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  1. #include <bits/stdc++.h>
  2. using namespace std;
  3. #define faster cin.tie(NULL);ios_base::sync_with_stdio(false);
  4. #include <iostream>
  5. #include <string>
  6.  
  7.  
  8. //////////////////////////Fuzzy Set/////////////////////////////
  9. class FuzzySet {
  10. public:
  11.     string name;
  12.     string shape;
  13.     vector<double> Points;
  14.  
  15.     FuzzySet(){}
  16.  
  17.     FuzzySet(  string name,   string shape,   vector<double> points)
  18.             : name(name), shape(shape), Points(points) {}
  19.  
  20.  
  21.  
  22.     double solveEquation(double input, double x1, double x2, double y1, double y2) {
  23.         // y= ax+b   -->a=slope
  24.         double slope = (y2 - y1) / (x2 - x1);
  25.         double b = y1 - (slope * x1); // by substitute
  26.         return (slope * input) + b; //intersection
  27.     }
  28.  
  29.  
  30.     double getCentroid()
  31.     {
  32.         double centroid=0;
  33.         for (int i = 0; i < Points.size(); ++i) {
  34.             centroid += Points[i];
  35.         }
  36.         centroid /= Points.size();
  37.         return centroid;
  38.     }
  39.  
  40.     double getIntersection(double input) {
  41.         for (int i = 0; i < Points.size() - 1; ++i) {
  42.             if (input >= Points[i] && input <= Points[i + 1]) { // in between
  43.                 double y1 = 1.0, y2 = 1.0;
  44.                 if (i == 0) {
  45.                     y1 = 0;
  46.                 }
  47.                 if (i + 1 == Points.size() - 1) {
  48.                     y2 = 0;
  49.                 }
  50.                 return solveEquation(input, Points[i], Points[i + 1], y1, y2);
  51.             }
  52.         }
  53.         return 0.0; //no intersection
  54.     }
  55.  
  56. };
  57.  
  58.  
  59.  
  60. //////////////////////////Variable/////////////////////////////
  61. class Variable {
  62. public:
  63.     string name;
  64.     string type; //In or OUT
  65.     map<string,FuzzySet> sets;
  66.     double low;
  67.     double high;
  68.     Variable(){}
  69.     Variable( string name,  string type, double low, double high)
  70.             : name(name), type(type), low(low), high(high) {}
  71.  
  72.     void addSet(FuzzySet set) {
  73.         sets[set.name] = set;
  74.     }
  75.  
  76.     map< string, double> CalcMembership(double input) {
  77.         map< string, double> map;
  78.         for (const auto& setName : sets) {
  79.             double membership = sets[setName.first].getIntersection(input);
  80.             map[setName.first] = membership;
  81.         }
  82.         return map;
  83.     }
  84.  
  85. };
  86.  
  87.  
  88.  
  89. //////////////////////////Rules/////////////////////////////
  90. class Rules{
  91. public:
  92.     vector<string>splitRuleInput;
  93.     vector<string>splitRuleOutput;
  94.     Rules(string rule)
  95.     {
  96.         string str="";
  97.         bool left=true;
  98.         for (int i = 0; i <rule.size() ; ++i) {
  99.             if(str=="=>")
  100.             {
  101.                 left=false;
  102.                 str="";
  103.                 continue;
  104.             }
  105.             if(rule[i]==' ')
  106.             {
  107.                 if(str!=""&&left)
  108.                     splitRuleInput.push_back(str);
  109.                 else if(str!=""&&!left)
  110.                 {
  111.                     splitRuleOutput.push_back(str);
  112.                 }
  113.                 str="";
  114.                 continue;
  115.             }
  116.             str+=rule[i];
  117.  
  118.         }
  119.         if(str!="") splitRuleOutput.push_back(str);
  120.     }
  121.  
