Moisture = 38.5f;
cropTypes[5].Nitrogen = 21 + 23.2f;
cropTypes[5].Potassium = 10 + 0.1f;
cropTypes[5].Phosphorous = 20 + 14.4f;
cropTypes[5].Season[0] = "Spring";
cropTypes[5].Season[1] = "Autumn";
cropTypes[5].Season[2] = "Whole Year";
cropTypes[5].AreaMin = 1;
cropTypes[5].AreaMax = 59000;
//Oil Seeds
cropTypes[6] = new CropTypes();
cropTypes[6].soilType[0] = "Black";
cropTypes[6].soilType[1] = null;
cropTypes[6].soilType[2] = null;
cropTypes[6].CropName = "Oil Seeds";
cropTypes[6].Temparature = 30.3f;
cropTypes[6].Humidity = 59.1f;
cropTypes[6].Moisture = 32.1f;
cropTypes[6].Nitrogen = 21 + 19.0f;
cropTypes[6].Potassium = 10 + 2.3f;
cropTypes[6].Phosphorous = 20 + 17.3f;
cropTypes[6].Season[0] = "Whole Year";
cropTypes[6].AreaMin = 25;
cropTypes[6].AreaMax = 25000;
//Paddys
cropTypes[7] = new CropTypes();
cropTypes[7].soilType[0] = "Clayey";
cropTypes[7].soilType[1] = null;
cropTypes[7].soilType[2] = null;
cropTypes[7].CropName = "Paddys";
cropTypes[7].Temparature = 31.2f;
cropTypes[7].Humidity = 60.4f;
cropTypes[7].Moisture = 41.5f;
cropTypes[7].Nitrogen = 21 + 20.8f;
cropTypes[7].Potassium = 10 + 3.7f;
cropTypes[7].Phosphorous = 20 + 16.3f;
cropTypes[7].Season[0] = "Autumn";
cropTypes[7].Season[1] = "Winter";
cropTypes[7].Season[2] = "Summer";
cropTypes[7].AreaMin = 200;
cropTypes[7].AreaMax = 270000;
//Pulses
cropTypes[8] = new CropTypes();
cropTypes[8].soilType[0] = "Clayey";
cropTypes[8].soilType[1] = null;
cropTypes[8].soilType[2] = null;
cropTypes[8].CropName = "Pulses";
cropTypes[8].Temparature = 27.8f;
cropTypes[8].Humidity = 54.9f;
cropTypes[8].Moisture = 34.1f;
cropTypes[8].Nitrogen = 21 + 18.4f;
cropTypes[8].Potassium = 10 + 4.2f;
cropTypes[8].Phosphorous = 20 + 17.5f;
cropTypes[8].Season[0] = "Spring";
cropTypes[8].Season[1] = "Autumn";
cropTypes[8].Season[2] = "Whole Year";
cropTypes[8].Season[3] = "Summer";
cropTypes[8].AreaMin = 40;
cropTypes[8].AreaMax = 140000;
//Sugarcane
cropTypes[9] = new CropTypes();
cropTypes[9].soilType[0] = "Loamy";
cropTypes[9].Times[0] = 9;
cropTypes[9].soilType[1] = "Black";
cropTypes[9].Times[0] = 4;
cropTypes[9].soilType[2] = null;
cropTypes[9].CropName = "Sugarcane";
cropTypes[9].Temparature = 30.0f;
cropTypes[9].Humidity = 58.6f;
cropTypes[9].Moisture = 51.2f;
cropTypes[9].Nitrogen = 21 + 14.6f;
cropTypes[9].Potassium = 10 + 4.2f;
cropTypes[9].Phosphorous = 20 + 17.6f;
cropTypes[9].Season[0] = "Spring";
cropTypes[9].Season[1] = "Autumn";
cropTypes[9].Season[2] = "Whole Year";
cropTypes[9].Season[3] = "Winter";
cropTypes[9].AreaMin = 1;
cropTypes[9].AreaMax = 23000;
//Tobacco
cropTypes[10] = new CropTypes();
cropTypes[10].soilType[0] = "Red";
cropTypes[10].soilType[1] = null;
cropTypes[10].soilType[2] = null;
cropTypes[10].CropName = "Tobacco";
cropTypes[10].Temparature = 31.9f;
cropTypes[10].Humidity = 62.4f;
cropTypes[10].Moisture = 31.6f;
cropTypes[10].Nitrogen = 21 + 19.1f;
cropTypes[10].Potassium = 10 + 4.9f;
cropTypes[10].Phosphorous = 20 + 19.3f;
cropTypes[10].Season[0] = "Spring";
cropTypes[10].Season[1] = "Autumn";
cropTypes[10].Season[2] = "Whole Year";
cropTypes[10].AreaMin = 1;
cropTypes[10].AreaMax = 9500;
//Wheat
cropTypes[11] = new CropTypes();
cropTypes[11].soilType[0] = "Loamy";
cropTypes[11].soilType[1] = null;
cropTypes[11].soilType[2] = null;
cropTypes[11].CropName = "Wheat";
cropTypes[11].Temparature = 33.1f;
cropTypes[11].Humidity = 63.8f;
cropTypes[11].Moisture = 50.0f;
cropTypes[11].Nitrogen = 21 + 23.3f;
cropTypes[11].Potassium = 10 + 2.9f;
cropTypes[11].Phosphorous = 20 + 14.4f;
cropTypes[11].Season[0] = "Spring";
cropTypes[11].Season[1] = "Autumn";
cropTypes[11].Season[2] = "Whole Year";
cropTypes[11].Season[3] = "Summer";
cropTypes[11].AreaMin = 1;
cropTypes[11].AreaMax = 266000;
}
public CropTypes getPresetCropTypes(int Index)
{
return cropTypes[Index];
}
}

498
Game1/Sources/Crops/Crops.cs
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@ -1,498 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Graphics;
using Microsoft.Xna.Framework.Input;
class Crops
{
private int Status;
private int originalStatus;
private int cropType = 0;
private float Timer = 1;
private int UpdateCrop;
private float fullTimer = 1;
private bool housePos = false;
private Vector2 Size;
private Random r = new Random();
private CropTypes DataSet;
SoilProperties soilProperties = new SoilProperties();
private float ProductionRate;
private float tempRain;
private float prevpred;
private DayNightCycle Time = new DayNightCycle();
private int previousDay = 0;
public void updateCrop(Vector2 newSize, DayNightCycle nTime)
{
Time = nTime;
if (UpdateCrop == 60)
{
degradeSoil();
UpdateCrop = 0;
}
if (Status == 3 && Timer != 1)
{
Timer = Timer - 1f * ProductionRate;
}
Size = newSize;
UpdateCrop++;
if (Timer < 1)
{
Timer = 1;
}
}
public void updateProductionRate()
{
getProductionRate(DataSet);
}
public float getSpeedFactor(float tractorSpeed)
{
if (getCostOnMovement() == 1)
return (1f * tractorSpeed);
return (1f * tractorSpeed) / (getCostOnMovement() / 5.0f);
}
public SoilProperties getSoilProperties()
{
return soilProperties;
}
public void Fertilize(Fertilizer fertilizer)
{
soilProperties.Nitrogen += fertilizer.Nitrogen;
soilProperties.Phosphorous += fertilizer.Phosphorus;
soilProperties.Potassium += fertilizer.Potassium;
if (soilProperties.Nitrogen > 42)
soilProperties.Nitrogen = 42;
if (soilProperties.Phosphorous > 42)
soilProperties.Phosphorous = 42;
if (soilProperties.Potassium > 19)
soilProperties.Potassium = 19;
}
public bool isSaturated()
{
if (soilProperties.Nitrogen > 40 && (soilProperties.Phosphorous > 40 || soilProperties.Potassium > 17))
return true;
if (soilProperties.Phosphorous > 40 && soilProperties.Potassium > 17)
return true;
return false;
}
public bool isSaturated(int threshold)
{
if (soilProperties.Nitrogen > 40 - threshold && (soilProperties.Phosphorous > 40 - threshold || soilProperties.Potassium > 17 - (threshold * 17/40)))
return true;
if (soilProperties.Phosphorous > 40 - threshold && soilProperties.Potassium > 17 - (threshold *17/40))
return true;
return false;
}
public float getCropTimer()
{
return Timer;
}
public int getCropTimerBar(int tileSize)
{
int x = (int)((1 - ((float)Timer / fullTimer)) * (tileSize - tileSize / 3));
return x;
}
public void init()
{
soilProperties.setSoilProperties();
}
// Changes the time required for the crops to be harvestable
public void setCropTimer()
{
if (cropType == 1) // Barley
{
Timer = 300;
fullTimer = Timer;
}
else if (cropType == 1) // Wheat
{
Timer = 600;
fullTimer = Timer;
}
else if (cropType == 2) // Berries
{
Timer = 1200;
fullTimer = Timer;
}
else // Fruit Trees
{
Timer = 2400;
fullTimer = Timer;
}
}
public int getCostOnMovement()
{
if (Status == 1) //grass
{
return 1;
}
else if (Status == 2) //dirt
{
return 8;
}
else
{
if (cropType == 0)
{
return 16; //Barley
}
if (cropType == 1)
{
return 16; //Barley
}
else if (cropType == 2)
{
return 16; //Cotton
}
else if (cropType == 3)
{
return 16; //Ground Nuts
}
else if (cropType == 4)
{
return 16; //Maize
}
else if (cropType == 5)
{
return 16; //Millets
}
else if (cropType == 6)
{
return 16; //Oil Seeds
}
else if (cropType == 7)
{
return 16; //Paddy
}
else if (cropType == 8)
{
return 16; //Pulses
}
else if (cropType == 9)
{
return 16; //Sugarcane
}
else if (cropType == 10)
{
return 16; //Wheat
}
else
{
return 16; //Tobacco
}
}
}
public void degradeSoil()
{
Random r = new Random();
if (soilProperties.Nitrogen > 4.0f)
{
soilProperties.Nitrogen = soilProperties.Nitrogen - ((soilProperties.NitrogenDegradeRate * (float)Math.Pow(ProductionRate, 2)) * (float)Math.Pow((r.NextDouble() + 0.5f), 2));
}
if (soilProperties.Phosphorous > 0.1f)
{
soilProperties.Phosphorous = soilProperties.Phosphorous - ((soilProperties.PhosphorousDegradeRate * (float)Math.Pow(ProductionRate, 2)) * (float)Math.Pow((r.NextDouble() + 0.5f), 2));
}
if (soilProperties.Potassium > 0.1f)
{
soilProperties.Potassium = soilProperties.Potassium - ((soilProperties.PotassiumDegradeRate * (float)Math.Pow(ProductionRate, 2)) * (float)Math.Pow((r.NextDouble() + 0.5f), 2));
}
}
public void updateRainfall(float Rain)
{
if (Rain >= 0.45f)
{
soilProperties.Rainfall = soilProperties.Rainfall + Rain * 4;
}
}
public void setPrevRainfall()
{
soilProperties.prevRainfall = soilProperties.Rainfall;
if (soilProperties.prevRainfall > 3616)
soilProperties.prevRainfall = 3616;
else if (soilProperties.prevRainfall < 236)
soilProperties.prevRainfall = 236;
soilProperties.Rainfall = 0;
}
public void setCropType(int Type, CropTypes nCropType)
{
if (Timer == fullTimer)
{
CropTypes temp = DataSet;
DataSet = nCropType;
cropType = Type;
if (Status > 1)
{
soilProperties.Area = r.Next(nCropType.AreaMin, nCropType.AreaMax);
if (temp != nCropType)
updateMLModel(DataSet, 1.0f);
}
}
}
public int getStatus()
{
if (Status != 3)
{
return Status;
}
else
{
return Status; // + cropType; When unique crop textures have been added
}
}
public int getCropType()
{
return cropType;
}
public void setStatus(int newStatus)
{
Status = newStatus;
Timer = getCropTimer();
}
public void setOriginalStatus()
{
originalStatus = Status;
}
public void setHousePos(bool state)
{
housePos = state;
if (state)
{
Timer = 1;
Status = 1;
}
else
{
Status = originalStatus;
}
}
public bool getHousePos()
{
return housePos;
}
public bool belowCapacity()
{
return ((int)(soilProperties.Nitrogen + soilProperties.Potassium + soilProperties.Phosphorous)) < soilProperties.Capacity;
}
public Vector4 getColour()
{
float r, g, b, a;
float productionRate, overhead;
if (ProductionRate > 1.0f)
{
productionRate = 1.0f;
overhead = ProductionRate - 1.0f;
}
else
{
productionRate = ProductionRate;
overhead = 0.0f;
}
r = (1.0f - productionRate) * 4;
g = 0.0f + productionRate;
b = 0.0f + overhead * 3;
a = 255;
return new Vector4(r, g, b, a);
}
public float getProductionRate(CropTypes Sample)
{
float predProd = 1.0f;
if (Status > 1 && Time.getDays() != previousDay)
{
predProd = updateMLModel(Sample, predProd);
}
prevpred = predProd;
ProductionRate = 1;
float min = 1.0f;
if (DataSet != null)
{
//ProductionRate = ProductionRate + (ProductionRate * compareToDatset(soilProperties.Temperature, Sample.Temparature));
//ProductionRate = ProductionRate + (ProductionRate * compareToDatset(soilProperties.Moisture, Sample.Moisture));
//ProductionRate = ProductionRate + (ProductionRate * compareToDatset(soilProperties.Humidity, Sample.Humidity));
if (DataSet.soilType[0] != null)
{
if (Sample.soilType[0] == soilProperties.soilType)
{
ProductionRate = ProductionRate + 0.1f;
}
if (DataSet.soilType[1] != null)
{
if (Sample.soilType[1] == soilProperties.soilType)
{
ProductionRate = ProductionRate + 0.08f;
}
if (DataSet.soilType[2] != null)
{
if (Sample.soilType[2] == soilProperties.soilType)
{
ProductionRate = ProductionRate + 0.5f;
}
}
}
}
min = Math.Min(compareToDatset(soilProperties.Phosphorous, Sample.Phosphorous), Math.Min(compareToDatset(soilProperties.Potassium, Sample.Potassium), compareToDatset(soilProperties.Nitrogen, Sample.Nitrogen)));
ProductionRate = ProductionRate + (ProductionRate * min);
if (ProductionRate < 0)
{
ProductionRate = 0;
}
ProductionRate = ProductionRate / 1.5f;
}
ProductionRate = (float)Math.Pow(ProductionRate, 2.5f);
return ProductionRate * prevpred;
}
public float updateMLModel(CropTypes Sample, float predProd)
{
previousDay = Time.getDays();
bool correctSeason = false;
foreach (string i in Sample.Season)
{
if (i == Time.getTimeOfYear() || i == "Whole Year")
{
correctSeason = true;
break;
}
}
if (correctSeason)
{
predProd = Game1.Sources.ML_Joel.Engine.PredictProductionwithRainfall(soilProperties, Time);
predProd = (predProd / soilProperties.Area) / 2;
}
else
predProd = 0.20f;
return predProd;
}
public float getProductionRate()
{
return ProductionRate;
}
public float compareToDatset(float i, float j)
{
if (i < j)
{
return (i / j);
}
else
{
return (j / i);
}
}
public void Inspect(int tileSize, int Spacing, SpriteFont Bold, SpriteBatch spriteBatch, string[] cropTypesNames)
{
spriteBatch.Begin();
if (housePos)
{
spriteBatch.DrawString(Bold, "Tiletype: House", new Vector2(240, Size.Y * (tileSize + Spacing) + 42), Color.Teal);
}
else if (Status == 0)
{
spriteBatch.DrawString(Bold, "Tiletype: Boulders", new Vector2(240, Size.Y * (tileSize + Spacing) + 42), Color.Teal);
}
else if (Status == 1)
{
spriteBatch.DrawString(Bold, "Tiletype: Grassfield", new Vector2(240, Size.Y * (tileSize + Spacing) + 42), Color.Teal);
}
else if (Status == 2)
{
spriteBatch.DrawString(Bold, "Tiletype: Soil", new Vector2(240, Size.Y * (tileSize + Spacing) + 42), Color.Teal);
}
else if (Status == 3)
{
int x = (int)(((float)Timer / fullTimer) * 100);
x = 100 - x;
spriteBatch.DrawString(Bold, "Tiletype: Crop ", new Vector2(240, Size.Y * (tileSize + Spacing) + 42), Color.Teal);
spriteBatch.DrawString(Bold, "Completion: " + x + "%", new Vector2(240, Size.Y * (tileSize + Spacing) + 82), Color.Teal);
}
if (Status != 3)
{
spriteBatch.DrawString(Bold, "-------------", new Vector2(240, Size.Y * (tileSize + Spacing) + 82), Color.DarkRed);
}
if (Status > 1)
{
spriteBatch.DrawString(Bold, "Prefered Crop: " + cropTypesNames[cropType], new Vector2(240, Size.Y * (tileSize + Spacing) + 62), Color.Teal);
}
else
{
spriteBatch.DrawString(Bold, "None", new Vector2(240, Size.Y * (tileSize + Spacing) + 62), Color.Teal);
}
spriteBatch.DrawString(Bold, "Soil Properties:", new Vector2(240, Size.Y * (tileSize + Spacing) + 122), Color.DarkRed);
spriteBatch.DrawString(Bold, "Soil Type: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 142), Color.DarkRed);
spriteBatch.DrawString(Bold, soilProperties.soilType, new Vector2(370, Size.Y * (tileSize + Spacing) + 142), Color.Teal);
spriteBatch.DrawString(Bold, "Temparature: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 162), Color.DarkRed);
spriteBatch.DrawString(Bold, soilProperties.Temperature.ToString(), new Vector2(370, Size.Y * (tileSize + Spacing) + 162), Color.Teal);
spriteBatch.DrawString(Bold, "Moisture: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 182), Color.DarkRed);
spriteBatch.DrawString(Bold, soilProperties.Moisture.ToString(), new Vector2(370, Size.Y * (tileSize + Spacing) + 182), Color.Teal);
spriteBatch.DrawString(Bold, "Humidity: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 202), Color.DarkRed);
spriteBatch.DrawString(Bold, soilProperties.Humidity.ToString(), new Vector2(370, Size.Y * (tileSize + Spacing) + 202), Color.Teal);
spriteBatch.DrawString(Bold, "Phosphorous: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 222), Color.DarkRed);
spriteBatch.DrawString(Bold, Math.Round(soilProperties.Phosphorous,1).ToString(), new Vector2(370, Size.Y * (tileSize + Spacing) + 222), Color.Teal);
spriteBatch.DrawString(Bold, "Potassium: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 242), Color.DarkRed);
spriteBatch.DrawString(Bold, Math.Round(soilProperties.Potassium, 1).ToString(), new Vector2(370, Size.Y * (tileSize + Spacing) + 242), Color.Teal);
spriteBatch.DrawString(Bold, "Nitrogen: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 262), Color.DarkRed);
spriteBatch.DrawString(Bold, Math.Round(soilProperties.Nitrogen, 1).ToString(), new Vector2(370, Size.Y * (tileSize + Spacing) + 262), Color.Teal);
spriteBatch.DrawString(Bold, "Production Rate: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 282), Color.DarkRed);
spriteBatch.DrawString(Bold, Math.Round((ProductionRate * 100), 1).ToString() + "%", new Vector2(370, Size.Y * (tileSize + Spacing) + 282), Color.Teal);
spriteBatch.DrawString(Bold, "Last Years Rainfall: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 302), Color.DarkRed);
spriteBatch.DrawString(Bold, Math.Round((soilProperties.prevRainfall), 1).ToString() + "mm", new Vector2(370, Size.Y * (tileSize + Spacing) + 302), Color.Teal);
spriteBatch.DrawString(Bold, "Rainfall: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 322), Color.DarkRed);
spriteBatch.DrawString(Bold, Math.Round((soilProperties.Rainfall), 1).ToString() + "mm", new Vector2(370, Size.Y * (tileSize + Spacing) + 322), Color.Teal);
spriteBatch.DrawString(Bold, "Rain mm/s: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 342), Color.DarkRed);
spriteBatch.DrawString(Bold, Math.Round((tempRain * 2), 2).ToString() + "mm", new Vector2(370, Size.Y * (tileSize + Spacing) + 342), Color.Teal);
spriteBatch.DrawString(Bold, "Area: ", new Vector2(240, Size.Y * (tileSize + Spacing) + 362), Color.DarkRed);
spriteBatch.DrawString(Bold, soilProperties.Area + "m^2", new Vector2(370, Size.Y * (tileSize + Spacing) + 362), Color.Teal);
spriteBatch.End();
}
}

