SystemyRozmyteProjekt/FuzzySystemFunctions.py

from simpful import *


def create_fuzzy_system():
    FS = FuzzySystem(show_banner=False)

    # ADVANTAGE_STANDINGS
    adv_standings_negative = TriangleFuzzySet(5, 5, 50, term="negative")
    adv_standings_neutral = TriangleFuzzySet(10, 50, 90, term="neutral")
    adv_standings_positive = TriangleFuzzySet(50, 95, 95, term="positive")
    FS.add_linguistic_variable("ADVANTAGE_STANDINGS",
                               LinguisticVariable([adv_standings_negative,
                                                   adv_standings_neutral,
                                                   adv_standings_positive],
                                                  universe_of_discourse=[0, 100]))

    # ADVANTAGE_FORM
    adv_form_negative = TriangleFuzzySet(5, 5, 50, term="negative")
    adv_form_neutral = TriangleFuzzySet(10, 50, 90, term="neutral")
    adv_form_positive = TriangleFuzzySet(50, 95, 95, term="positive")
    FS.add_linguistic_variable("ADVANTAGE_FORM",
                               LinguisticVariable([adv_form_negative,
                                                   adv_form_neutral,
                                                   adv_form_positive],
                                                  universe_of_discourse=[0, 100]))

    # ADVANTAGE_PERFORMANCE
    adv_performance_negative = TriangleFuzzySet(5, 5, 50, term="negative")
    adv_performance_neutral = TriangleFuzzySet(10, 50, 90, term="neutral")
    adv_performance_positive = TriangleFuzzySet(50, 95, 95, term="positive")
    FS.add_linguistic_variable("ADVANTAGE_PERFORMANCE",
                               LinguisticVariable([adv_performance_negative,
                                                   adv_performance_neutral,
                                                   adv_performance_positive],
                                                  universe_of_discourse=[0, 100]))

    # RESULT
    team_b_surely_wins = TriangleFuzzySet(10, 10, 25, term="team_b_surely_wins")
    team_b_most_likely_wins = TrapezoidFuzzySet(17, 27, 37, 47, term="team_b_most_likely_wins")
    draw = TrapezoidFuzzySet(37, 47, 53, 63, term="draw")
    team_a_most_likely_wins = TrapezoidFuzzySet(53, 63, 73, 83, term="team_a_most_likely_wins")
    team_a_surely_wins = TriangleFuzzySet(75, 90, 90, term="team_a_surely_wins")
    FS.add_linguistic_variable("RESULT",
                               LinguisticVariable([team_b_surely_wins,
                                                   team_b_most_likely_wins,
                                                   draw,
                                                   team_a_most_likely_wins,
                                                   team_a_surely_wins],
                                                  universe_of_discourse=[0, 100]))


    RULE1 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS positive) THEN (RESULT IS team_a_surely_wins)"
    RULE2 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS negative) THEN (RESULT IS team_b_surely_wins)"
    RULE3 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS positive) THEN (RESULT IS team_a_most_likely_wins)"
    RULE4 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS negative) THEN (RESULT IS team_b_most_likely_wins)"
    RULE5 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS negative) AND (ADVANTAGE_PERFORMANCE IS positive) THEN (RESULT IS team_a_most_likely_wins)"
    RULE6 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS positive) AND (ADVANTAGE_PERFORMANCE IS negative) THEN (RESULT IS team_b_most_likely_wins)"
    RULE7 = "IF (ADVANTAGE_STANDINGS IS positive) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_a_most_likely_wins)"
    RULE8 = "IF (ADVANTAGE_STANDINGS IS negative) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS team_b_most_likely_wins)"
    RULE9 = "IF (ADVANTAGE_STANDINGS IS neutral) AND (ADVANTAGE_FORM IS neutral) AND (ADVANTAGE_PERFORMANCE IS neutral) THEN (RESULT IS draw)"

    rules = [RULE1, RULE2, RULE3, RULE4, RULE5,  RULE6, RULE7, RULE8, RULE9]
    FS.add_rules(rules)
    return FS


def make_inference(FS, standings, form, performance):
    FS.set_variable("ADVANTAGE_STANDINGS", standings)
    FS.set_variable("ADVANTAGE_FORM", form)
    FS.set_variable("ADVANTAGE_PERFORMANCE", performance)

    return FS.inference(["RESULT"], ignore_warnings=True)