/********** Copyright 1990 Regents of the University of California. All rights reserved. Author: 1985 Wayne A. Christopher, U. C. Berkeley CAD Group **********/ /* * Polynomial interpolation code. */ #include "ngspice.h" #include "cpdefs.h" #include "ftedefs.h" #include "ftedata.h" #include "interp.h" /* Interpolate data from oscale to nscale. data is assumed to be olen long, * ndata will be nlen long. Returns FALSE if the scales are too strange * to deal with. Note that we are guaranteed that either both scales are * strictly increasing or both are strictly decreasing. */ /* static declarations */ static int putinterval(double *poly, int degree, double *nvec, int last, double *nscale, int nlen, double oval, int sign); static void printmat(char *name, double *mat, int m, int n); bool ft_interpolate(double *data, double *ndata, double *oscale, int olen, double *nscale, int nlen, int degree) { double *result, *scratch, *xdata, *ydata; int sign, lastone, i, l; if ((olen < 2) || (nlen < 2)) { fprintf(cp_err, "Error: lengths too small to interpolate.\n"); return (FALSE); } if ((degree < 1) || (degree > olen)) { fprintf(cp_err, "Error: degree is %d, can't interpolate.\n", degree); return (FALSE); } if (oscale[1] < oscale[0]) sign = -1; else sign = 1; scratch = (double *) tmalloc((degree + 1) * (degree + 2) * sizeof (double)); result = (double *) tmalloc((degree + 1) * sizeof (double)); xdata = (double *) tmalloc((degree + 1) * sizeof (double)); ydata = (double *) tmalloc((degree + 1) * sizeof (double)); /* Deal with the first degree pieces. */ bcopy((char *) data, (char *) ydata, (degree + 1) * sizeof (double)); bcopy((char *) oscale, (char *) xdata, (degree + 1) * sizeof (double)); while (!ft_polyfit(xdata, ydata, result, degree, scratch)) { /* If it doesn't work this time, bump the interpolation * degree down by one. */ if (--degree == 0) { fprintf(cp_err, "ft_interpolate: Internal Error.\n"); return (FALSE); } } /* Add this part of the curve. What we do is evaluate the polynomial * at those points between the last one and the one that is greatest, * without being greater than the leftmost old scale point, or least * if the scale is decreasing at the end of the interval we are looking * at. */ lastone = -1; for (i = 0; i < degree; i++) { lastone = putinterval(result, degree, ndata, lastone, nscale, nlen, xdata[i], sign); } /* Now plot the rest, piece by piece. l is the * last element under consideration. */ for (l = degree + 1; l < olen; l++) { /* Shift the old stuff by one and get another value. */ for (i = 0; i < degree; i++) { xdata[i] = xdata[i + 1]; ydata[i] = ydata[i + 1]; } ydata[i] = data[l]; xdata[i] = oscale[l]; while (!ft_polyfit(xdata, ydata, result, degree, scratch)) { if (--degree == 0) { fprintf(cp_err, "interpolate: Internal Error.\n"); return (FALSE); } } lastone = putinterval(result, degree, ndata, lastone, nscale, nlen, xdata[i], sign); } if (lastone < nlen - 1) /* ??? */ ndata[nlen - 1] = data[olen - 1]; tfree(scratch); tfree(xdata); tfree(ydata); tfree(result); return (TRUE); } /* 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 mallocs for each call. */ bool ft_polyfit(double *xdata, double *ydata, double *result, int degree, double *scratch) { register double *mat1 = scratch; register int l, k, j, i; register int n = degree + 1; register double *mat2 = scratch + n * n; /* XXX These guys are hacks! */ double d; /* fprintf(cp_err, "n = %d, xdata = ( ", n); for (i = 0; i < n; i++) fprintf(cp_err, "%G ", xdata[i]); fprintf(cp_err, ")\n"); fprintf(cp_err, "ydata = ( "); for (i = 0; i < n; i++) fprintf(cp_err, "%G ", ydata[i]); fprintf(cp_err, ")\n"); */ bzero((char *) result, n * sizeof(double)); bzero((char *) mat1, n * n * sizeof (double)); bcopy((char *) ydata, (char *) mat2, 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++) { d = mat1[i * n + k]; mat1[i * n + k] = mat1[lindex * n + k]; mat1[lindex * n + k] = d; } d = mat2[i]; mat2[i] = mat2[lindex]; mat2[lindex] = d; } /* 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 = %le, y = %le, int = %le\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 = %le, y = %le, int = %le\n", xdata[i], ydata[i], d); printmat("mat1", mat1, n, n); printmat("mat2", mat2, n, 1); */ return (FALSE); } } return (TRUE); } /* Returns thestrchr of the last element that was calculated. oval is the * value of the old scale at the end of the interval that is being interpolated * from, and sign is 1 if the old scale was increasing, and -1 if it was * decreasing. */ static int putinterval(double *poly, int degree, double *nvec, int last, double *nscale, int nlen, double oval, int sign) { int end, i; /* See how far we have to go. */ for (end = last + 1; end < nlen; end++) if (nscale[end] * sign > oval * sign) break; end--; for (i = last + 1; i <= end; i++) nvec[i] = ft_peval(nscale[i], poly, degree); return (end); } static void printmat(char *name, double *mat, int m, int n) { int i, j; printf("\n\r=== Matrix: %s ===\n\r", name); for (i = 0; i < m; i++) { printf(" | "); for (j = 0; j < n; j++) printf("%G ", mat[i * n + j]); printf("|\n\r"); } printf("===\n\r"); return; } double ft_peval(double x, double *coeffs, int degree) { double y; int i; if (!coeffs) return 0.0; /* XXX Should not happen */ y = coeffs[degree]; /* there are (degree+1) coeffs */ for (i = degree - 1; i >= 0; i--) { y *= x; y += coeffs[i]; } return y; } void lincopy(struct dvec *ov, double *newscale, int newlen, struct dvec *oldscale) { struct dvec *v; double *nd; if (!isreal(ov)) { fprintf(cp_err, "Warning: %s is not real\n", ov->v_name); return; } if (ov->v_length < oldscale->v_length) { fprintf(cp_err, "Warning: %s is too short\n", ov->v_name); return; } v = alloc(struct dvec); v->v_name = copy(ov->v_name); v->v_type = ov->v_type; v->v_flags = ov->v_flags; v->v_flags |= VF_PERMANENT; v->v_length = newlen; nd = (double *) tmalloc(newlen * sizeof (double)); if (!ft_interpolate(ov->v_realdata, nd, oldscale->v_realdata, oldscale->v_length, newscale, newlen, 1)) { fprintf(cp_err, "Error: can't interpolate %s\n", ov->v_name); return; } v->v_realdata = nd; vec_new(v); return; } void ft_polyderiv(double *coeffs, int degree) { int i; for (i = 0; i < degree; i++) { coeffs[i] = (i + 1) * coeffs[i + 1]; } }