/// <summary>
/// Для мамдани
/// </summary>
/// <param name="calculator"></param>
/// <param name="text"></param>
private static void ParseRules(Mamdani calculator, string text)
{
foreach (var line in text.Split(new char[] { '\r', '\n' }, StringSplitOptions.RemoveEmptyEntries))
{
var rule = new Rule();
foreach (Match block in Regex.Matches(line.Trim(), @"(?<name>\S+):(?<body>.+?)(?=\w+:|$)"))
{
var name = block.Groups["name"].Value;
var body = block.Groups["body"].Value;
var parts = body.Split(new char[] { ' ' }, StringSplitOptions.RemoveEmptyEntries);
var variable = calculator.InputVariables.FirstOrDefault(v => v.Name == name);
if (variable != null)
{
rule.Conditions.Add(variable.Terms[parts[0]]);
}
variable = calculator.OutputVariables.FirstOrDefault(v => v.Name == name);
if (variable != null)
{
rule.Conclusion = variable.Terms[parts[0]];
rule.Weight = double.Parse(parts[1], CultureInfo.InvariantCulture);
}
}
calculator.Rules.Add(rule);
}
}
/// <summary>
/// Для Мамдани
/// </summary>
/// <param name="calculator"></param>
/// <param name="reader"></param>
/// <returns></returns>
public static double[] Parse(Mamdani calculator, StreamReader reader)
{
double[] values = new double[0];
var input = reader.ReadToEnd();
foreach (Match block in Regex.Matches(input, @"\[(?<name>.+?)\](?<body>[^\[]+)"))
{
var name = block.Groups["name"].Value;
var body = block.Groups["body"].Value.Trim();
switch (name)
{
case "Variables and terms":
ParseVar(calculator, body, ref reader);
break;
case "Rules":
ParseRules(calculator, body);
break;
case "Values":
values = ParseVarValues(calculator, body);
break;
default:
throw new Exception("Неверный формат входных данных");
}
}
return(values);
}
/// <summary>
/// Для Мамдани
/// </summary>
/// <param name="calculator"></param>
/// <param name="text"></param>
/// <returns></returns>
public static double[] ParseVarValues(Mamdani calculator, string text)
{
var res = new double[calculator.InputVariables.Count];
foreach (Match block in Regex.Matches(text, @"(?<name>\S+):(?<body>.+?)(?=\w+:|$)"))
{
var name = block.Groups["name"].Value;
var body = block.Groups["body"].Value;
var i = calculator.InputVariables.FindIndex(v => v.Name == name);
res[i] = double.Parse(body, CultureInfo.InvariantCulture);
}
return(res);
}
static void Main(string[] args)
{
Console.WriteLine("Расчет по Мамдани");
StreamReader inpValues = new StreamReader("../InputValues.txt");
foreach (var line in inpValues.ReadToEnd().Split(new char[] { '\n' }))
{
string[] arrLine = File.ReadAllLines("../Rules_Mamdani.txt");
arrLine[15] = line;
File.WriteAllLines("../Rules_Mamdani.txt", arrLine);
var calculator = new Mamdani();
//считываем данные из файла
StreamReader reader = new StreamReader("../Rules_Mamdani.txt");
var values = Parser.Parse(calculator, reader);
var results = calculator.Calculate(values).ToArray();
for (int i = 0; i < calculator.OutputVariables.Count; i++)
{
Console.Write($"[{values[0]}, {values[1]}, {results[i].ToString("0.00").Replace(',', '.')}], ");
}
reader.Close();
}
inpValues.Close();
Console.WriteLine("\n\nРасчет по Сугено");
inpValues = new StreamReader("../InputValues.txt");
foreach (var line in inpValues.ReadToEnd().Split(new char[] { '\n' }))
{
string[] arrLine = File.ReadAllLines("../Rules_Sugeno.txt");
arrLine[arrLine.Length - 1] = line;
File.WriteAllLines("../Rules_Sugeno.txt", arrLine);
var calculator = new Sugeno();
//считываем данные из файла
StreamReader reader = new StreamReader("../Rules_Sugeno.txt");
var values = Parser.Parse(calculator, reader);
var results = calculator.Calculate(values).ToArray();
for (int i = 0; i < calculator.OutputVariables.Count; i++)
{
Console.Write($"[{values[0]}, {values[1]}, {results[i].ToString("0.00").Replace(',', '.')}], ");
}
reader.Close();
}
Console.ReadKey();
}
/// <summary>
/// Для мамдани
/// </summary>
/// <param name="calculator"></param>
/// <param name="text"></param>
/// <param name="reader"></param>
private static void ParseVar(Mamdani calculator, string text, ref StreamReader reader)
{
foreach (var line in text.Split('\n'))
{
var variable = new Variable()
{
Name = line.Split(' ')[0]
};
var isOutVar = false;
foreach (Match block in Regex.Matches(line, @"(?<name>\S+):(?<body>.+?)(?=\w+:|$)"))
{
var name = block.Groups["name"].Value;
var body = block.Groups["body"].Value.Replace('\t', ' ');
var parts = body.Split(new char[] { ' ' }, StringSplitOptions.RemoveEmptyEntries);
//парсим терм
switch (name)
{
case "MAX": variable.Max = float.Parse(parts[0], CultureInfo.InvariantCulture); isOutVar = true; break;
case "MIN": variable.Min = float.Parse(parts[0], CultureInfo.InvariantCulture); isOutVar = true; break;
default:
var c = double.Parse(parts[0], CultureInfo.InvariantCulture);
var b = double.Parse(parts[1], CultureInfo.InvariantCulture);
var term = new Term()
{
Name = name, Variable = variable, MembershipFunction = MathHelper.Gauss(c, b)
};
variable.Terms.Add(name, term);
break;
}
}
if (isOutVar)
{
calculator.OutputVariables.Add(variable);
}
else
{
calculator.InputVariables.Add(variable);
}
}
}
