C#版 代码实现 数据拟合,可用于MsChart拟合绘图等

亲测可用,用于MsChart中绘图十分便利

 

From: http://www.cnblogs.com/cglNet/archive/2012/08/27/2659257.html

 

 ///
        ///用最小二乘法拟合二元多次曲线
        ///例如y=ax+b
        ///其中MultiLine将返回a,b两个参数。
        ///a对应MultiLine[1]
        ///b对应MultiLine[0]
        ///
        ///已知点的x坐标集合
        ///已知点的y坐标集合
        ///已知点的个数
        ///方程的最高次数
        public  double[] MultiLine(double[] arrX, double[] arrY, int length, int dimension)//二元多次线性方程拟合曲线
        {
            int n = dimension + 1;                  //dimension次方程需要求 dimension+1个 系数
            double[,] Guass = new double[n, n + 1];      //高斯矩阵 例如:y=a0+a1*x+a2*x*x
            for (int i = 0; i < n; i++)
            {
                int j;
                for (j = 0; j < n; j++)
                {
                    Guass[i, j] = SumArr(arrX, j + i, length);
                }
                Guass[i, j] = SumArr(arrX, i, arrY, 1, length);
            }

            return ComputGauss(Guass, n);

        }
        private  double SumArr(double[] arr, int n, int length) //求数组的元素的n次方的和
        {
            double s = 0;
            for (int i = 0; i < length; i++)
            {
                if (arr[i] != 0 || n != 0)
                    s = s + Math.Pow(arr[i], n);
                else
                    s = s + 1;
            }
            return s;
        }
        private  double SumArr(double[] arr1, int n1, double[] arr2, int n2, int length)
        {
            double s = 0;
            for (int i = 0; i < length; i++)
            {
                if ((arr1[i] != 0 || n1 != 0) && (arr2[i] != 0 || n2 != 0))
                    s = s + Math.Pow(arr1[i], n1) * Math.Pow(arr2[i], n2);
                else
                    s = s + 1;
            }
            return s;

        }
        private  double[] ComputGauss(double[,] Guass, int n)
        {
            int i, j;
            int k, m;
            double temp;
            double max;
            double s;
            double[] x = new double[n];

            for (i = 0; i < n; i++) x[i] = 0.0;//初始化


            for (j = 0; j < n; j++)
            {
                max = 0;

                k = j;
                for (i = j; i < n; i++)
                {
                    if (Math.Abs(Guass[i, j]) > max)
                    {
                        max = Guass[i, j];
                        k = i;
                    }
                }



                if (k != j)
                {
                    for (m = j; m < n + 1; m++)
                    {
                        temp = Guass[j, m];
                        Guass[j, m] = Guass[k, m];
                        Guass[k, m] = temp;

                    }
                }

                if (0 == max)
                {
                    // "此线性方程为奇异线性方程" 

                    return x;
                }


                for (i = j + 1; i < n; i++)
                {

                    s = Guass[i, j];
                    for (m = j; m < n + 1; m++)
                    {
                        Guass[i, m] = Guass[i, m] - Guass[j, m] * s / (Guass[j, j]);

                    }
                }


            }//结束for (j=0;j= 0; i--)
            {
                s = 0;
                for (j = i + 1; j < n; j++)
                {
                    s = s + Guass[i, j] * x[j];
                }

                x[i] = (Guass[i, n] - s) / Guass[i, i];

            }

            return x;
        }//返回值是函数的系数


 

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