#include "ngspice/ngspice.h" #include "polyfit.h" #include "polyeval.h" /* Takes n = (degree+1) doubles, and fills in result with the n * coefficients of the polynomial that will fit them. It also takes a * pointer to an array of n ^ 2 + n doubles to use for scratch -- we * want to make this fast and avoid doing tmallocs for each call. */ bool ft_polyfit(double *xdata, double *ydata, double *result, int degree, double *scratch) { double *mat1 = scratch; int l, k, j, i; int n = degree + 1; double *mat2 = scratch + n * n; /* XXX These guys are hacks! */ double d; /* speed up fitting process, e.g. for command 'linearize' */ if (degree == 1) { result[0] = (xdata[1] * ydata[0] - xdata[0] * ydata[1]) / (xdata[1] - xdata[0]); result[1] = (ydata[1] - ydata[0]) / (xdata[1] - xdata[0]); return (TRUE); } memset(result, 0, (size_t) (n) * sizeof(double)); memset(mat1, 0, (size_t) (n * n) * sizeof(double)); memcpy(mat2, ydata, (size_t) (n) * sizeof(double)); /* Fill in the matrix with x^k for 0 <= k <= degree for each point */ l = 0; for (i = 0; i < n; i++) { d = 1.0; for (j = 0; j < n; j++) { mat1[l] = d; d *= xdata[i]; l += 1; } } /* Do Gauss-Jordan elimination on mat1. */ for (i = 0; i < n; i++) { int lindex; double largest; /* choose largest pivot */ for (j=i, largest = mat1[i * n + i], lindex = i; j < n; j++) { if (fabs(mat1[j * n + i]) > largest) { largest = fabs(mat1[j * n + i]); lindex = j; } } if (lindex != i) { /* swap rows i and lindex */ for (k = 0; k < n; k++) { SWAP(double, mat1[i * n + k], mat1[lindex * n + k]); } SWAP(double, mat2[i], mat2[lindex]); } /* Make sure we have a non-zero pivot. */ if (mat1[i * n + i] == 0.0) { /* this should be rotated. */ return (FALSE); } for (j = i + 1; j < n; j++) { d = mat1[j * n + i] / mat1[i * n + i]; for (k = 0; k < n; k++) mat1[j * n + k] -= d * mat1[i * n + k]; mat2[j] -= d * mat2[i]; } } for (i = n - 1; i > 0; i--) for (j = i - 1; j >= 0; j--) { d = mat1[j * n + i] / mat1[i * n + i]; for (k = 0; k < n; k++) mat1[j * n + k] -= d * mat1[i * n + k]; mat2[j] -= d * mat2[i]; } /* Now write the stuff into the result vector. */ for (i = 0; i < n; i++) { result[i] = mat2[i] / mat1[i * n + i]; /* printf(cp_err, "result[%d] = %G\n", i, result[i]);*/ } #define ABS_TOL 0.001 #define REL_TOL 0.001 /* Let's check and make sure the coefficients are ok. If they aren't, * just return FALSE. This is not the best way to do it. */ for (i = 0; i < n; i++) { d = ft_peval(xdata[i], result, degree); if (fabs(d - ydata[i]) > ABS_TOL) { /* fprintf(cp_err, "Error: polyfit: x = %e, y = %le, int = %e\n", xdata[i], ydata[i], d); printmat("mat1", mat1, n, n); printmat("mat2", mat2, n, 1); */ return (FALSE); } else if (fabs(d - ydata[i]) / (fabs(d) > ABS_TOL ? fabs(d) : ABS_TOL) > REL_TOL) { /* fprintf(cp_err, "Error: polyfit: x = %e, y = %le, int = %e\n", xdata[i], ydata[i], d); printmat("mat1", mat1, n, n); printmat("mat2", mat2, n, 1); */ return (FALSE); } } return (TRUE); }