  122.     pair<double,string>calculate( map<string, map<string, double>> memberShip)
  123.     {
  124.         pair<double,string>current;
  125.         string name1=this->splitRuleInput[0];
  126.         string dec1=this->splitRuleInput[1];
  127.         double temp=memberShip[name1][dec1];
  128.         for (int i = 2; i < this->splitRuleInput.size()-2;i++) {
  129.             string op= this->splitRuleInput[i];
  130.             string name2= this->splitRuleInput[i+1];
  131.             string dec2=this->splitRuleInput[i+2];
  132.             i++;i++;
  133.             if(op=="or")
  134.             {
  135.                 temp=max(temp,memberShip[name2][dec2]);
  136.             }
  137.             else if(op=="and")
  138.             {
  139.                 temp=min(temp,memberShip[name2][dec2]);
  140.             }
  141.             else if(op=="and_not")
  142.             {
  143.                 temp=min(temp,1-memberShip[name2][dec2]);
  144.             }
  145.             else if(op=="or_not")
  146.             {
  147.                 temp=max(temp,1-memberShip[name2][dec2]);
  148.             }
  149.         }
  150.         current.first=temp;
  151.         current.second=this->splitRuleOutput[1];
  152.         return current;
  153.  
  154.     }
  155.  
  156. };
  157.  
  158.  
  159. //////////////////////////FuzzyLogicSystem/////////////////////////////
  160. class FuzzyLogicSystem{
  161. public:
  162.     string name;
  163.     string description;
  164.     vector<Rules>rules;
  165.     map<string,Variable>variables; //change
  166.     //add variables -> add their sets -> add rules -> run
  167.     bool steps[3]={false, false, false};
  168.  
  169. public:
  170.     FuzzyLogicSystem(string &name, string &description)
  171.     {
  172.         this->name=name;
  173.         this->description=description;
  174.         steps[0]=steps[1]=steps[2] = false;
  175.     }
  176.  
  177.     void addVariables(Variable &variable)
  178.     {
  179.         variables[variable.name]=variable;
  180.         steps[0]= true;
  181.     }
  182.     bool checkStep2(){
  183.         for(auto variable :variables){
  184.             if(variable.second.sets.empty())
  185.                 return false;
  186.         }
  187.         steps[1]=true;
  188.         return true;
  189.     }
  190.     void addRule(Rules rule)
  191.     {
  192.         if(steps[0]&&checkStep2()) {
  193.             rules.push_back(rule);
  194.             steps[2]=true;
  195.         }
  196.         else
  197.             cout<<"Please check that you Entered the variables and their sets!\n";
  198.     }
  199.  
  200.     void addVariableSet(string varName, FuzzySet fuzzySet) {
  201.         variables[varName].addSet(fuzzySet);
  202.  
  203.     }
  204.  
  205.     /////////////////First Step//////////////////////////
  206.     map<string, map<string, double>> Fuzzification( map<string, Variable>& myVariables,  map<string, double>& input) {
  207.         map<string, map<string, double>> fuzzification;
  208.         for (auto curr : myVariables) {
  209.             if (curr.second.type == "IN") {
  210.                 map<string, double> memberships = curr.second.CalcMembership(input[curr.first]);
  211.                 fuzzification[curr.first] = memberships; //input ---> intersection  points for each variable
  212.             }
  213.         }
  214.  
  215.         return fuzzification;
  216.     }
  217.  
  218.  
  219.     /////////////////Second Step//////////////////////////
  220.     vector<pair<double,string>>Inference( map<string, map<string, double>>memberShip, vector<Rules>rules)
  221.     {
  222.         vector<pair<double,string>> inference;
  223.         for (int i = 0; i < rules.size(); ++i) {
  224.             inference.push_back(rules[i].calculate(memberShip));
  225.         }
  226.         return inference;
  227.     }
  228.  