349
Game1/Sources/Crops/Farm.cs
View File

@ -1,349 +0,0 @@
using System;
using System.IO;
using System.Reflection;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Graphics;
class Farm
{
private Crops[,] crops;
private Random r;
private CropTypesHolder PresetCrops = new CropTypesHolder();
private int Update;
private Astar astar = new Astar();
private PerlinNoise perlin = new PerlinNoise();
private Vector2 RainPosition;
private Vector2 WindSpeed = new Vector2(0,0);
private System.Drawing.Color[][] RainfallMap;
private float[][] whiteNoise;
private float[][] perlinNoise;
private DayNightCycle Time;
private float updatePerc = 0.01f;
private float updateProgress = 0;
private float nextUpdate = 0;
private int productionUpdate = 0;
private string path_base = FindPath();
//initializes the crops
public void init(Vector2 Size, Vector2 housepos)
{
whiteNoise = PerlinNoise.GenerateWhiteNoise(100, 100);
perlinNoise = PerlinNoise.GeneratePerlinNoise(whiteNoise, 1);
PresetCrops.init();
r = new Random();
crops = new Crops[100, 100];
int dirtCount = 0;
for (int i = 0; i < 99; i++)
{
for (int j = 0; j < 99; j++)
{
int x = 0;
if (perlinNoise[i][j] > 0 && perlinNoise[i][j] < 0.15f)
x = 0;
else if (perlinNoise[i][j] >= 0.15f && perlinNoise[i][j] < 0.8f)
x = 1;
else if (perlinNoise[i][j] >= 0.8f)
x = 2;
crops[i, j] = new Crops();
crops[i, j].setStatus(x);
crops[i, j].setOriginalStatus();
x = r.Next(1, 12);
crops[i, j].setCropType(x, PresetCrops.getPresetCropTypes(x));
crops[i, j].init();
if (crops[i, j].getStatus() == 2)
{
dirtCount++;
}
}
}
for (int i = 0; i < 99; i++)
{
for (int j = 0; j < 99; j++)
{
if (crops[i, j].getStatus() == 2)
{
if (!astar.isReachable(crops, new Vector2((int)i, (int)j), housepos))
{
dirtCount--;
}
}
}
}
if (dirtCount != 0)
init(Size, housepos);
RainPosition.X = r.Next(0, 1900);
RainPosition.Y = r.Next(0, 1950);
float coef = GetRandomNumber(-1f, 1f);
if (coef < 0)
coef = -1.0f;
else
coef = 1.0f;
WindSpeed.X = GetRandomNumber(0.9f, 1f) / 50 * coef;
WindSpeed.Y = GetRandomNumber(0.9f, 1f) / 50 * coef;
RainfallMap = PerlinNoise.LoadImage(System.IO.Path.Combine(path_base, "Content/Rainfall.png"));
}
public Rectangle getRainPosition(int TileSize, int x, int y, Vector2 Size)
{
float xtrunc = RainPosition.X - (float)Math.Truncate(RainPosition.X);
float ytrunc = RainPosition.Y - (float)Math.Truncate(RainPosition.Y);
if (xtrunc > 0.5)
xtrunc = xtrunc - 1;
if (ytrunc > 0.5)
ytrunc = ytrunc - 1;
xtrunc = -xtrunc;
ytrunc = -ytrunc;
//return new Rectangle((int)(xtrunc * TileSize) + x * TileSize,(int)(ytrunc * TileSize) + y * TileSize, TileSize, TileSize);
return new Rectangle((int)(xtrunc * TileSize) + x * TileSize, (int)(ytrunc * TileSize) + y * TileSize, TileSize, TileSize);
}
public Rectangle getDestinationRectangle(int x, int y, Vector2 Size)
{
Vector2 temp = new Vector2((int)Math.Round(x + RainPosition.X), y + (int)Math.Round(RainPosition.Y));
if (temp.X >= 1999 - Size.X - 1)
temp.X = -(1999 - (int)Math.Round(RainPosition.X));
if (temp.Y >= 1999 - Size.Y - 1)
temp.Y = -(1999 - (int)Math.Round(RainPosition.Y));
return new Rectangle((int)temp.X, (int)temp.Y, 1, 1);
}
public void drawWeatherInformation(SpriteBatch spriteBatch, SpriteFont Bold, Input input)
{
spriteBatch.DrawString(Bold, "WindSpeed: " + Math.Round(WindSpeed.X, 4), new Vector2(10, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 282), Color.Teal);
spriteBatch.DrawString(Bold, " : ", new Vector2(153, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 282), Color.Teal);
spriteBatch.DrawString(Bold, Math.Round(WindSpeed.Y, 4).ToString(), new Vector2(163, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 282), Color.Teal);
}
public void updateFarm(Vector2 Size)
{
Update++;
if (Update == 30)
{
for (int i = 0; i < Size.X; i++)
{
for (int j = 0; j < Size.Y; j++)
{
Vector2 temp = new Vector2((int)Math.Round(i + RainPosition.X), j + (int)Math.Round(RainPosition.Y));
if (temp.X >= 1999 - Size.X - 1)
temp.X = i + ((1999 - (int)Math.Round(RainPosition.X)));
if (temp.Y >= 1999 - Size.Y - 1)
temp.Y = i + ((1999 - (int)Math.Round(RainPosition.Y)));
crops[i, j].updateCrop(Size, Time);
crops[i, j].updateRainfall(RainfallMap[(int)Math.Round(temp.X)][(int)Math.Round(temp.Y)].GetBrightness());
}
}
Update = 0;
}
updateRainMapPosition(Size);
if (productionUpdate == 2)
{
nextUpdate = updateProgress + updatePerc;
for (int i = (int)(updateProgress * Size.X); i < nextUpdate * Size.X; i++)
{
for (int j = 0; j < Size.Y; j++)
{
if (crops[i, j].getStatus() > 1)
{
int x = getHighestProductionRate(i, j);
crops[i, j].setCropType(x, PresetCrops.getPresetCropTypes(x));
crops[i, j].updateProductionRate();
}
}
}
updateProgress = updateProgress + updatePerc;
if (updateProgress >= 1)
{
updateProgress = 0;
}
productionUpdate = 0;
nextUpdate = 0;
}
productionUpdate++;
}
public void updateRainFall(Vector2 Size, DayNightCycle nTime)
{
Time = nTime;
if (nTime.nDay())
{
for (int i = 0; i < Size.X; i++)
{
for (int j = 0; j < Size.Y; j++)
{
crops[i, j].setPrevRainfall();
}
}
}
}
//Changes the properties of the tile when the tractor reaches this tile.
public void setCropStatus(float xfloat, float yfloat)
{
int x = (int)xfloat;
int y = (int)yfloat;
if (crops[x, y].getStatus() >= 3)
{
crops[x, y].setStatus(2);
}
else if(crops[x, y].getStatus() == 0)
{
//do nothing
}
else if (crops[x, y].getStatus() == 2)
{
crops[x, y].setStatus(3);
crops[x, y].setCropTimer();
}
}
public Crops getCrop(int x, int y)
{
return crops[x,y];
}
public Crops[,] getCrops()
{
return crops;
}
private void updateRainMapPosition(Vector2 Size)
{
double x, y;
x = WindSpeed.X + GetRandomNumber(-1f, 1f) / 20000;
y = WindSpeed.Y + GetRandomNumber(-1f, 1f) / 20000;
if (x <= 0.02f && x >= -0.02f)
{
WindSpeed.X = (float)x;
}
if (y < 0.02f && y > -0.02f)
{
WindSpeed.Y = (float)y;
}
if (WindSpeed.X > 0 && RainPosition.X < 2000)
RainPosition.X = RainPosition.X + WindSpeed.X;
else if (WindSpeed.X < 0 && RainPosition.X > 0)
RainPosition.X = RainPosition.X + WindSpeed.X;
if (WindSpeed.Y > 0 && RainPosition.Y < 2000)
RainPosition.Y = RainPosition.Y + WindSpeed.Y;
else if (WindSpeed.Y < 0 && RainPosition.Y > 0)
RainPosition.Y = RainPosition.Y + WindSpeed.Y;
if (Math.Round(RainPosition.X) == 1999 && WindSpeed.X > 0)
RainPosition.X = 0;
else if (Math.Round(RainPosition.X) == 1 && WindSpeed.X < 0)
RainPosition.X = 1999;
if (Math.Round(RainPosition.Y) == 1999 && WindSpeed.Y > 0)
RainPosition.Y = 0;
else if (Math.Round(RainPosition.Y) == 1 && WindSpeed.Y < 0)
RainPosition.Y = 1999;
}
public void setNewHousePos(Vector2 pos, bool newState)
{
crops[(int)pos.X, (int)pos.Y].setHousePos(newState);
}
public CropTypes getPresetCropTypes(int Index)
{
return PresetCrops.getPresetCropTypes(Index);
}
public void setCropType(int x, int y, int Type)
{
crops[x, y].setCropType(Type, PresetCrops.getPresetCropTypes(Type));
}
public void UpdatePreferedCrops(Vector2 Size)
{
for (int i = 0; i < Size.X; i++)
{
for (int j = 0; j < Size.X; j++)
{
if (crops[i, j].getStatus() == 2)
{
int x = getHighestProductionRate(i, j);
crops[i, j].setCropType(x, PresetCrops.getPresetCropTypes(x));
}
}
}
}
private int getHighestProductionRate(int x, int y)
{
int i = 6, holderIndex = 0;
float holder = 0, SampleHolder = 0;
do
{
holder = getProductionRate(x, y, i);
if (SampleHolder < holder)
{
holderIndex = i;
SampleHolder = holder;
}
i++;
} while (i < 12);
return holderIndex;
}
public Color getRainAmount(int x, int y, Color color, Vector2 Size)
{
Vector2 temp = new Vector2(x + (int)Math.Round(RainPosition.X), y + (int)Math.Round(RainPosition.Y));
if (temp.X >= 1999)
temp.X = -(1999 - (int)Math.Round(temp.X));
if (temp.Y >= 1999)
temp.Y = -(1999 - (int)Math.Round(temp.Y));
if (temp.X == -1)
temp.X = 1999;
if (temp.Y == -1)
temp.Y = 1999;
if (RainfallMap[(int)temp.X][(int)temp.Y].GetBrightness() < 0.45f)
{
return Color.FromNonPremultiplied(color.R, color.G, color.B, (int)(0));
}
else
{
return Color.FromNonPremultiplied(color.R, color.G, color.B, (int)(255 * RainfallMap[(int)temp.X][(int)temp.Y].GetBrightness()));
}
}
public float getProductionRate(int x, int y, int Type)
{
return crops[x, y]. getProductionRate(PresetCrops.getPresetCropTypes(Type));
}
public float GetRandomNumber(double minimum, double maximum)
{
return (float)(Math.Round(r.NextDouble() * (maximum - minimum) + minimum, 2));
}
private static string FindPath()
{
string path = System.IO.Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location).ToString();
while (true)
{
path = Directory.GetParent(path).ToString();
if (path.EndsWith("\\Game1"))
{
return path;
}
}
}
}

