namespace IStation.Curve
{
///
/// 样条曲线(四次拟合):使用MATH.net
///
public class TwinRelateCurve4M : IFitPoint
{
///
///
///
public TwinRelateCurve4M(CurveExpress express)
{
_express = express;
}
///
///
///
public TwinRelateCurve4M(List points)
{
if (points == null || points.Count < 5)
{
throw new Exception("出现数值计算问题 ,无法解出四次样条曲线!");
}
_express = BuildCurveExpress(points);
}
//曲线表达式
private CurveExpress _express = null;
///
/// 获取拟合点Y
///
public double GetFitPointY(double x)
{
if (_express == null)
return default;
//不用减掉最小值, 和alglib有点不一样
return _express.Index4 * x * x * x * x + _express.Index3 * x * x * x + _express.Index2 * x * x + _express.Index1 * x + _express.Index0;
}
///
/// 获取拟合点列表
///
public List GetFitPoints(int pointNumber)
{
if (_express == null)
return default;
return GetFitPointsByXRange(_express.Min, _express.Max, pointNumber);
}
///
/// 通过区间获取拟合点列表
///
public List GetFitPointsByXRange(double minX, double maxX, int pointNumber)
{
if (_express == null)
return default;
if (pointNumber < 1)
pointNumber = 12;
if (pointNumber > 10000)
pointNumber = 10000;
double space = (maxX - minX) / (pointNumber - 1);
if (space < 0.0001)
return default;
var points = new List();
for (int i = 0; i < pointNumber; i++)
{
double x = space * i + minX;
double y = this.GetFitPointY(x);
points.Add(new CurvePoint(x, y));
}
return points;
}
///
/// 创建曲线表达式
///
public static CurveExpress BuildCurveExpress(List points)
{
if (points == null || points.Count < 5)
return default;
points = points.OrderBy(x => x.X).ToList();
CurveExpress express = new CurveExpress();
express.FitType = eFitType.FourM;
express.DefinePoints = points.Select(x => new CurvePoint(x)).ToList();
express.Min = points.First().X;
express.Max = points.Last().X;
var X = (from x in points select x.X).ToArray();
var Y = (from x in points select x.Y).ToArray();
var res = MathNet.Numerics.Fit.Polynomial(X, Y, 4);
//0次方
express.Index0 = res[0];
//1次方
express.Index1 = res[1];
//2次方
express.Index2 = res[2];
//3次方
express.Index3 = res[3];
//4次方
express.Index4 = res[4];
return express;
}
}
}