  229.     /////////////////Third Step//////////////////////////
  230.     double Defuzificztion(map<string, Variable>& myVariables, vector<pair<double,string>>inference)
  231.     {
  232.         double defuzzification;
  233.         map<string,double>mp;
  234.         for (auto curr : myVariables) {
  235.             if (curr.second.type == "OUT") {
  236.                 for (auto currFact:curr.second.sets) {
  237.                     auto center=currFact.second.getCentroid();
  238. //                    cout<<center<<endl;
  239.                     mp[currFact.first]=center;
  240.                 }
  241.             }
  242.         }
  243.         /////////weighted///////////
  244.         double total=0;
  245.         double weight=0;
  246.         for (int i = 0; i <inference.size() ; ++i) {
  247.             total+=(mp[inference[i].second]*inference[i].first);
  248.             weight+=inference[i].first;
  249.         }
  250.         defuzzification=total/weight;
  251.         return defuzzification;
  252.     }
  253.  
  254.     bool ready(){
  255.         if(steps[0]&&steps[1]&&steps[2])
  256.             return true;
  257.         return false;
  258.     }
  259.  
  260. };
  261.  
  262.  
  263.  
  264.  
  265.  
  266.  
  267. int main() {
  268.     while (true)
  269.     {
  270.         cout<<"Fuzzy Logic Toolbox\n"
  271.               "===================\n"
  272.               "1- Create a new fuzzy system\n"
  273.               "2- Quit\n";
  274.         int choice; cin>>choice;
  275.         if(choice==1)
  276.         {
  277.  
  278.             cout<<"Enter the system’s name and a brief description:\n";
  279.             string fuzzyName,des; cin.ignore();
  280.             getline(cin,fuzzyName);
  281.             getline(cin,des);
  282.             FuzzyLogicSystem newFuzzy(fuzzyName,des);
  283.             while (true)
  284.             {
  285.  
  286.                 cout<<"Main Menu:\n"
  287.                       "==========\n"
  288.                       "1- Add variables.\n"
  289.                       "2- Add fuzzy sets to an existing variable.\n"
  290.                       "3- Add rules.\n"
  291.                       "4- Run the simulation on crisp values.\n";
  292.                 int option;cin>>option;
  293.                 if(option==1)
  294.                 {
  295.                     cout<<"Enter the variable’s name, type (IN/OUT) and range ([lower, upper]):\n"
  296.                           "(Press x to finish)";
  297.                     string name;
  298.                     while (cin>>name &&name!="x")
  299.                     {
  300.                         string type; int low, high;
  301.                         char c;
  302.                         cin>>type>>c>>low>>c>>high>>c;
  303.                         int valid=1;
  304.                         if((type!="IN"&&type!="OUT")||low>high)
  305.                             valid=0;
  306.                         while (!valid){
  307.                             cout<<"Invalid Type or Range!"<<endl;
  308.                             cout<<"Enter Type (IN/OUT) and range ([lower, upper]) Again:\n";
  309.                             cin>>type>>c>>low>>c>>high>>c;
  310.                             if((type=="IN"||type=="OUT")&&low<=high)
  311.                                 valid=1;
  312.                         }
  313.                         Variable variable(name,type,low,high);
  314.                         newFuzzy.addVariables(variable);
  315.                     }
  316.  
  317.  
  318.                 }
  319.                 else if(option==2)
  320.                 {
  321.                     cout<<"Enter the variable’s name:";
  322.                     string varName; cin>>varName;
  323.                     while (newFuzzy.variables.find(varName)==newFuzzy.variables.end()){
  324.                         cout<<"Invalid Variable Name!\nEnter it Again:  (Press x to finish)\n";
  325.                         cin>>varName;
  326.                     }
  327.                     cout<<"Enter the fuzzy set name, type (TRI/TRAP) and values: (Press x to finish) ";
  328.                     string name;
  329.                     while (cin>>name &&name!="x")
  330.                     {
  331.  