333
Game1/Sources/Crops/PerlinNoise.cs
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@ -1,333 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using System.Drawing;
using System.Drawing.Imaging;
class PerlinNoise
{
#region Feilds
static Random random = new Random();
#endregion
#region Reusable Functions
public static float[][] GenerateWhiteNoise(int width, int height)
{
float[][] noise = GetEmptyArray<float>(width, height);
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
noise[i][j] = (float)random.NextDouble() % 1;
}
}
return noise;
}
public static float Interpolate(float x0, float x1, float alpha)
{
return x0 * (1 - alpha) + alpha * x1;
}
public static Color Interpolate(Color col0, Color col1, float alpha)
{
float beta = 1 - alpha;
return Color.FromArgb(
255,
(int)(col0.R * alpha + col1.R * beta),
(int)(col0.G * alpha + col1.G * beta),
(int)(col0.B * alpha + col1.B * beta));
}
public static Color GetColor(Color gradientStart, Color gradientEnd, float t)
{
float u = 1 - t;
Color color = Color.FromArgb(
255,
(int)(gradientStart.R * u + gradientEnd.R * t),
(int)(gradientStart.G * u + gradientEnd.G * t),
(int)(gradientStart.B * u + gradientEnd.B * t));
return color;
}
public static Color[][] MapGradient(Color gradientStart, Color gradientEnd, float[][] perlinNoise)
{
int width = perlinNoise.Length;
int height = perlinNoise[0].Length;
Color[][] image = GetEmptyArray<Color>(width, height); //an array of colours
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
image[i][j] = GetColor(gradientStart, gradientEnd, perlinNoise[i][j]);
}
}
return image;
}
public static T[][] GetEmptyArray<T>(int width, int height)
{
T[][] image = new T[width][];
for (int i = 0; i < width; i++)
{
image[i] = new T[height];
}
return image;
}
public static float[][] GenerateSmoothNoise(float[][] baseNoise, int octave)
{
int width = baseNoise.Length;
int height = baseNoise[0].Length;
float[][] smoothNoise = GetEmptyArray<float>(width, height);
int samplePeriod = 1 << octave; // calculates 2 ^ k
float sampleFrequency = 1.0f / samplePeriod;
for (int i = 0; i < width; i++)
{
//calculate the horizontal sampling indices
int sample_i0 = (i / samplePeriod) * samplePeriod;
int sample_i1 = (sample_i0 + samplePeriod) % width; //wrap around
float horizontal_blend = (i - sample_i0) * sampleFrequency;
for (int j = 0; j < height; j++)
{
//calculate the vertical sampling indices
int sample_j0 = (j / samplePeriod) * samplePeriod;
int sample_j1 = (sample_j0 + samplePeriod) % height; //wrap around
float vertical_blend = (j - sample_j0) * sampleFrequency;
//blend the top two corners
float top = Interpolate(baseNoise[sample_i0][sample_j0],
baseNoise[sample_i1][sample_j0], horizontal_blend);
//blend the bottom two corners
float bottom = Interpolate(baseNoise[sample_i0][sample_j1],
baseNoise[sample_i1][sample_j1], horizontal_blend);
//final blend
smoothNoise[i][j] = Interpolate(top, bottom, vertical_blend);
}
}
return smoothNoise;
}
public static float[][] GeneratePerlinNoise(float[][] baseNoise, int octaveCount)
{
int width = baseNoise.Length;
int height = baseNoise[0].Length;
float[][][] smoothNoise = new float[octaveCount][][]; //an array of 2D arrays containing
float persistance = 0.7f;
//generate smooth noise
for (int i = 0; i < octaveCount; i++)
{
smoothNoise[i] = GenerateSmoothNoise(baseNoise, i);
}
float[][] perlinNoise = GetEmptyArray<float>(width, height); //an array of floats initialised to 0
float amplitude = 1.0f;
float totalAmplitude = 0.0f;
//blend noise together
for (int octave = octaveCount - 1; octave >= 0; octave--)
{
amplitude *= persistance;
totalAmplitude += amplitude;
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
perlinNoise[i][j] += smoothNoise[octave][i][j] * amplitude;
}
}
}
//normalisation
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
perlinNoise[i][j] /= totalAmplitude;
}
}
return perlinNoise;
}
public static float[][] GeneratePerlinNoise(int width, int height, int octaveCount)
{
float[][] baseNoise = GenerateWhiteNoise(width, height);
return GeneratePerlinNoise(baseNoise, octaveCount);
}
public static Color[][] MapToGrey(float[][] greyValues)
{
int width = greyValues.Length;
int height = greyValues[0].Length;
Color[][] image = GetEmptyArray<Color>(width, height);
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
int grey = (int)(255 * greyValues[i][j]);
Color color = Color.FromArgb(255, grey, grey, grey);
image[i][j] = color;
}
}
return image;
}
public static void SaveImage(Color[][] image, string fileName)
{
int width = image.Length;
int height = image[0].Length;
Bitmap bitmap = new Bitmap(width, height, PixelFormat.Format32bppArgb);
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
bitmap.SetPixel(i, j, image[i][j]);
}
}
bitmap.Save(fileName);
}
public static Color[][] LoadImage(string fileName)
{
Bitmap bitmap = new Bitmap(fileName);
int width = bitmap.Width;
int height = bitmap.Height;
Color[][] image = GetEmptyArray<Color>(width, height);
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
image[i][j] = bitmap.GetPixel(i, j);
}
}
return image;
}
public static Color[][] BlendImages(Color[][] image1, Color[][] image2, float[][] perlinNoise)
{
int width = image1.Length;
int height = image1[0].Length;
Color[][] image = GetEmptyArray<Color>(width, height); //an array of colours for the new image
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
image[i][j] = Interpolate(image1[i][j], image2[i][j], perlinNoise[i][j]);
}
}
return image;
}
public static void DemoGradientMap()
{
int width = 256;
int height = 256;
int octaveCount = 8;
Color gradientStart = Color.FromArgb(255, 0, 0);
Color gradientEnd = Color.FromArgb(255, 0, 255);
float[][] perlinNoise = GeneratePerlinNoise(width, height, octaveCount);
Color[][] perlinImage = MapGradient(gradientStart, gradientEnd, perlinNoise);
SaveImage(perlinImage, "perlin_noise.png");
}
public static float[][] AdjustLevels(float[][] image, float low, float high)
{
int width = image.Length;
int height = image[0].Length;
float[][] newImage = GetEmptyArray<float>(width, height);
for (int i = 0; i < width; i++)
{
for (int j = 0; j < height; j++)
{
float col = image[i][j];
if (col <= low)
{
newImage[i][j] = 0;
}
else if (col >= high)
{
newImage[i][j] = 1;
}
else
{
newImage[i][j] = (col - low) / (high - low);
}
}
}
return newImage;
}
private static Color[][][] AnimateTransition(Color[][] image1, Color[][] image2, int frameCount)
{
Color[][][] animation = new Color[frameCount][][];
float low = 0;
float increment = 1.0f / frameCount;
float high = increment;
float[][] perlinNoise = AdjustLevels(
GeneratePerlinNoise(image1.Length, image1[0].Length, 9),
0.2f, 0.8f);
for (int i = 0; i < frameCount; i++)
{
AdjustLevels(perlinNoise, low, high);
float[][] blendMask = AdjustLevels(perlinNoise, low, high);
animation[i] = BlendImages(image1, image2, blendMask);
//SaveImage(animation[i], "blend_animation" + i + ".png");
SaveImage(MapToGrey(blendMask), "blend_mask" + i + ".png");
low = high;
high += increment;
}
return animation;
}
#endregion
}

67
Game1/Sources/Crops/SoilProperties.cs
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@ -1,67 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class SoilProperties
{
static Random r = new Random();
public string soilType = "potato";
public float Temperature;
public float Humidity;
public float Moisture;
public float Nitrogen;
public float Potassium;
public float Phosphorous;
public float Rainfall;
public float prevRainfall;
public float NitrogenDegradeRate = 0.8f / 1.5f;
public float PotassiumDegradeRate = 0.3f / 1.5f;
public float PhosphorousDegradeRate = 0.6f / 1.5f;
public int Capacity = 80;
public int Area;
public void setSoilProperties()
{
int soilTypeRandomizer = r.Next(0, 1000);
if (soilTypeRandomizer < 210)
{
soilType = "Loamy";
}
else if (soilTypeRandomizer < 400)
{
soilType = "Red";
}
else if (soilTypeRandomizer < 600)
{
soilType = "Black";
}
else if (soilTypeRandomizer < 800)
{
soilType = "Sandy";
}
else
{
soilType = "Clayey";
}
Temperature = GetRandomNumber(22, 30);
Humidity = Temperature * GetRandomNumber(1.9f, 2.1f);
Moisture = GetRandomNumber(20, 70);
Nitrogen = GetRandomNumber(4 , 42); //was 4, 60
Potassium = GetRandomNumber(0.01f, 19); // was 0, 28
Phosphorous = GetRandomNumber(0.01f, 42); // was 0, 60
prevRainfall = r.Next(247, 3617);
Area = r.Next(1, 270000);
}
public float GetRandomNumber(double minimum, double maximum)
{
return (float)(Math.Round(r.NextDouble() * (maximum - minimum) + minimum, 2));
}
}

