void ReadVariable(XmlNode xmlNode)
{
LinguisticVariable linguisticVariable = this.linguisticVariableCollection.Find(xmlNode.Attributes["NAME"].InnerText);
foreach (XmlNode termNode in xmlNode.ChildNodes)
{
string[] points = termNode.Attributes["POINTS"].InnerText.Split();
linguisticVariable.MembershipFunctionCollection.Add(new MembershipFunction(
termNode.Attributes["NAME"].InnerText,
Convert.ToDouble(points[0]),
Convert.ToDouble(points[1]),
Convert.ToDouble(points[2]),
Convert.ToDouble(points[3])));
}
}
/// <param name="name">The name that identificates the membership function.</param>
public MembershipFunction(string name, ref DotFuzzy.FuzzyEngine engine, ref LinguisticVariable lvar)
{
this.Name = name;
this.lvar = lvar;
this.engine = engine;
}
/// <summary>
/// Verify membership function is ordered min to max.
/// </summary>
public void Verify()
{
double max = double.NegativeInfinity;
double theValue = double.NaN;
foreach (Point pnt in this.pointCollection)
{
if (!string.IsNullOrEmpty(pnt.P1_var))
{
LinguisticVariable lvar = engine.linguisticVariableCollection.Find(pnt.P1_var);
if (lvar == null)
{
throw new Exception("Verify: Membership Function " + this.Name + " Point " + pnt.P1_var + " is not found !");
}
if (Double.IsNaN(lvar.Value))
{
throw new Exception("Verify: Membership Function " + this.Name + " Point " + pnt.P1_var + " is NaN !");
}
theValue = lvar.Value;
pnt.P1_val = theValue; // copy pnt.P1_var.Value to pnt.P1_val
}
else
{
if (Double.IsNaN(pnt.P1_val))
{
throw new Exception("Verify: Membership Function " + this.Name + " Point.Val is NaN !");
}
theValue = pnt.P1_val;
}
if (Double.IsNegativeInfinity(max))
{
max = theValue;
this.min = theValue;
}
else if (theValue >= max)
{
max = theValue;
}
else
{
throw new Exception("Verify: Membership Function " + this.Name + " Point " + pnt.P1_var + " Value " + theValue + " is out of order min to max !");
}
if (!string.IsNullOrEmpty(pnt.P2_var))
{
LinguisticVariable lvar = engine.linguisticVariableCollection.Find(pnt.P2_var);
if (lvar == null)
{
throw new Exception("Verify: Membership Function " + this.Name + " Point " + pnt.P2_var + " is not found !");
}
if (Double.IsNaN(lvar.Value))
{
throw new Exception("Verify: Membership Function " + this.Name + " Point " + pnt.P2_var + " is NaN !");
}
theValue = lvar.Value;
pnt.P2_val = theValue; // copy pnt.P2_var.Value to pnt.P2_val
}
if (Double.IsNaN(pnt.P2_val))
{
throw new Exception("Verify: Membership Function " + this.Name + " Point is NaN !");
}
}
this.max = theValue;
}
/// <summary>
/// Compute Area of membership function.
/// </summary>
public double ComputeArea(ref LinguisticVariable lvar, ref MembershipFunction mfunc)
{
double area = 0;
if (Double.IsNaN(lvar.Range_min))
{
throw new Exception("ComputeArea: LinguisticVariable " + lvar.Name + " Range_min is NaN !");
}
if (Double.IsNaN(lvar.Range_max))
{
throw new Exception("ComputeArea: LinguisticVariable " + lvar.Name + " Range_max is NaN !");
}
bool first = true;
bool extend = false;
bool extend2 = false;
Point previous = null;
double rise;
double run;
foreach (Point pnt in this)
{
if (Double.IsNaN(pnt.P1_val))
{
throw new Exception("ComputeArea: LinguisticVariable " + lvar.Name + " Membership Function "
+ ((Object.ReferenceEquals(mfunc, null)) ? "" : mfunc.Name) + " Point.P1_val is NaN !");
}
if (Double.IsNaN(pnt.P2_val))
{
throw new Exception("ComputeArea: LinguisticVariable " + lvar.Name + " Membership Function "
+ ((Object.ReferenceEquals(mfunc, null)) ? "" : mfunc.Name) + " Point.P2_val is NaN !");
}
if (first)
{
if (pnt.P2_val > 0)
{
area += Math.Abs(pnt.P1_val - lvar.Range_min) * pnt.P2_val; // extend area to min
if (!Object.ReferenceEquals(mfunc, null))
{
extend = true;
}
}
}
else // not first
{
run = Math.Abs(pnt.P1_val - previous.P1_val);
if (run > 0)
{