  332.                         string shape;cin>>shape;
  333.                         while (shape!="TRI"&&shape!="TRAP"){
  334.                             cout<<"Invalid Type!\nEnter it Again:\n";
  335.                             cin>>shape;
  336.                         }
  337.                         vector<double>points;
  338.                         if(shape=="TRI")
  339.                         {
  340.                             for (int i = 0; i <3 ; ++i) {
  341.                                 int currPoint; cin>>currPoint;
  342.                                 points.push_back(currPoint);
  343.                             }
  344.                         }
  345.                         else
  346.                         {
  347.                             for (int i = 0; i <4 ; ++i) {
  348.                                 int currPoint; cin>>currPoint;
  349.                                 points.push_back(currPoint);
  350.                             }
  351.                         }
  352.                         FuzzySet fuzzySet(name,shape,points);
  353.                         newFuzzy.addVariableSet(varName, fuzzySet);
  354.                     }
  355. //                    map<string,double>input;
  356. //                    input["proj_funding"]=50;
  357. //                    input["exp_level"]=40;
  358. //                    map<string,map<string, double> >res=newFuzzy.Fuzzification(newFuzzy.variables,input);
  359. //                    cout<<"offfffffffffffffff"<<endl;
  360. //                    cout<<res.size()<<endl;
  361. //                    for (const auto &outer_pair : res) {
  362. //                        std::cout << "Outer Key: " << outer_pair.first << std::endl;
  363. //
  364. //                        // Loop through the inner map
  365. //                        for (const auto &inner_pair : outer_pair.second) {
  366. //                            std::cout << "\tInner Key: " << inner_pair.first
  367. //                                      << ", Value: " << inner_pair.second << std::endl;
  368. //                        }
  369. //                    }
  370.  
  371.                 }
  372.                 else if(option==3)
  373.                 {
  374.                     cout<<"Enter the rules in this format: (Press x to finish) \n"
  375.                           "IN_variable set operator IN_variable set => OUT_variable set\n";
  376.                     string rule;
  377.                     cin.ignore();
  378.                     ///handle if it's invalid rule
  379.                     while (getline(cin,rule)&&rule!="x")
  380.                     {
  381.                         //cout<<rule<<endl;
  382.                         Rules myRule(rule);
  383.                         newFuzzy.addRule(myRule);
  384.                     }
  385.                 }
  386.                 else if(option==4)
  387.                 {
  388.                     cout<<"Enter the crisp values: ";
  389.                     //////////////////////////////////////dd**///
  390.                     if(!newFuzzy.ready()) {
  391.                         cout << "CAN’T START THE SIMULATION! Please add the fuzzy sets and rules first.\n";
  392.                         continue;
  393.                     }
  394.                     map<string,double>input;
  395.                     int x;
  396.                     for(auto currvar:newFuzzy.variables)
  397.                     {
  398.                         if(currvar.second.type=="IN")
  399.                         {
  400.                             cout<<currvar.first<<":";
  401.                             cin>>x;
  402.                             input[currvar.first]=x;
  403.                             cout<<endl;
  404.                         }
  405.                     }
  406.                     map<string,map<string, double> >memberShip=newFuzzy.Fuzzification(newFuzzy.variables,input);
  407.                     vector<pair<double,string>>inference=newFuzzy.Inference( memberShip,newFuzzy.rules);
  408.                     double defuzificztion =newFuzzy.Defuzificztion(newFuzzy.variables, inference);
  409.                     cout<<defuzificztion<<endl;
  410.  
  411.  
  412.                 }
  413.                 else
  414.                     break;
  415.             }
  416.  
  417.  
  418.         }
  419.         else
  420.             return 0;
  421.     }
  422.  
  423. }
  424.  
Success #stdin #stdout 0.01s 5272KB
comments (?)
stdin 
Standard input is empty
stdout 
Fuzzy Logic Toolbox
===================
1- Create a new fuzzy system
2- Quit
https://ideone.com/NrshpJ
language:
C++ (gcc 8.3)
created:
2 years ago
visibility:
public

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