1600
Game1/Sources/ML/Data/FertPredictDataset.csv
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100
Game1/Sources/ML/Data/Fertilizer Prediction.csv
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@ -1,100 +0,0 @@
Temparature,Humidity ,Moisture,Soil Type,Crop Type,Nitrogen,Potassium,Phosphorous,Fertilizer Name
26,52,38,Sandy,Maize,37,0,0,Urea
29,52,45,Loamy,Sugarcane,12,0,36,DAP
34,65,62,Black,Cotton,7,9,30,14-35-14
32,62,34,Red,Tobacco,22,0,20,28-28
28,54,46,Clayey,Paddy,35,0,0,Urea
26,52,35,Sandy,Barley,12,10,13,17-17-17
25,50,64,Red,Cotton,9,0,10,20-20
33,64,50,Loamy,Wheat,41,0,0,Urea
30,60,42,Sandy,Millets,21,0,18,28-28
29,58,33,Black,Oil seeds,9,7,30,14-35-14
27,54,28,Clayey,Pulses,13,0,40,DAP
31,62,48,Sandy,Maize,14,15,12,17-17-17
25,50,65,Loamy,Cotton,36,0,0,Urea
32,62,41,Clayey,Paddy,24,0,22,28-28
26,52,31,Red,Ground Nuts,14,0,41,DAP
31,62,49,Black,Sugarcane,10,13,14,17-17-17
33,64,34,Clayey,Pulses,38,0,0,Urea
25,50,39,Sandy,Barley,21,0,19,28-28
28,54,65,Black,Cotton,39,0,0,Urea
29,58,52,Loamy,Wheat,13,0,36,DAP
30,60,44,Sandy,Millets,10,0,9,20-20
34,65,53,Loamy,Sugarcane,12,14,12,17-17-17
35,68,33,Red,Tobacco,11,0,37,DAP
28,54,37,Black,Millets,36,0,0,Urea
33,64,39,Clayey,Paddy,13,0,10,20-20
26,52,44,Sandy,Maize,23,0,20,28-28
30,60,63,Red,Cotton,9,9,29,14-35-14
32,62,30,Loamy,Sugarcane,38,0,0,Urea
37,70,32,Black,Oil seeds,12,0,39,DAP
26,52,36,Clayey,Pulses,14,0,13,20-20
29,58,40,Red,Ground Nuts,24,0,23,28-28
30,60,27,Loamy,Sugarcane,12,0,40,DAP
34,65,38,Clayey,Paddy,39,0,0,Urea
36,68,38,Sandy,Barley,7,9,30,14-35-14
26,52,48,Loamy,Wheat,23,0,19,28-28
28,54,35,Black,Millets,41,0,0,Urea
30,60,61,Loamy,Cotton,8,10,31,14-35-14
37,70,37,Clayey,Paddy,12,0,41,DAP
25,50,26,Red,Ground Nuts,15,14,11,17-17-17
29,58,34,Sandy,Millets,15,0,37,DAP
27,54,30,Clayey,Pulses,13,0,13,20-20
30,60,58,Loamy,Sugarcane,10,7,32,14-35-14
32,62,34,Red,Tobacco,22,0,24,28-28
34,65,60,Black,Sugarcane,35,0,0,Urea
35,67,42,Sandy,Barley,10,0,35,DAP
38,70,48,Loamy,Wheat,8,8,28,14-35-14
26,52,32,Black,Oil seeds,12,0,8,20-20
29,58,43,Clayey,Paddy,24,0,18,28-28
30,60,29,Red,Ground Nuts,41,0,0,Urea
33,64,51,Sandy,Maize,5,9,29,14-35-14
34,65,31,Red,Tobacco,23,0,21,28-28
36,68,33,Black,Oil seeds,13,0,14,20-20
28,54,38,Clayey,Pulses,40,0,0,Urea
30,60,47,Sandy,Barley,12,0,42,DAP
31,62,63,Red,Cotton,11,12,15,17-17-17
27,53,43,Black,Millets,23,0,24,28-28
34,65,54,Loamy,Wheat,38,0,0,Urea
29,58,37,Sandy,Millets,8,0,15,20-20
25,50,56,Loamy,Sugarcane,11,13,15,17-17-17
32,62,34,Red,Ground Nuts,15,0,37,DAP
28,54,41,Clayey,Paddy,36,0,0,Urea
30,60,49,Loamy,Wheat,13,0,9,20-20
34,65,64,Black,Cotton,24,0,20,28-28
28,54,47,Sandy,Barley,5,18,15,10-26-26
27,53,35,Black,Oil seeds,37,0,0,Urea
36,68,62,Red,Cotton,15,0,40,DAP
34,65,57,Black,Sugarcane,9,0,13,20-20
29,58,55,Loamy,Sugarcane,8,8,33,14-35-14
25,50,40,Clayey,Pulses,6,19,16,10-26-26
30,60,38,Sandy,Millets,10,0,14,20-20
26,52,39,Clayey,Pulses,21,0,23,28-28
31,62,32,Red,Tobacco,39,0,0,Urea
34,65,48,Loamy,Wheat,23,0,19,28-28
27,53,34,Black,Oil seeds,42,0,0,Urea
33,64,31,Red,Ground Nuts,13,0,39,DAP
29,58,42,Clayey,Paddy,9,10,22,14-35-14
30,60,47,Sandy,Maize,22,0,21,28-28
27,53,59,Loamy,Sugarcane,10,0,15,20-20
26,52,36,Clayey,Pulses,7,16,20,10-26-26
34,65,63,Red,Cotton,14,0,38,DAP
28,54,43,Clayey,Paddy,10,8,29,14-35-14
30,60,40,Sandy,Millets,41,0,0,Urea
29,58,65,Black,Cotton,14,0,35,DAP
26,52,59,Loamy,Sugarcane,11,0,9,20-20
31,62,44,Sandy,Barley,21,0,28,28-28
35,67,28,Clayey,Pulses,8,7,31,14-35-14
29,58,30,Red,Tobacco,13,17,16,10-26-26
27,53,30,Black,Millets,35,0,0,Urea
36,68,50,Loamy,Wheat,12,18,19,10-26-26
29,58,61,Loamy,Cotton,11,0,38,DAP
30,60,26,Black,Oil seeds,8,9,30,14-35-14
34,65,45,Clayey,Paddy,6,19,21,10-26-26
36,68,41,Red,Ground Nuts,41,0,0,Urea
28,54,25,Sandy,Maize,9,10,30,14-35-14
25,50,32,Clayey,Pulses,24,0,19,28-28
30,60,27,Red,Tobacco,4,17,17,10-26-26
38,72,51,Loamy,Wheat,39,0,0,Urea
36,60,43,Sandy,Millets,15,0,41,DAP
29,58,57,Black,Sugarcane,12,0,10,20-20
1 Temparature Humidity Moisture Soil Type Crop Type Nitrogen Potassium Phosphorous Fertilizer Name
2 26 52 38 Sandy Maize 37 0 0 Urea
3 29 52 45 Loamy Sugarcane 12 0 36 DAP
4 34 65 62 Black Cotton 7 9 30 14-35-14
5 32 62 34 Red Tobacco 22 0 20 28-28
6 28 54 46 Clayey Paddy 35 0 0 Urea
7 26 52 35 Sandy Barley 12 10 13 17-17-17
8 25 50 64 Red Cotton 9 0 10 20-20
9 33 64 50 Loamy Wheat 41 0 0 Urea
10 30 60 42 Sandy Millets 21 0 18 28-28
11 29 58 33 Black Oil seeds 9 7 30 14-35-14
12 27 54 28 Clayey Pulses 13 0 40 DAP
13 31 62 48 Sandy Maize 14 15 12 17-17-17
14 25 50 65 Loamy Cotton 36 0 0 Urea
15 32 62 41 Clayey Paddy 24 0 22 28-28
16 26 52 31 Red Ground Nuts 14 0 41 DAP
17 31 62 49 Black Sugarcane 10 13 14 17-17-17
18 33 64 34 Clayey Pulses 38 0 0 Urea
19 25 50 39 Sandy Barley 21 0 19 28-28
20 28 54 65 Black Cotton 39 0 0 Urea
21 29 58 52 Loamy Wheat 13 0 36 DAP
22 30 60 44 Sandy Millets 10 0 9 20-20
23 34 65 53 Loamy Sugarcane 12 14 12 17-17-17
24 35 68 33 Red Tobacco 11 0 37 DAP
25 28 54 37 Black Millets 36 0 0 Urea
26 33 64 39 Clayey Paddy 13 0 10 20-20
27 26 52 44 Sandy Maize 23 0 20 28-28
28 30 60 63 Red Cotton 9 9 29 14-35-14
29 32 62 30 Loamy Sugarcane 38 0 0 Urea
30 37 70 32 Black Oil seeds 12 0 39 DAP
31 26 52 36 Clayey Pulses 14 0 13 20-20
32 29 58 40 Red Ground Nuts 24 0 23 28-28
33 30 60 27 Loamy Sugarcane 12 0 40 DAP
34 34 65 38 Clayey Paddy 39 0 0 Urea
35 36 68 38 Sandy Barley 7 9 30 14-35-14
36 26 52 48 Loamy Wheat 23 0 19 28-28
37 28 54 35 Black Millets 41 0 0 Urea
38 30 60 61 Loamy Cotton 8 10 31 14-35-14
39 37 70 37 Clayey Paddy 12 0 41 DAP
40 25 50 26 Red Ground Nuts 15 14 11 17-17-17
41 29 58 34 Sandy Millets 15 0 37 DAP
42 27 54 30 Clayey Pulses 13 0 13 20-20
43 30 60 58 Loamy Sugarcane 10 7 32 14-35-14
44 32 62 34 Red Tobacco 22 0 24 28-28
45 34 65 60 Black Sugarcane 35 0 0 Urea
46 35 67 42 Sandy Barley 10 0 35 DAP
47 38 70 48 Loamy Wheat 8 8 28 14-35-14
48 26 52 32 Black Oil seeds 12 0 8 20-20
49 29 58 43 Clayey Paddy 24 0 18 28-28
50 30 60 29 Red Ground Nuts 41 0 0 Urea
51 33 64 51 Sandy Maize 5 9 29 14-35-14
52 34 65 31 Red Tobacco 23 0 21 28-28
53 36 68 33 Black Oil seeds 13 0 14 20-20
54 28 54 38 Clayey Pulses 40 0 0 Urea
55 30 60 47 Sandy Barley 12 0 42 DAP
56 31 62 63 Red Cotton 11 12 15 17-17-17
57 27 53 43 Black Millets 23 0 24 28-28
58 34 65 54 Loamy Wheat 38 0 0 Urea
59 29 58 37 Sandy Millets 8 0 15 20-20
60 25 50 56 Loamy Sugarcane 11 13 15 17-17-17
61 32 62 34 Red Ground Nuts 15 0 37 DAP
62 28 54 41 Clayey Paddy 36 0 0 Urea
63 30 60 49 Loamy Wheat 13 0 9 20-20
64 34 65 64 Black Cotton 24 0 20 28-28
65 28 54 47 Sandy Barley 5 18 15 10-26-26
66 27 53 35 Black Oil seeds 37 0 0 Urea
67 36 68 62 Red Cotton 15 0 40 DAP
68 34 65 57 Black Sugarcane 9 0 13 20-20
69 29 58 55 Loamy Sugarcane 8 8 33 14-35-14
70 25 50 40 Clayey Pulses 6 19 16 10-26-26
71 30 60 38 Sandy Millets 10 0 14 20-20
72 26 52 39 Clayey Pulses 21 0 23 28-28
73 31 62 32 Red Tobacco 39 0 0 Urea
74 34 65 48 Loamy Wheat 23 0 19 28-28
75 27 53 34 Black Oil seeds 42 0 0 Urea
76 33 64 31 Red Ground Nuts 13 0 39 DAP
77 29 58 42 Clayey Paddy 9 10 22 14-35-14
78 30 60 47 Sandy Maize 22 0 21 28-28
79 27 53 59 Loamy Sugarcane 10 0 15 20-20
80 26 52 36 Clayey Pulses 7 16 20 10-26-26
81 34 65 63 Red Cotton 14 0 38 DAP
82 28 54 43 Clayey Paddy 10 8 29 14-35-14
83 30 60 40 Sandy Millets 41 0 0 Urea
84 29 58 65 Black Cotton 14 0 35 DAP
85 26 52 59 Loamy Sugarcane 11 0 9 20-20
86 31 62 44 Sandy Barley 21 0 28 28-28
87 35 67 28 Clayey Pulses 8 7 31 14-35-14
88 29 58 30 Red Tobacco 13 17 16 10-26-26
89 27 53 30 Black Millets 35 0 0 Urea
90 36 68 50 Loamy Wheat 12 18 19 10-26-26
91 29 58 61 Loamy Cotton 11 0 38 DAP
92 30 60 26 Black Oil seeds 8 9 30 14-35-14
93 34 65 45 Clayey Paddy 6 19 21 10-26-26
94 36 68 41 Red Ground Nuts 41 0 0 Urea
95 28 54 25 Sandy Maize 9 10 30 14-35-14
96 25 50 32 Clayey Pulses 24 0 19 28-28
97 30 60 27 Red Tobacco 4 17 17 10-26-26
98 38 72 51 Loamy Wheat 39 0 0 Urea
99 36 60 43 Sandy Millets 15 0 41 DAP
100 29 58 57 Black Sugarcane 12 0 10 20-20

39
Game1/Sources/ML/Engine.cs
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@ -1,39 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML;
static class Engine
{
private static MLContext mlContext = new MLContext(seed: 1);
private static PredictionEngine<ModelInput, ModelOutput> PredictionEngine;
private static ModelOutput modelOutput;
public static void init()
{
PredictionEngine = MLModel.CreateEngine();
}
public static string PredictFertilizer(Crops crop, CropTypes cropTypes)
{
ModelInput modelInput = new ModelInput
{
Temperature = crop.getSoilProperties().Temperature,
Humidity = crop.getSoilProperties().Humidity,
Moisture = crop.getSoilProperties().Moisture,
Soil_Type = crop.getSoilProperties().soilType,
Crop_Type = cropTypes.CropName,
Nitrogen = crop.getSoilProperties().Nitrogen,
Potassium = crop.getSoilProperties().Potassium,
Phosporous = crop.getSoilProperties().Phosphorous
};
//ModelOutput modelOutput = new ModelOutput();
PredictionEngine.Predict(modelInput, ref modelOutput);
return modelOutput.Prediction;
}
}

42
Game1/Sources/ML/InOut/BigModelInput.cs
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@ -1,42 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML.Data;
class BigModelInput
{
[ColumnName("Ca"), LoadColumn(0)]
public float Ca { get; set; }
[ColumnName("Mg"), LoadColumn(1)]
public float Mg { get; set; }
[ColumnName("K"), LoadColumn(2)]
public float K { get; set; }
[ColumnName("S"), LoadColumn(3)]
public float S { get; set; }
[ColumnName("N"), LoadColumn(4)]
public float N { get; set; }
[ColumnName("Lime"), LoadColumn(5)]
public float Lime { get; set; }
[ColumnName("C"), LoadColumn(6)]
public float C { get; set; }
[ColumnName("P"), LoadColumn(7)]
public float P { get; set; }
[ColumnName("Moisture"), LoadColumn(8)]
public float Moisture { get; set; }
[ColumnName("Class"), LoadColumn(9)]
public float Class { get; set; }
}