rise = Math.Abs(pnt.P2_val - previous.P2_val);
if (rise == 0) // equal
{
area += pnt.P2_val * run; // rectangle
}
else
{
area += Math.Min(pnt.P2_val, previous.P2_val) * run; // base
area += rise * run / 2; // triangle
}
}
}
first = false;
previous = pnt;
} // foreach pnt
if (previous.P1_val <= lvar.Range_max)
{
if (previous.P2_val > 0)
{
area += Math.Abs(previous.P1_val - lvar.Range_max) * previous.P2_val; // extend area to Range_max
if (!Object.ReferenceEquals(mfunc, null))
{
extend2 = true;
}
}
}
if (!Object.ReferenceEquals(mfunc, null))
{
if ((extend || extend2) && lvar.Method == "COG_EXTEND")
{
mfunc.addArea = area; // Additional area
Console.WriteLine("ComputeArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfunc.Name + " addArea=" + area);
if (extend)
{
lvar.addArea = area;
}
else
{
lvar.addArea2 = area;
}
}
}
Console.WriteLine("ComputeArea: LinguisticVariable " + lvar.Name + " Membership Function "
+ ((Object.ReferenceEquals(mfunc, null)) ? "" : mfunc.Name) + " Area=" + area);
return(area);
}
/// <summary>
/// Compute Area of membership function.
/// </summary>
public double LocateCenterArea(ref LinguisticVariable lvar, string mfuncName)
{
double location = Double.NaN;
double rise = Double.NaN;
double run = Double.NaN;
double dist = Double.NaN;
double sumArea = 0;
Point previous = null;
bool first = true;
double area = lvar.area + ((Double.IsNaN(lvar.addArea)) ? 0 : lvar.addArea) + ((Double.IsNaN(lvar.addArea2)) ? 0 : lvar.addArea2);
if (lvar == null)
{
throw new Exception("LocateCenterArea: LinguisticVariable lvar is null !");
}
if (Double.IsNaN(area))
{
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " area is NaN !");
}
if (this.Count < 1)
{
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " PointCollection Count < 1 !");
}
if (this.Count == 1)
{
Point thePoint = this.Items[0];
location = thePoint.P1_val;
}
else // this.Count > 1
{
foreach (Point pnt in this)
{
if (first)
{
if (!Double.IsNaN(lvar.addArea))
{
sumArea += lvar.addArea;
}
}
else
{
if (Double.IsNaN(previous.P2_val))
{
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " P2_val is NaN!");
}
run = pnt.P1_val - previous.P1_val;
if (run <= 0)
{
continue;
}
rise = pnt.P2_val - previous.P2_val;
switch (Math.Sign(rise))
{
case 0: // rise == zero
sumArea += run * pnt.P2_val;
break;
case 1: // rise > zero
sumArea += run * (previous.P2_val + rise / 2);
break;
case -1: // rise < zero
sumArea += run * (pnt.P2_val - rise / 2);
break;
default:
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " Math.Sign(rise) is invalid !");
}
if (sumArea >= area / 2) // pnt is at or past area/2
{
switch (Math.Sign(rise))
{
case 0: // rise == zero
if (pnt.P2_val == 0)
{
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " pnt.P2_val == 0 !");
}
dist = (sumArea - area / 2) / pnt.P2_val;
break;
case 1: // rise > zero
if (previous.P2_val + rise / 2 <= 0)
{
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " (previous.P2_val + rise / 2) <= 0 !");
}
dist = (sumArea - area / 2) / (previous.P2_val + rise / 2);
break;
case -1: // rise < zero
if (pnt.P2_val - rise / 2 <= 0)
{
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " (pnt.P2_val - rise / 2) <= 0 !");
}
dist = (sumArea - area / 2) / (pnt.P2_val - rise / 2);
break;
default:
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " Math.Sign(rise) is invalid !");
} // switch
if (dist > run || dist < 0)
{
throw new Exception("LocateCenterArea: LinguisticVariable " + lvar.Name + " Membership Function " + mfuncName + " dist " + dist + " is < 0 or > run " + run + " !");
}
location = Math.Min(Math.Max(pnt.P1_val - dist, lvar.Range_min), lvar.Range_max);
break; // foreach
} // if (sumArea >= area / 2)
} // first
previous = pnt;
first = false;
} // foreach (Point pnt in this)
} // this.Count > 1
return(location);
}