using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
namespace IStation.Model
{
///
/// 样条曲线(三次拟合):使用MathNet
///
public class TwinRelateCurve3M : IFitCurvePoint
{
///
///
///
///
public TwinRelateCurve3M(CurveExpress express)
{
_express = express;
}
///
///
///
///
///
public TwinRelateCurve3M(List points)
{
if (points == null || points.Count < 4)
{
throw new Exception("出现数值计算问题 ,无法解出三次样条曲线!");
}
_express = BuildCurveExpress(points);
}
private CurveExpress? _express = null;
///
/// 创建曲线表达式
///
public static CurveExpress BuildCurveExpress(List points)
{
if (points == null || points.Count() < 3)
return null;
Model.CurveExpress express = new CurveExpress();
express.DefinePoints = points ;
var X = (from x in points select x.X).ToArray();
var Y = (from x in points select x.Y).ToArray();
var min = X.Min();
var max = X.Max();
var res = IStation.Numerics.Fit.Polynomial(X, Y, 3);
//曲线类型
express.FitPow = 3;
express.FitType = eCurveFitType.CubicCurve;
express.DefinePoints = points.Select(x => new CurvePoint(x)).ToList();
//范围
express.Min = X.Min(); //最小值
express.Max = X.Max();//最大值
//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];
return express;
}
///
/// 获取拟合点Y
///
public double GetFitPointY(double x)
{
if (_express == null)
return default;
var dx = x;// - _express.Min; //不用减掉最小值, 和alglib有点不一样
return _express.Index3 * dx * dx * dx + _express.Index2 * dx * dx + _express.Index1 * dx + _express.Index0;
}
///
/// 获取拟合点列表
///
///
///
public List? GetFitPoints(int pointNumber)
{
if (_express == null)
return null;
if (pointNumber < 1)
pointNumber = 12;
if (pointNumber > 10000)
pointNumber = 10000;
double space = (_express.Max - _express.Min) / (pointNumber - 1);
if (space < 0.0001)
return null;
List< IStation.Model.CurvePoint> points = new List();
for (int i = 0; i < pointNumber; i++)
{
double x = space * i + _express.Min;
double y = GetFitPointY(x);
points.Add(new IStation.Model.CurvePoint(x, y));
}
return points;
}
///
/// 通过区间获取拟合点列表
///
///
///
///
///
public List? GetFitPointsByRange(double x_min, double x_max, int pointNumber)
{
if (pointNumber < 1)
pointNumber = 12;
if (pointNumber > 10000)
pointNumber = 10000;
if(x_min >= x_max)
{//交换大小
var x_m = x_max;
x_max = x_min;
x_min = x_m;
}
double space = (x_max - x_min) / (pointNumber - 1);
if (space < 0.0001)
return default;
if (_express == null)
return null;
if (pointNumber < 1)
pointNumber = 12;
if (pointNumber > 10000)
pointNumber = 10000;
if (space < 0.0001)
return null;
List points = new List();
for (int i = 0; i < pointNumber; i++)
{
double x = space * i + x_min;
double y = GetFitPointY(x);
points.Add(new IStation.Model.CurvePoint(x, y));
}
return points;
}
///
/// 获取拟合点Y
///
public static double GetFitPointY(CurveExpress express, double x)
{
if (express == null)
return default;
if (express.IsNull)
return default;
return new TwinRelateCurve3M(express).GetFitPointY(x);
}
///
/// 获取拟合点Y
///
public static double GetFitPointY(List points, double x)
{
if (points == null || points.Count < 4)
return default;
return new TwinRelateCurve3M(points).GetFitPointY(x);
}
///
/// 获取拟合点
///
public static List? GetFitPoints(CurveExpress express, int pointNumber)
{
if (express == null)
return default;
return GetFitPointsByRange(express, express.Min, express.Max, pointNumber);
}
///
/// 通过区间获取拟合点列表
///
public static List? GetFitPointsByRange(CurveExpress express, double x_min, double x_max, int pointNumber)
{
if (express == null)
return default;
return new TwinRelateCurve3M(express).GetFitPointsByRange(x_min, x_max, pointNumber);
}
}
}