13
Game1/Sources/ML/InOut/BigModelOutput.cs
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@ -1,13 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML.Data;
class BigModelOutput
{
[ColumnName("PredictedLabel")]
public float Prediction { get; set; }
}

39
Game1/Sources/ML/InOut/ModelInput.cs
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@ -1,39 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML;
using Microsoft.ML.Data;
class ModelInput
{
[ColumnName("Temperature"), LoadColumn(0)]
public float Temperature { get; set; }
[ColumnName("Humidity"), LoadColumn(1)]
public float Humidity { get; set; }
[ColumnName("Moisture"), LoadColumn(2)]
public float Moisture { get; set; }
[ColumnName("Soil_Type"), LoadColumn(3)]
public String Soil_Type { get; set; }
[ColumnName("Crop_Type"), LoadColumn(4)]
public String Crop_Type { get; set; }
[ColumnName("Nitrogen"), LoadColumn(5)]
public float Nitrogen { get; set; }
[ColumnName("Potassium"), LoadColumn(6)]
public float Potassium { get; set; }
[ColumnName("Phosphorous"), LoadColumn(7)]
public float Phosporous { get; set; }
[ColumnName("Fertilizer_Name"), LoadColumn(8)]
public String Fertilizer_Name { get; set; }
}

15
Game1/Sources/ML/InOut/ModelOutput.cs
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@ -1,15 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML.Data;
class ModelOutput
{
[ColumnName("PredictedLabel")]
public String Prediction { get; set; }
//public float[] Score { get; set; }
}

186
Game1/Sources/ML/MLModel.cs
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@ -1,186 +0,0 @@
using System;
using System.IO;
using System.Linq;
using System.Reflection;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML;
using Microsoft.ML.Data;
using Microsoft.ML.Trainers.LightGbm;
class MLModel
{
private static MLContext mlContext = new MLContext(seed: 1);
private static string path_base = FindPath();
private static string path = System.IO.Path.Combine(path_base, "Content/ML/Fertilizer_Prediction.csv");
private static string modelpath = System.IO.Path.Combine(path_base, "Content/ML/MLmodel");
private static string report = System.IO.Path.Combine(path_base, "Content/ML/report");
private static string pathBig = System.IO.Path.Combine(path_base, "Content/ML/BigFertPredict.csv");
private static string modelpathBig = System.IO.Path.Combine(path_base, "Content/ML/MLmodelBig");
private static string reportBig = System.IO.Path.Combine(path_base, "Content/ML/report_BigModel");
// Loading data, creatin and saving ML model for smaller dataset (100)
public static void CreateModel()
{
IDataView trainingDataView = mlContext.Data.LoadFromTextFile<ModelInput>(
path: path,
hasHeader: true,
separatorChar: ',',
allowQuoting: true,
allowSparse: false);
ModelInput sample = mlContext.Data.CreateEnumerable<ModelInput>(trainingDataView, false).ElementAt(0);
ITransformer MLModel = BuildAndTrain(mlContext, trainingDataView, sample, report);
SaveModel(mlContext, MLModel, modelpath, trainingDataView.Schema);
}
// ... for bigger dataset (1600)
public static void CreateBigModel()
{
IDataView trainingDataView = mlContext.Data.LoadFromTextFile<BigModelInput>(
path: pathBig,
hasHeader: true,
separatorChar: ',',
allowQuoting: true,
allowSparse: false);
BigModelInput sample = mlContext.Data.CreateEnumerable<BigModelInput>(trainingDataView, false).ElementAt(0);
ITransformer MLModel = BuildAndTrain(mlContext, trainingDataView, sample, reportBig);
SaveModel(mlContext, MLModel, modelpathBig, trainingDataView.Schema);
}
// Building and training ML model, very small dataset (100 entries)
public static ITransformer BuildAndTrain(MLContext mLContext, IDataView trainingDataView, ModelInput sample, string reportPath)
{
var options = new LightGbmMulticlassTrainer.Options
{
MaximumBinCountPerFeature = 8,
LearningRate = 0.00025,
NumberOfIterations = 40000,
NumberOfLeaves = 10,
LabelColumnName = "Fertilizer_NameF",
FeatureColumnName = "Features",
Booster = new DartBooster.Options()
{
MaximumTreeDepth = 10
}
};
var pipeline = mlContext.Transforms
.Text.FeaturizeText("Soil_TypeF", "Soil_Type")
.Append(mlContext.Transforms.Text.FeaturizeText("Crop_TypeF", "Crop_Type"))
.Append(mlContext.Transforms.Concatenate("Features", "Temperature", "Humidity", "Moisture", "Soil_TypeF", "Crop_TypeF", "Nitrogen", "Potassium", "Phosphorous"))
.Append(mlContext.Transforms.Conversion.MapValueToKey("Fertilizer_NameF", "Fertilizer_Name"), TransformerScope.TrainTest)
.AppendCacheCheckpoint(mLContext)
.Append(mLContext.MulticlassClassification.Trainers.LightGbm(options))
.Append(mlContext.Transforms.Conversion.MapKeyToValue("PredictedLabel", "PredictedLabel"));
Evaluate(mlContext, trainingDataView, pipeline, 10, reportPath, "Fertilizer_NameF");
ITransformer MLModel = pipeline.Fit(trainingDataView);
return MLModel;
}
//Building and training ML model, moderate size dataset (1600 entries)
public static ITransformer BuildAndTrain(MLContext mLContext, IDataView trainingDataView, BigModelInput sample, string reportPath)
{
var options = new LightGbmMulticlassTrainer.Options
{
MaximumBinCountPerFeature = 10,
LearningRate = 0.001,
NumberOfIterations = 10000,
NumberOfLeaves = 12,
LabelColumnName = "ClassF",
FeatureColumnName = "Features",
Booster = new DartBooster.Options()
{
MaximumTreeDepth = 12
}
};
var pipeline = mlContext.Transforms
.Concatenate("Features", "Ca", "Mg", "K", "S", "N", "Lime", "C", "P", "Moisture")
.Append(mLContext.Transforms.NormalizeMinMax("Features"))
.Append(mlContext.Transforms.Conversion.MapValueToKey("ClassF", "Class"), TransformerScope.TrainTest)
.AppendCacheCheckpoint(mLContext)
.Append(mLContext.MulticlassClassification.Trainers.LightGbm(options))
.Append(mlContext.Transforms.Conversion.MapKeyToValue("PredictedLabel", "PredictedLabel"));
Evaluate(mlContext, trainingDataView, pipeline, 8, reportPath, "ClassF");
ITransformer MLModel = pipeline.Fit(trainingDataView);
return MLModel;
}
public static ITransformer TrainModel(MLContext mlContext, IDataView trainingDataView, IEstimator<ITransformer> trainingPipeline)
{
ITransformer model = trainingPipeline.Fit(trainingDataView);
return model;
}
// Evaluate and save results to a text file
public static void Evaluate(MLContext mlContext, IDataView trainingDataView, IEstimator<ITransformer> trainingPipeline, int folds, string reportPath, string labelColumnName)
{
var crossVal = mlContext.MulticlassClassification.CrossValidate(trainingDataView, trainingPipeline, numberOfFolds: folds, labelColumnName: labelColumnName);
var metricsInMultipleFolds = crossVal.Select(r => r.Metrics);
var MicroAccuracyValues = metricsInMultipleFolds.Select(m => m.MicroAccuracy);
var LogLossValues = metricsInMultipleFolds.Select(m => m.LogLoss);
var LogLossReductionValues = metricsInMultipleFolds.Select(m => m.LogLossReduction);
string MicroAccuracyAverage = MicroAccuracyValues.Average().ToString("0.######");
string LogLossAvg = LogLossValues.Average().ToString("0.######");
string LogLossReductionAvg = LogLossReductionValues.Average().ToString("0.######");
var report = File.CreateText(reportPath);
report.Write("Micro Accuracy: " + MicroAccuracyAverage +'\n'+ "LogLoss Average: " + LogLossAvg +'\n'+ "LogLoss Reduction: " + LogLossReductionAvg, 0, 0);
report.Flush();
report.Close();
}
public static void SaveModel(MLContext mlContext, ITransformer Model, string modelPath, DataViewSchema modelInputSchema)
{
mlContext.Model.Save(Model, modelInputSchema, modelPath);
}
public static ITransformer LoadModel(bool isBig)
{
if (isBig)
return mlContext.Model.Load(modelpathBig, out DataViewSchema inputSchema);
else
return mlContext.Model.Load(modelpath, out DataViewSchema inputSchema);
}
public static PredictionEngine<ModelInput, ModelOutput> CreateEngine()
{
ITransformer mlModel = LoadModel(false);
return mlContext.Model.CreatePredictionEngine<ModelInput, ModelOutput>(mlModel);
}
private static string FindPath()
{
string path = System.IO.Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location).ToString();
while (true)
{
path = Directory.GetParent(path).ToString();
if (path.EndsWith("\\Game1"))
{
return path;
}
}
}
}

24
Game1/Sources/ML_Joel/DataModel/Input.cs
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using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML.Data;
namespace Game1.Sources.ML_Joel
{
class Input
{
[ColumnName("Season"), LoadColumn(0)]
public String Season { get; set; }
[ColumnName("Crop"), LoadColumn(1)]
public String Crop { get; set; }
[ColumnName("Rainfall"), LoadColumn(2)]
public float Rainfall { get; set; }
[ColumnName("Production"), LoadColumn(3)]
public float Production { get; set; }
}
}

27
Game1/Sources/ML_Joel/DataModel/InputArea.cs
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using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML.Data;
namespace Game1.Sources.ML_Joel
{
class InputArea
{
[ColumnName("Season"), LoadColumn(0)]
public String Season { get; set; }
[ColumnName("Crop"), LoadColumn(1)]
public String Crop { get; set; }
[ColumnName("Area"), LoadColumn(2)]
public float Area { get; set; }
[ColumnName("Rainfall"), LoadColumn(3)]
public float Rainfall { get; set; }
[ColumnName("Production"), LoadColumn(4)]
public float Production { get; set; }
}
}

20
Game1/Sources/ML_Joel/DataModel/Output.cs
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using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML.Data;
namespace Game1.Sources.ML_Joel
{
class Output
{
//[ColumnName("PredictedLabel")]
public float Prediction { get; set; }
public float Score { get; set; }
//[ColumnName("Score")]
// public float[] Score { get; set; }
}
}

15
Game1/Sources/ML_Joel/DataModel/OutputArea.cs
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@ -1,15 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML.Data;
namespace Game1.Sources.ML_Joel
{
class OutputArea
{
public float Prediction { get; set; }
public float Score { get; set; }
}
}

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Game1/Sources/ML_Joel/Engine.cs
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@ -1,55 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML;
namespace Game1.Sources.ML_Joel
{
static class Engine
{
private static MLContext mlContext = new MLContext(seed: 1);
private static PredictionEngine<Input, Output> PredictionEngine;
private static PredictionEngine<InputArea, OutputArea> PredictionEngineArea;
private static OutputArea modelOutput;
public static void CreateModel()
{
Model.CreateModel();
}
public static void CreateModelArea()
{
Model.CreateModelArea();
}
public static void init()
{
PredictionEngine = Model.CreateEngine();
}
public static void initArea()
{
PredictionEngineArea = Model.CreateEngineArea();
}
public static float PredictProductionwithRainfall(SoilProperties soilProperties, DayNightCycle Time)
{
InputArea modelInput = new InputArea
{
Season = Time.getTimeOfYear(),
Area = soilProperties.Area,
Rainfall = soilProperties.prevRainfall,
};
//OutputArea modelOutput = new OutputArea();
PredictionEngineArea.Predict(modelInput, ref modelOutput);
return modelOutput.Score;
}
}
}

