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  • 灰色预测模型 c# 算法实现

     public class GrayModel
        {
            private double a0, a1, a2;
            private int size;
            private double error;

            public GrayModel()
            {
            }

            public void build(double[] x0)
            {
                size = x0.Length;
                double[] x1 = new double[size];
                x1[0] = x0[0];
                for (int i = 1; i < size; i++)
                {
                    x1[i] = x0[i] + x1[i - 1];
                }
                double[,] b = new double[size - 1, 2];
                double[,] bt = new double[2, size - 1];
                double[,] y = new double[size - 1, 1];
                for (int i = 0; i < b.GetLength(0); i++)
                {
                    b[i, 0] = -(x1[i] + x1[i + 1]) / 2;
                    b[i, 1] = 1;
                    bt[0, i] = b[i, 0];
                    bt[1, i] = 1;
                    y[i, 0] = x0[i + 1];
                }
                double[,] t = new double[2, 2];
                multiply(bt, b, t);
                t = inverse(t);
                double[,] t1 = new double[2, size - 1];
                multiply(t, bt, t1);
                double[,] t2 = new double[2, 1];
                multiply(t1, y, t2);
                a0 = t2[0, 0];
                double u = t2[1, 0];
                a2 = u / a0;
                a1 = x0[0] - a2;
                a0 = -a0;

                error = 0;
                for (int i = 0; i < x0.Length; i++)
                {
                    double d = (x0[i] - getX0(i));
                    error += d * d;
                }
                error /= x0.Length;
            }

            /// <summary>
            /// 误差
            /// </summary>
            /// <returns></returns>
            public double getError()
            {
                return error;
            }

            double getX1(int k)
            {
                return a1 * Math.Exp(a0 * k) + a2;
            }

            double getX0(int k)
            {
                // return a0 * a1 * Math.exp(a0 * k);  
                if (k == 0)
                    return a1 * Math.Exp(a0 * k) + a2;
                else
                    return a1 * (Math.Exp(a0 * k) - Math.Exp(a0 * (k - 1)));
            }

           /// <summary>
           /// 预测后续的值
           /// </summary>
           /// <param name="index"></param>
           /// <returns></returns>
            public double nextValue(int index)
            {
                if (index < 0)
                    throw new Exception("超出索引范围");
                return getX0(size + index);
            }

           /// <summary>
           /// 预测下一个值
           /// </summary>
           /// <returns></returns>
            public double nextValue()
            {
                return nextValue(0);
            }

            static double[,] inverse(double[,] t)
            {
                double[,] a = new double[2, 2];
                double det = t[0, 0] * t[1, 1] - t[0, 1] * t[1, 0];
                a[0, 0] = t[1, 1] / det;
                a[0, 1] = -t[1, 0] / det;
                a[1, 0] = -t[0, 1] / det;
                a[1, 1] = t[0, 0] / det;
                return a;
            }

            static void multiply(double[,] left, double[,] right, double[,] dest)
            {
                int n1 = left.GetLength(0);
                int m1 = left.GetLength(1);
                int m2 = right.GetLength(1);
                for (int k = 0; k < n1; k++)
                {
                    for (int s = 0; s < m2; s++)
                    {
                        dest[k, s] = 0;
                        for (int i = 0; i < m1; i++)
                        {
                            dest[k, s] += left[k, i] * right[i, s];
                        }
                    }
                }
            }
        }
     static void Main(string[] args)
            {
               double[] a=new double[5]{2.874,3.278,3.337,3.390,3.679};
               GrayModel gm = new GrayModel();
               gm.build(a);
                Console.WriteLine(gm.nextValue());
                Console.Read();
            }
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  • 原文地址:https://www.cnblogs.com/njcxwz/p/5198187.html
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