Exemple #1
0
        public static decimal[] GaussNewton(Func <decimal[], decimal[, ]> J, Func <decimal[], decimal[]> r, decimal[] p0)
        {
            decimal[] p = p0;
            decimal   a;
            int       iter = 0;

            while (iter < 100) //TODO: while error is large
            {
                a = 1;

                decimal[] pAdd = LinearLeastSquares(J(p), MathDecimal.Negative(r(p)), "SVD");

                while (MathDecimal.SquaredNorm2(r(p)) - MathDecimal.SquaredNorm2(r(MathDecimal.Sum(p, MathDecimal.Prod(a, pAdd)))) <
                       1M / 2M * a * MathDecimal.SquaredNorm2(MathDecimal.Prod(J(p), pAdd)) && a >= 0.0000000000001M)
                {
                    a /= 2;
                }

                p = MathDecimal.Sum(p, MathDecimal.Prod(a, pAdd));
                iter++;
            }


            return(p);
        }
Exemple #2
0
        public static decimal[] GaussNewton(Func <decimal[], decimal[, ]> J, Func <decimal[], decimal[]> r, decimal[] p0)
        {
            decimal[] p    = p0;
            decimal   a    = 1;
            int       iter = 0;

            while (iter < 100) //TODO: while error is large
            {
                decimal[] pAdd      = LinearLeastSquares(J(p), MathDecimal.Negative(r(p)));
                int       innerIter = 0;
                a = 1;
                while (MathDecimal.Pow2(MathDecimal.Norm2(r(p))) - MathDecimal.Pow2(MathDecimal.Norm2(MathDecimal.Sum(p, MathDecimal.Prod(a, pAdd)))) <
                       1M / 2M * a * MathDecimal.Pow2(MathDecimal.Norm2(MathDecimal.Prod(J(p), p))) && innerIter < 50)
                {
                    a /= 2;
                    innerIter++;
                }
                int s = 0;
                p = MathDecimal.Sum(p, MathDecimal.Prod(a, pAdd));
                iter++;
            }
            return(p);
        }