190
Game1/Sources/ML_Joel/Model.cs
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@ -1,190 +0,0 @@
using System;
using System.Collections.Generic;
using System.IO;
using System.Reflection;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML;
using Microsoft.ML.Data;
using Microsoft.ML.Trainers.LightGbm;
namespace Game1.Sources.ML_Joel
{
class Model
{
private static MLContext mlContext = new MLContext(seed: 1);
private static string path_base = FindPath();
private static string path = System.IO.Path.Combine(path_base, "Content/ML/Rainfall.csv");
private static string modelpath = System.IO.Path.Combine(path_base, "Content/ML/MLmodel_Joel");
private static string report = System.IO.Path.Combine(path_base, "Content/ML/report_Joel");
private static string path_area = System.IO.Path.Combine(path_base, "Content/ML/Rainfall_area.csv");
private static string modelpath_area = System.IO.Path.Combine(path_base, "Content/ML/MLmodel_Joel_area");
private static string report_area = System.IO.Path.Combine(path_base, "Content/ML/report_Joel_area");
// Loading data, creatin and saving ML model for smaller dataset (100)
public static void CreateModel()
{
IDataView trainingDataView = mlContext.Data.LoadFromTextFile<Input>(
path: path,
hasHeader: true,
separatorChar: ',',
allowQuoting: true,
allowSparse: false);
var splitData = mlContext.Data.TrainTestSplit(trainingDataView, testFraction: 0.2);
trainingDataView = splitData.TrainSet;
IDataView testDataView = splitData.TestSet;
Input sample = mlContext.Data.CreateEnumerable<Input>(trainingDataView, false).ElementAt(0);
ITransformer MLModel = BuildAndTrain(mlContext, trainingDataView, testDataView, sample, report);
SaveModel(mlContext, MLModel, modelpath, trainingDataView.Schema);
}
// Building and training ML model
public static ITransformer BuildAndTrain(MLContext mLContext, IDataView trainingDataView, IDataView testDataView, Input sample, string reportPath)
{
var options = new LightGbmRegressionTrainer.Options
{
MaximumBinCountPerFeature = 40,
LearningRate = 0.00020,
NumberOfIterations = 20000,
NumberOfLeaves = 55,
LabelColumnName = "Production",
FeatureColumnName = "Features",
Booster = new DartBooster.Options()
{
MaximumTreeDepth = 10
}
};
var pipeline = mlContext.Transforms
.Text.FeaturizeText("SeasonF", "Season")
.Append(mlContext.Transforms.Text.FeaturizeText("CropF", "Crop"))
.Append(mlContext.Transforms.Concatenate("Features", "SeasonF", "CropF", "Rainfall"))
.AppendCacheCheckpoint(mLContext)
.Append(mLContext.Regression.Trainers.LightGbm(options));
ITransformer MLModel = pipeline.Fit(trainingDataView);
var testEval = MLModel.Transform(testDataView);
Evaluate(mlContext, testEval, pipeline, 10, reportPath, "Production");
return MLModel;
}
public static void CreateModelArea()
{
IDataView trainingDataView = mlContext.Data.LoadFromTextFile<InputArea>(
path: path_area,
hasHeader: true,
separatorChar: ',',
allowQuoting: true,
allowSparse: false);
var splitData = mlContext.Data.TrainTestSplit(trainingDataView, testFraction: 0.2);
trainingDataView = splitData.TrainSet;
IDataView testDataView = splitData.TestSet;
ITransformer MLModel = BuildAndTrainArea(mlContext, trainingDataView, testDataView, report_area);
SaveModel(mlContext, MLModel, modelpath_area, trainingDataView.Schema);
}
// Building and training ML model
public static ITransformer BuildAndTrainArea(MLContext mLContext, IDataView trainingDataView, IDataView testDataView, string reportPath)
{
var options = new LightGbmRegressionTrainer.Options
{
MaximumBinCountPerFeature = 40,
LearningRate = 0.00020,
NumberOfIterations = 20000,
NumberOfLeaves = 55,
LabelColumnName = "Production",
FeatureColumnName = "Features",
Booster = new DartBooster.Options()
{
MaximumTreeDepth = 10
}
};
var pipeline = mlContext.Transforms
.Text.FeaturizeText("SeasonF", "Season")
.Append(mlContext.Transforms.Text.FeaturizeText("CropF", "Crop"))
.Append(mlContext.Transforms.Concatenate("Features", "SeasonF", "CropF", "Area", "Rainfall"))
.AppendCacheCheckpoint(mLContext)
.Append(mLContext.Regression.Trainers.LightGbm(options));
ITransformer MLModel = pipeline.Fit(trainingDataView);
var testEval = MLModel.Transform(testDataView);
Evaluate(mlContext, testEval, pipeline, 10, reportPath, "Production");
return MLModel;
}
public static ITransformer TrainModel(MLContext mlContext, IDataView trainingDataView, IEstimator<ITransformer> trainingPipeline)
{
ITransformer model = trainingPipeline.Fit(trainingDataView);
return model;
}
// Evaluate and save results to a text file
public static void Evaluate(MLContext mlContext, IDataView trainingDataView, IEstimator<ITransformer> trainingPipeline, int folds, string reportPath, string labelColumnName)
{
var eval = mlContext.Regression.Evaluate(trainingDataView, labelColumnName: labelColumnName);
var report = File.CreateText(reportPath);
report.Write("Mean Absolute Error: " + eval.MeanAbsoluteError + '\n' + "R Squared: " + eval.RSquared, 0, 0);
report.Flush();
report.Close();
}
public static void SaveModel(MLContext mlContext, ITransformer Model, string modelPath, DataViewSchema modelInputSchema)
{
mlContext.Model.Save(Model, modelInputSchema, modelPath);
}
public static ITransformer LoadModel()
{
return mlContext.Model.Load(modelpath, out DataViewSchema inputSchema);
}
public static PredictionEngine<Input, Output> CreateEngine()
{
ITransformer mlModel = LoadModel();
return mlContext.Model.CreatePredictionEngine<Input, Output>(mlModel);
}
public static ITransformer LoadModelArea()
{
return mlContext.Model.Load(modelpath_area, out DataViewSchema inputSchema);
}
public static PredictionEngine<InputArea, OutputArea> CreateEngineArea()
{
ITransformer mlModel = LoadModelArea();
return mlContext.Model.CreatePredictionEngine<InputArea, OutputArea>(mlModel);
}
private static string FindPath()
{
string path = System.IO.Path.GetDirectoryName(Assembly.GetExecutingAssembly().Location).ToString();
while(true)
{
path = Directory.GetParent(path).ToString();
if (path.EndsWith("\\Game1"))
{
return path;
}
}
}
}
}

162
Game1/Sources/Objects/DayNightCycle.cs
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using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.Xna.Framework;
class DayNightCycle
{
private bool Time = true;
private bool Day = true;
private int nightTime = 0;
private int dayTime = 0;
private int lengthOfDay = 20000;
private int lengthOfNight = 20000;
private int Days = 1;
private int DaysOfYear = 0;
private int speed = 1;
private bool nextDay = true;
public void updateTime(int Speed)
{
speed = Speed;
Time = false;
for (int i = 0; i < Speed; i++)
{
if (Day)
{
dayTime++;
if (dayTime == lengthOfDay)
{
Time = false;
Day = false;
dayTime = 0;
}
}
else
{
nightTime++;
if (nightTime == lengthOfNight)
{
Time = true;
Day = true;
nightTime = 0;
Days++;
DaysOfYear++;
}
}
if (DaysOfYear == 48)
{
DaysOfYear = 0;
}
}
}
//Season:
//0 - Whole Year
//1 - Spring
//2 - Summer
//3 - Autumn
//4 - Winter
public string getTimeOfYear()
{
if (DaysOfYear < 12)
return "Spring";
else if (DaysOfYear < 24)
return "Summer";
else if (DaysOfYear < 36)
return "Autumn";
else
return "Winter";
}
public Color GetTimeOfDay()
{
int blue, red, brightness, green, potatorate = 255;
if (nightTime == 0 && dayTime == 0)
{
red = 1;
blue = 1;
green = 1;
brightness = 1;
}
else
{
if ((float)dayTime / lengthOfDay < 0.5)
{
blue = (int)(((float)nightTime / lengthOfNight) * potatorate) + (int)((1.0f - (float)dayTime / lengthOfDay) * potatorate);
}
else
{
blue = (int)(((float)nightTime / lengthOfNight) * potatorate) + (int)(((float)dayTime / lengthOfDay) * potatorate);
}
if ((float)nightTime / lengthOfNight < 0.5)
{
red = (int)((1.0 - (float)nightTime / lengthOfNight) * potatorate) + (int)(((float)dayTime / lengthOfDay) * potatorate);
}
else
{
red = (int)(((float)nightTime / lengthOfNight) * potatorate) + (int)(((float)dayTime / lengthOfDay) * potatorate);
}
if ((float)nightTime / lengthOfNight < 0.5)
{
green = (int)((1.0 - (float)nightTime / lengthOfNight) * potatorate) + (int)(((float)dayTime / lengthOfDay) * potatorate);
}
else
{
green = (int)(((float)nightTime / lengthOfNight) * potatorate) + (int)(((float)dayTime / lengthOfDay) * potatorate);
}
if (Time)
{
brightness = 255;
}
else
{
if ((float)nightTime / lengthOfNight < 0.5)
{
brightness = (int)((1.0 - (float)nightTime / lengthOfNight) * 255) + (int)(((float)dayTime / lengthOfDay) * 255);
}
else
{
brightness = (int)(((float)nightTime / lengthOfNight) * 255) + (int)(((float)dayTime / lengthOfDay) * 255);
}
}
}
return Color.FromNonPremultiplied(red, green, blue, 255);
}
public bool nDay()
{
if (Time)
return true;
else
return false;
}
public int GetTimeOfDayInt()
{
if (Day)
{
return (int)(100 * ((float)(dayTime + nightTime) / (lengthOfDay + lengthOfNight))) + 1;
}
else
{
return (int)(100 * ((float)(lengthOfDay + nightTime) / (lengthOfDay + lengthOfNight))) + 1;
}
}
public int getDays()
{
return Days;
}
}

15
Game1/Sources/Objects/Fertilizer.cs
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@ -1,15 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class Fertilizer
{
public int ID { get; set; }
public string Name { get; set; }
public float Nitrogen { get; set; }
public float Phosphorus { get; set; }
public float Potassium { get; set; }
}

181
Game1/Sources/Objects/FertilizerHolder.cs
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@ -1,181 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class FertilizerHolder
{
private Fertilizer[] FertilizerType = new Fertilizer[8];
public void init()
{
/*
FertilizerType[0] = new Fertilizer
{
ID = 999,
Name = "None",
Nitrogen = 0.0f / 2,
Phosphorus = 0 * 0.436f / 2,
Potassium = 0 * 0.83f / 2
};
FertilizerType[1] = new Fertilizer
{
ID = 0,
Name = "10-26-26",
Nitrogen = 10.0f / 2,
Phosphorus = 26 * 0.436f / 2,
Potassium = 26 * 0.83f / 2
};
FertilizerType[2] = new Fertilizer
{
ID = 1,
Name = "14-35-14",
Nitrogen = 14.0f / 2,
Phosphorus = 35 * 0.436f / 2,
Potassium = 14 * 0.83f / 2
};
FertilizerType[3] = new Fertilizer
{
ID = 2,
Name = "17-17-17",
Nitrogen = 17.0f / 2,
Phosphorus = 17 * 0.436f / 2,
Potassium = 17 * 0.83f / 2
};
FertilizerType[4] = new Fertilizer
{
ID = 3,
Name = "20-20",
Nitrogen = 20.0f / 2,
Phosphorus = 20 * 0.436f / 2,
Potassium = 0 * 0.83f / 2
};
FertilizerType[5] = new Fertilizer
{
ID = 4,
Name = "28-28",
Nitrogen = 28.0f / 2,
Phosphorus = 28 * 0.436f / 2,
Potassium = 0 * 0.83f / 2
};
FertilizerType[6] = new Fertilizer
{
ID = 5,
Name = "DAP",
Nitrogen = 18.0f / 2,
Phosphorus = 46 * 0.436f / 2,
Potassium = 0 * 0.83f / 2
};
FertilizerType[7] = new Fertilizer
{
ID = 6,
Name = "Urea",
Nitrogen = 46.0f / 2,
Phosphorus = 0 * 0.436f / 2,
Potassium = 0 * 0.83f / 2
};
}
*/
FertilizerType[0] = new Fertilizer
{
ID = 999,
Name = "None",
Nitrogen = 0.0f / 2,
Phosphorus = 0 * 0.436f / 2,
Potassium = 0 * 0.83f / 2
};
FertilizerType[1] = new Fertilizer
{
ID = 0,
Name = "10-26-26",
Nitrogen = 17.21f / 2,
Phosphorus = 12.14f / 2,
Potassium = 0.64f / 2
};
FertilizerType[2] = new Fertilizer
{
ID = 1,
Name = "14-35-14",
Nitrogen = 16.89f / 2,
Phosphorus = 6.21f / 2,
Potassium = 5.21f / 2
};
FertilizerType[3] = new Fertilizer
{
ID = 2,
Name = "17-17-17",
Nitrogen = 14.92f / 2,
Phosphorus = 14.42f / 2,
Potassium = 3.0f / 2
};
FertilizerType[4] = new Fertilizer
{
ID = 3,
Name = "20-20",
Nitrogen = 15.39f / 2,
Phosphorus = 15.21f / 2,
Potassium = 9.5f / 2
};
FertilizerType[5] = new Fertilizer
{
ID = 4,
Name = "28-28",
Nitrogen = 9.67f / 2,
Phosphorus = 10.47f / 2,
Potassium = 9.5f / 2
};
FertilizerType[6] = new Fertilizer
{
ID = 5,
Name = "DAP",
Nitrogen = 14.52f / 2,
Phosphorus = 1.77f / 2,
Potassium = 9.5f / 2
};
FertilizerType[7] = new Fertilizer
{
ID = 6,
Name = "Urea",
Nitrogen = 1.81f / 2,
Phosphorus = 21.0f / 2,
Potassium = 9.5f / 2
};
}
public int GetFertilizerID(string name)
{
foreach (Fertilizer fertilizer in FertilizerType)
{
if (fertilizer.Name == name)
return fertilizer.ID;
}
return 0;
}
public Fertilizer GetFertilizer(string name)
{
foreach (Fertilizer fertilizer in FertilizerType)
{
if (fertilizer.Name == name)
return fertilizer;
}
return FertilizerType[0];
}
}

136
Game1/Sources/Objects/HandleRotation.cs
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@ -1,136 +0,0 @@
using Microsoft.Xna.Framework;
using System;
class HandleRotation
{
int rotationSpeed = 5, Rotation = 180;
private float oldSpeed, movementSpeed;
private Vector2 oldTile, oldPosition, oldMovementSpeed;
private Vector2 Direction;
public Vector2 UpdatePosition(int Destination, float tractorSpeed, Vector2 Position, Crops crops, Vector2 oldDeltaPosition, Vector2 Target)
{
if (oldSpeed != crops.getSpeedFactor(tractorSpeed))
{
Position = new Vector2((int)Math.Round(Position.X), (int)Math.Round(Position.Y));
}
if (Destination == 0) // down
{
if (Rotation == 0)
{
Direction = new Vector2(0, 1) * movementSpeed;
Position = Position + Direction;
}
else
{
if (Rotation > 180)
{
if (Rotation >= 360)
{
Rotation = 0;
}
Rotation = Rotation + rotationSpeed;
}
else if (Rotation <= 180 && Rotation > 0)
{
Rotation = Rotation - rotationSpeed;
}
}
}
else if (Destination == 1) // up
{
if (Rotation == 180)
{
Direction = new Vector2(0, -1) * movementSpeed;
Position = Position + Direction;
}
else
{
if (Rotation >= 0 && Rotation < 180)
{
Rotation = Rotation + rotationSpeed;
}
else if (Rotation < 360 && Rotation > 180)
{
Rotation = Rotation - rotationSpeed;
}
}
}
else if (Destination == 2) // right
{
if (Rotation == 270)
{
Direction = new Vector2(1, 0) * movementSpeed;
Position = Position + Direction;
}
else
{
if (Rotation > 90 && Rotation < 270)
{
Rotation = Rotation + rotationSpeed;
}
else if (Rotation < 90 || Rotation < 360)
{
if (Rotation <= 0)
{
Rotation = 360;
}
Rotation = Rotation - rotationSpeed;
}
}
}
else if (Destination == 3) // left
{
if (Rotation == 90)
{
Direction = new Vector2(-1, 0) * movementSpeed;
Position = Position + Direction;
}
else
{
if (Rotation < 270 && Rotation > 90)
{
Rotation = Rotation - rotationSpeed;
}
else if (Rotation >= 0 || Rotation > 270)
{
if (Rotation >= 360)
{
Rotation = 0;
}
Rotation = Rotation + rotationSpeed;
}
}
}
oldSpeed = crops.getSpeedFactor(tractorSpeed);
if (oldDeltaPosition.X < 1 && oldDeltaPosition.X > -1 && oldDeltaPosition.Y < 1 && oldDeltaPosition.Y > -1)
{
Position = Target;
}
oldMovementSpeed = Direction;
return Position;
}
public int getRotation()
{
return Rotation;
}
public bool checkTile(Vector2 Position, int tileSize, int Spacing, float tractorSpeed, Crops crop)
{
Vector2 newTile = new Vector2((float)Math.Round(Position.X / (tileSize + Spacing)), (float)Math.Round(Position.Y / (tileSize + Spacing)));
if (oldTile != newTile)
{
oldTile = newTile;
movementSpeed = crop.getSpeedFactor(tractorSpeed);
return true;
}
else
{
return false;
}
}
}

56
Game1/Sources/Objects/House.cs
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using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.Xna.Framework;
class House
{
private Rectangle housePos;
private Vector2 pos;
private Random r = new Random();
//initializes the house
public void init(int tileSize, int Spacing)
{
int x = r.Next(0, 8);
int y = r.Next(0, 8);
pos = new Vector2(x, y);
housePos = new Rectangle(x * (tileSize + Spacing), y * (tileSize + Spacing), tileSize, tileSize);
}
//Moves the house if it is currently out of matrix.
public void updateRectangle(Vector2 Size, int tileSize, int Spacing)
{
if (pos.X + 1 > Size.X)
{
pos = new Vector2(pos.X - 1, pos.Y);
}
if (pos.Y + 1 > Size.Y)
{
pos = new Vector2(pos.X, pos.Y - 1);
}
housePos = new Rectangle((int)pos.X * (tileSize + Spacing), (int)pos.Y * (tileSize + Spacing), tileSize, tileSize);
}
//Returns house Rectangle
public Rectangle GetRectangle()
{
return housePos;
}
public void setRectangle(int x, int y, int tileSize, int Spacing)
{
pos = new Vector2(x, y);
housePos = new Rectangle(x * (tileSize + Spacing), y * (tileSize + Spacing), tileSize, tileSize);
}
public Vector2 getVector()
{
return new Vector2(housePos.X, housePos.Y);
}
}

117
Game1/Sources/Objects/InventorySystem/Cargo.cs
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using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class Cargo
{
private Items[,] items = new Items[2, 281];
private int[] Count = new int[2];
// Creation of the house stock
public void initStorageItems()
{
// Name, Weight, Index
// Fertilizer Storage
items[0, 0] = new Items("10-26-26", 1, 0);
items[0, 1] = new Items("14-35-14", 1, 1);
items[0, 2] = new Items("17-17-17", 1, 2);
items[0, 3] = new Items("20-20", 1, 3);
items[0, 4] = new Items("28-28", 1, 4);
items[0, 5] = new Items("DAP", 1, 5);
items[0, 6] = new Items("Urea", 1, 6);
//Crop Seed Storage
items[1, 0] = new Items("Barley", 2, 0);
items[1, 1] = new Items("Cotton", 1, 1);
items[1, 2] = new Items("Ground Nuts", 5, 2);
items[1, 3] = new Items("Maize", 3, 3);
items[1, 4] = new Items("Millets", 4, 4);
items[1, 5] = new Items("Oil Seeds", 4, 5);
items[1, 6] = new Items("Paddy", 5, 6);
items[1, 7] = new Items("Pulses", 5, 7);
items[1, 8] = new Items("Sugarcane", 3, 8);
items[1, 9] = new Items("Tobacco", 2, 9);
items[1, 10] = new Items("Wheat", 2, 10);
}
public void addItem(Items item, int Type)
{
items[Type, Count[Type]] = item;
Count[Type]++;
}
public Items getItemByIndex(int i, int Type)
{
return items[Type, i];
}
public bool itemExists(int Index, int type)
{
if (Count[type] == 0)
{
return false;
}
int i = 0;
do
{
if (items[type, i].getIndex() == Index)
{
return true;
}
i++;
} while (items[type, i] != null && Count[type] > i);
return false;
}
public void removeItem(int Index, int type)
{
int i = 0;
if (itemExists(Index, type))
{
do
{
if (items[type, i].getIndex() == Index)
{
sortBackInPlace(i, type);
break;
}
i++;
} while (items[type, i] != null && Count[type] > i);
}
}
public void sortBackInPlace(int i, int type)
{
do
{
items[type, i] = items[type, i + 1];
i++;
} while (items[type, i] != null && Count[type] > i);
items[type, i] = null;
Count[type]--;
}
public int getCount(int Index, int Type)
{
int Count = 0;
int i = 0;
if (items[Type, 0] != null)
{
do
{
if (items[Type, i].getIndex() == Index)
{
Count++;
}
i++;
} while (items[Type, i] != null);
}
return Count;
}
}

223
Game1/Sources/Objects/InventorySystem/Inventory.cs
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@ -1,223 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Graphics;
using Microsoft.Xna.Framework.Input;
class Inventory
{
private int Weight = 0;
private int maxWeight = 280;
private int[] totalHarvested = new int[11];
private int[] totalFertilizerUsed = new int[8];
private Cargo cargo = new Cargo();
private Cargo itemStorage = new Cargo();
private int Refills = 0;
// Item list by index:
// ---------------------------------------
// (0) Fertilizers
// 1: 10-26-26
// 2: 14-35-14
// 3: 17-17-17
// 4: 20-20
// 5: 28-28
// 6: DAP
// 7: Urea
// (1) Crops:
// 1: Barley
// 2: Cotton
// 3: Ground Nuts
// 4: Maize
// 5: Millets
// 6: Oil Seeds
// 7: Paddy
// 8: Pulses
// 9: Sugarcane
// 10: Tobacco
// 11: Wheat
//
// Number - 1 to get the index in the array
// Adds all the items to the houses inventory for pickup at the houses position
public void initInventorySystem()
{
itemStorage.initStorageItems();
}
public int getWeight()
{
return Weight;
}
// Adds item to the tractor.
// 0 = Fertilizer
// 1 = Crops
public bool addItem(int newItemIndex, int Type)
{
Items newItem;
if (Type == 1)
{
totalHarvested[newItemIndex]++;
}
newItem = itemStorage.getItemByIndex(newItemIndex, Type);
if (maxWeight >= Weight + newItem.getWeight())
{
cargo.addItem(newItem, Type);
Weight = Weight + newItem.getWeight();
return true;
}
else
{
return false;
}
}
// Uses an item from the tractor.
// 0 = Fertilizer
// 1 = Crops
public bool useItem(int Index, int Type, bool isClearing)
{
if (cargo.itemExists(Index, Type))
{
if (Type == 0 && !isClearing)
{
totalFertilizerUsed[Index]++;
}
removeItem(Index, Type);
return true;
}
return false;
}
public int getMaxWeight()
{
return maxWeight;
}
// Checks whether or not the tractor has the item in its inventory.
// 0 = Fertilizer
// 1 = Crops
public bool itemExists(int Index, int Type)
{
return cargo.itemExists(Index, Type);
}
public void removeItem(int Index, int Type)
{
Weight = Weight - itemStorage.getItemByIndex(Index, Type).getWeight();
cargo.removeItem(Index, Type);
}
public Cargo getPredefinedItems()
{
return itemStorage;
}
public void clearInventory()
{
for (int i = 0; i <= 6; i++)
while (useItem(i, 0, true)) ;
for (int i = 0; i <= 10; i++)
while (useItem(i, 1, true)) ;
}
public void fillWithFertilizer()
{
Refills++;
int fert_amount = 7;
float weightPerFertilizer = maxWeight / fert_amount;
float min = weightPerFertilizer / 10;
float max = (2 * weightPerFertilizer) - min;
float expectedUse = Refills * weightPerFertilizer;
double[] useFactor = new double[fert_amount];
for (int i = 0; i < fert_amount; i++)
{
if (Refills <= 1)
useFactor[i] = weightPerFertilizer;
else
if (totalFertilizerUsed[i] / expectedUse + 0.85f > 1.0f)
useFactor[i] = Math.Round(Math.Pow((totalFertilizerUsed[i] / expectedUse) + 0.50f, 0.6f + Math.Min(Refills / 6.0f, 1.0f)) * weightPerFertilizer);
else
useFactor[i] = Math.Round(Math.Pow((totalFertilizerUsed[i] / expectedUse) + 0.50f, 1.0f + Math.Min(Refills / 6.0f, 1.8f)) * weightPerFertilizer);
if (useFactor[i] < min)
useFactor[i] = min;
else if (useFactor[i] > max)
useFactor[i] = max;
}
int j = 0;
bool change = false;
while (getWeight() < getMaxWeight() - fert_amount)
{
if (useFactor[j] > 0)
{
addItem(j, 0);
useFactor[j]--;
change = true;
}
j++;
if (j >= fert_amount)
{
if (!change)
break;
else
{
j = 0;
change = false;
}
}
}
int m = 0;
while (getWeight() < getMaxWeight()- fert_amount)
{
if (m > 6)
m = 0;
addItem(m, 0);
m++;
}
}
public bool isMissingFertilizer()
{
for (int i = 0; i <= 6; i++)
{
if (!itemExists(i, 0))
return true;
}
return false;
}
public void printItems(Input input, SpriteBatch spriteBatch, SpriteFont Bold)
{
spriteBatch.DrawString(Bold, "Crops: ", new Vector2(470, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.DarkRed);
spriteBatch.DrawString(Bold, "Harvested:", new Vector2(600, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.DarkRed);
for (int i = 0; i < 11; i++) //Print Crops
{
spriteBatch.DrawString(Bold, cargo.getCount(i, 1) + " " + itemStorage.getItemByIndex(i, 1).getItemType(), new Vector2(470, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 20 * i + 22), Color.Teal);
spriteBatch.DrawString(Bold, totalHarvested[i].ToString(), new Vector2(620, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 20 * i + 22), Color.Teal);
}
spriteBatch.DrawString(Bold, "Fertilizers: ", new Vector2(700, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.DarkRed);
spriteBatch.DrawString(Bold, "Used ", new Vector2(830, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 2), Color.DarkRed);
for (int i = 0; i < 7; i++) //Print Fertilizers
{
spriteBatch.DrawString(Bold, cargo.getCount(i, 0) + " " + itemStorage.getItemByIndex(i, 0).getItemType(), new Vector2(700, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 20 * i + 22), Color.Teal);
spriteBatch.DrawString(Bold, totalFertilizerUsed[i].ToString(), new Vector2(835, input.getSize().Y * (input.getTileSize() + input.getSpacing()) + 20 * i + 22), Color.Teal);
}
}
}

42
Game1/Sources/Objects/InventorySystem/Items.cs
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@ -1,42 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class Items
{
private String itemType;
private int Weight;
private int Index;
public Items(String newItemType, int newWeight, int newIndex)
{
itemType = newItemType;
Weight = newWeight;
Index = newIndex;
}
public void setItem(Items newItem)
{
itemType = newItem.itemType;
Weight = newItem.Weight;
}
public String getItemType()
{
return itemType;
}
public int getWeight()
{
return Weight;
}
public int getIndex()
{
return Index;
}
}

186
Game1/Sources/Objects/Tractor.cs
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@ -1,186 +0,0 @@
using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Graphics;
using System;
class Tractor
{
private int Spacing, sizeTile, Speed = 1;
private float tractorSpeed = 1;
private Vector2 Position, TargetPosition, Size, housePos, DeltaPosition;
private Path path = new Path();
private SmartTractor smartTractor = new SmartTractor();
private HandleRotation handleRotation = new HandleRotation();
private int j;
public void updateSizing(Input input, int Status, Vector2 newHousePos, DayNightCycle Time)
{
Spacing = input.getSpacing();
sizeTile = input.getTileSize();
Size = input.getSize();
updatePosition(input.getSize(), Status);
housePos = newHousePos;
smartTractor.UpdateCrops(Speed, Time);
}
public void init(Rectangle house, Input input)
{
sizeTile = input.getTileSize();
Spacing = input.getSpacing();
Position = housePos;
TargetPosition = new Vector2(house.X, house.Y);
smartTractor.init(new Vector2(house.X, house.Y));
}
// Runs when the tractor reaches a tile
private void updateDirection(Vector2 Size, Vector2 newPosition)
{
DeltaPosition = TargetPosition - Position;
handleRotation.checkTile(Position, sizeTile, Spacing, tractorSpeed, smartTractor.getFarm().getCrop((int)Math.Round(Position.X / (sizeTile + Spacing)), (int)Math.Round(Position.Y / (sizeTile + Spacing))));
if (DeltaPosition.X == 0)
{
if (DeltaPosition.Y == 0)
{
calculateNewPath(newPosition);
}
else if (DeltaPosition.Y > 0)
{
Position = handleRotation.UpdatePosition(0, tractorSpeed, Position, smartTractor.getFarm().getCrop((int)Math.Round(Position.X / (sizeTile + Spacing)), (int)Math.Round(Position.Y / (sizeTile + Spacing))), DeltaPosition, TargetPosition);
}
else if (DeltaPosition.Y < 0)
{
Position = handleRotation.UpdatePosition(1, tractorSpeed, Position, smartTractor.getFarm().getCrop((int)Math.Round(Position.X / (sizeTile + Spacing)), (int)Math.Round(Position.Y / (sizeTile + Spacing))), DeltaPosition, TargetPosition);
}
}
else if (DeltaPosition.X > 0)
{
Position = handleRotation.UpdatePosition(2, tractorSpeed, Position, smartTractor.getFarm().getCrop((int)Math.Round(Position.X / (sizeTile + Spacing)), (int)Math.Round(Position.Y / (sizeTile + Spacing))), DeltaPosition, TargetPosition);
}
else if (DeltaPosition.X < 0)
{
Position = handleRotation.UpdatePosition(3, tractorSpeed, Position, smartTractor.getFarm().getCrop((int)Math.Round(Position.X / (sizeTile + Spacing)), (int)Math.Round(Position.Y / (sizeTile + Spacing))), DeltaPosition, TargetPosition);
}
}
public void updatePosition(Vector2 Size, int Status) // updates the position
{
//farm.updateSize(Size, sizeTile, Spacing);
for (int i = 0; i < Speed; i++)
{
updateDirection(Size, Position);
/*
if (!smartTractor.getWaitTwoFrames())
{
updateDirection(Size, Position);
j = WaitFrame;
}
else if (j != 0)
{
j--;
}
else
{
smartTractor.setWaitTwoFrames(false);
}*/
}
}
public void calculateNewPath(Vector2 newPosition)
{
if (path.getCount() == 0)
{
if (Position.X / (sizeTile + Spacing) > Size.X)
{
Position.X = (Size.X - 1) * (sizeTile + Spacing);
}
else if (Position.Y / (sizeTile + Spacing) > Size.Y)
{
Position.Y = (Size.Y - 1) * (sizeTile + Spacing);
}
smartTractor.updateMap(Position, housePos, Size, sizeTile, Spacing, handleRotation.getRotation());
path = smartTractor.returnChoice();
TargetPosition = path.Reduce().getCords() * (sizeTile + Spacing);
updateDirection(Size, newPosition);
}
else
{
TargetPosition = path.Reduce().getCords() * (sizeTile + Spacing);
updateDirection(Size, newPosition);
}
}
public void setSpeed(int newSpeed)
{
Speed = newSpeed;
}
public void setTractorSpeed(tractorPositionCorrector corrector)
{
tractorSpeed = corrector.getTractorSpeed();
Position = corrector.getPosition();
}
public void setPos(Vector2 newPos)
{
Position = newPos;
}
public void setNewHousePos(Vector2 pos, bool newState)
{
smartTractor.setNewHousePos(pos, newState);
}
public float getRotation()
{
return MathHelper.ToRadians(handleRotation.getRotation());
}
public Farm getFarm()
{
return smartTractor.getFarm();
}
public Vector2 getPos()
{
return Position;
}
public int getSpeed()
{
return Speed;
}
public float getTractorSpeed()
{
return tractorSpeed;
}
public Vector2 getTargetPosition()
{
return TargetPosition;
}
public Path getPath()
{
return path;
}
public void drawInventory(Input input, SpriteBatch spriteBatch, SpriteFont Bold, Cargo itemStorageDefined)
{
smartTractor.drawInventory(input, spriteBatch, Bold, itemStorageDefined);
}
public Inventory getInventory()
{
return smartTractor.getInventory();
}
}

36
Game1/Sources/Objects/tractorPositionCorrector.cs
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@ -1,36 +0,0 @@
using Microsoft.Xna.Framework;
using Microsoft.Xna.Framework.Graphics;
using Microsoft.Xna.Framework.Input;
class tractorPositionCorrector
{
Vector2 mPosition;
float mTractorSpeed;
public tractorPositionCorrector(Vector2 position, float TractorSpeed)
{
mPosition = position;
mTractorSpeed = TractorSpeed;
}
public Vector2 getPosition()
{
return mPosition;
}
public float getTractorSpeed()
{
return mTractorSpeed;
}
public void setPosition(float x, float y)
{
mPosition = new Vector2(x,y);
}
public void setTractorSpeed(float newSpeed)
{
mTractorSpeed = newSpeed;
}
}

233
Game1/Sources/Pathing/A-Star/Astar.cs
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@ -1,233 +0,0 @@
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.Xna.Framework;
using C5;
using System.Diagnostics;
class Astar
{
private Vector2 tractorPos;
private Vector2 housePos;
private static Crops[,] crops;
private Vector2 Size;
private Vector2 targetPos;
private int Rotation;
public void update(Crops[,] newCrops, Vector2 newSize, Vector2 newTractorPos, Vector2 newHousePos, int rotation)
{
tractorPos = new Vector2((int)newTractorPos.X, (int)newTractorPos.Y);
housePos = new Vector2((int)newHousePos.X, (int)newHousePos.Y);
crops = newCrops;
Size = newSize;
Rotation = rotation;
}
public void update(Crops[,] newCrops, Vector2 newSize, Vector2 newTractorPos, Vector2 newHousePos, Vector2 newTargetPos, int rotation)
{
tractorPos = new Vector2((int)newTractorPos.X, (int)newTractorPos.Y);
housePos = new Vector2((int)newHousePos.X, (int)newHousePos.Y);
crops = newCrops;
Size = newSize;
Rotation = rotation;
targetPos = newTargetPos;
}
// Get all adjacent nodes
public List<Nodes> GetAdjacentNodes(Vector2 currentPos)
{
var adjacentNodes = new List<Nodes>()
{
new Nodes(new Vector2(currentPos.X, currentPos.Y - 1), 0),
new Nodes(new Vector2(currentPos.X + 1, currentPos.Y), 1),
new Nodes(new Vector2(currentPos.X, currentPos.Y + 1), 2),
new Nodes(new Vector2(currentPos.X - 1, currentPos.Y), -1),
};
//check if out of range
for (int i = 3; i >= 0; i--)
{
if (adjacentNodes[i].getCords().X < 0 || adjacentNodes[i].getCords().Y < 0)
adjacentNodes.Remove(adjacentNodes[i]);
else
{
if (adjacentNodes[i].getCords().X > Size.X - 1 || adjacentNodes[i].getCords().Y > Size.Y - 1)
adjacentNodes.Remove(adjacentNodes[i]);
}
}
// return if not an obstacle
return adjacentNodes.Where(
item => (crops[(int)item.getCords().X, (int)item.getCords().Y].getStatus()) != 0).ToList();
}
// Heuristic function, Manhattan method.
public int ComputeHScore(Vector2 currentNode, Vector2 endNote)
{
return (int)(Math.Abs(endNote.X - currentNode.X) + Math.Abs(endNote.Y - currentNode.Y));
}
// Rotation Cost
public int CalculateRotationCost(int currDir, int newDir)
{
if (currDir == newDir)
return 0;
else if (Math.Abs(currDir - newDir) == 1 || Math.Abs(currDir - newDir) == 3)
return 3;
else if (Math.Abs(currDir - newDir) == 0 || Math.Abs(currDir - newDir) == 2)
return 9;
return 0;
}
// Convert rotation used by sprite, to get direction of first node in next path
public int ConvertRotation()
{
int rotation = 0;
if (Rotation > 135 && Rotation < 225)
rotation = 0;
else if (Rotation > 225 && Rotation < 315)
rotation = 1;
else if (Rotation > 315 && Rotation < 45)
rotation = 2;
else if (Rotation > 45 && Rotation < 135)
rotation = -1;
return rotation;
}
// Main function of A* algorithm
public Path FindPath(bool flipArray)
{
int g = 0;
int direction = ConvertRotation();
Path path = new Path();
MinHeap openList = new MinHeap();
MinHeap closedList = new MinHeap();
Nodes target = new Nodes(targetPos);
Nodes startPos = new Nodes(tractorPos, direction);
Nodes current = null;
openList.Insert(startPos);
while (openList.GetSize() > 0)
{
current = openList.getMin();
closedList.Insert(current);
openList.removeMin();
direction = current.getDirection();
if (current.getCords() == target.getCords())
break;
var adjacentNodes = GetAdjacentNodes(current.getCords());
foreach (var adjacentNode in adjacentNodes)
{
if (closedList.Exists(adjacentNode.getCords())) // check if adjacent node is on closed list, if it is, skip it
continue;
g = current.getG() + crops[(int)adjacentNode.getCords().X, (int)adjacentNode.getCords().Y].getCostOnMovement() + CalculateRotationCost(direction, adjacentNode.getDirection()); // calculate g - cost from start point
if (!(openList.Exists(adjacentNode.getCords()))) // if adjacent node is not on open list, add it
{
adjacentNode.setG(g);
adjacentNode.setH(ComputeHScore(adjacentNode.getCords(), target.getCords()));
adjacentNode.calculateF();
adjacentNode.setParent(current);
openList.Insert(adjacentNode);
}
else
{
if (g + adjacentNode.getH() < adjacentNode.getF()) // check if adjacent node is a better path than the current one
{
adjacentNode.setG(g);
adjacentNode.calculateF();
adjacentNode.setParent(current);
}
}
}
}
// backtrack to create path
while (current != null)
{
path.AddNode(current);
current = current.getParent();
}
if (flipArray)
path = path.FlipArray();
openList.deleteHeap();
closedList.deleteHeap();
return path;
}
public bool isReachable(Crops[,] crops, Vector2 targetPos, Vector2 start)
{
Rotation = 0;
int g = 0;
int direction = ConvertRotation();
Path path = new Path();
MinHeap openList = new MinHeap();
MinHeap closedList = new MinHeap();
Nodes target = new Nodes(targetPos);
Nodes startPos = new Nodes(tractorPos, direction);
Nodes current = null;
openList.Insert(startPos);
while (openList.GetSize() > 0)
{
current = openList.getMin();
closedList.Insert(current);
openList.removeMin();
direction = current.getDirection();
if (current.getCords() == target.getCords())
break;
var adjacentNodes = GetAdjacentNodes(current.getCords());
foreach (var adjacentNode in adjacentNodes)
{
if (closedList.Exists(adjacentNode.getCords())) // check if adjacent node is on closed list, if it is, skip it
continue;
g = current.getG() + crops[(int)adjacentNode.getCords().X, (int)adjacentNode.getCords().Y].getCostOnMovement() + CalculateRotationCost(direction, adjacentNode.getDirection()); // calculate g - cost from start point
if (!(openList.Exists(adjacentNode.getCords()))) // if adjacent node is not on open list, add it
{
adjacentNode.setG(g);
adjacentNode.setH(ComputeHScore(adjacentNode.getCords(), target.getCords()));
adjacentNode.calculateF();
adjacentNode.setParent(current);
openList.Insert(adjacentNode);
}
else
{
if (g + adjacentNode.getH() < adjacentNode.getF()) // check if adjacent node is a better path than the current one
{
adjacentNode.setG(g);
adjacentNode.calculateF();
adjacentNode.setParent(current);
}
}
}
}
while (current != null)
{
path.AddNode(current);
current = current.getParent();
}
openList.deleteHeap();
closedList.deleteHeap();
if (path.getByIndex(0).getCords() != targetPos)
return false;
else
return true;
}
}

193
Game1/Sources/Pathing/A-Star/PathSaver/MinHeap.cs
View File

@ -1,193 +0,0 @@
using System;
using System.Collections.Generic;
using Microsoft.Xna.Framework;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
class MinHeap
{
List<Nodes> arr = new List<Nodes>();
public MinHeap()
{
arr = new List<Nodes>();
}
public void Insert(Nodes value)
{
arr.Add(value);
siftUp(arr.Count - 1);
}
public void removeMin()
{
if (arr.Count == 0)
{
throw new Exception("Heap is empty!");
}
else
{
arr[0] = arr[arr.Count - 1];
arr.RemoveAt(arr.Count - 1);
if (arr.Count > 0)
{
siftDown(0);
}
}
}
private void siftUp(int index)
{
int parentIndex;
Nodes temp;
if (index != 0)
{
parentIndex = getParentIndex(index);
if (arr[parentIndex].getF() > arr[index].getF())
{
temp = arr[parentIndex];
arr[parentIndex] = arr[index];
arr[index] = temp;
siftUp(parentIndex);
}
}
}
private int getParentIndex(int index)
{
return (index - 1) / 2;
}
private void siftDown(int nodeIndex)
{
int leftChildIndex, rightChildIndex, minIndex;
Nodes tmp;
leftChildIndex = getLeftChildIndex(nodeIndex);
rightChildIndex = getRightChildIndex(nodeIndex);
if (rightChildIndex >= arr.Count)
{
if (leftChildIndex >= arr.Count)
{
return;
}
else
{
minIndex = leftChildIndex;
}
}
else
{
if (arr[leftChildIndex].getF() <= arr[rightChildIndex].getF())
{
minIndex = leftChildIndex;
}
else
{
minIndex = rightChildIndex;
}
}
if (arr[nodeIndex].getF() > arr[minIndex].getF())
{
tmp = arr[minIndex];
arr[minIndex] = arr[nodeIndex];
arr[nodeIndex] = tmp;
siftDown(minIndex);
}
}
private int getRightChildIndex(int nodeIndex)
{
return (2 * nodeIndex) + 2;
}
private int getLeftChildIndex(int nodeIndex)
{
return (2 * nodeIndex) + 1;
}
public Nodes getMin()
{
return arr[0];
}
public void BuildMinHeap(List<Nodes> input)
{
if (arr.Count > 0)
{
//clear the current heap
for (int i = 0; i < arr.Count; i++)
{
arr[i] = input[i];
}
}
for (int i = arr.Count - 1 / 2; i >= 0; i--)
{
MinHeapify(i);
}
}
private void MinHeapify(int index)
{
int left = 2 * index;
int right = (2 * index) + 1;
int smallest = index;
if (left < arr.Count && arr[left].getF() < arr[index].getF())
{
smallest = left;
}
else
{
smallest = index;
}
if (right < arr.Count && arr[right].getF() < arr[smallest].getF())
{
smallest = right;
}
if (smallest != index)
{
swap(ref arr, index, smallest);
MinHeapify(smallest);
}
}
private void swap(ref List<Nodes> input, int a, int b)
{
Nodes temp = input[a];
input[a] = input[b];
input[b] = temp;
}
public int GetSize()
{
return arr.Count;
}
public Boolean Exists(Vector2 coordinates)
{
if (arr.Count == 0)
return false;
foreach (Nodes node in arr)
{
if (node.getCords() == coordinates)
return true;
}
return false;
}
public List<Nodes> GetList()
{
return arr;
}
public void deleteHeap()
{
arr.Clear();
}
}

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