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- /****************************************************************************
- *
- * MODULE: imagery library
- * AUTHOR(S): Original author(s) name(s) unknown - written by CERL
- * Written By: Brian J. Buckley
- *
- * At: The Center for Remote Sensing
- * Michigan State University
- *
- * PURPOSE: Image processing library
- * COPYRIGHT: (C) 1999, 2005 by the GRASS Development Team
- *
- * This program is free software under the GNU General Public
- * License (>=v2). Read the file COPYING that comes with GRASS
- * for details.
- *
- *****************************************************************************/
- /*
- * Written: 12/19/91
- *
- * Last Update: 12/26/91 Brian J. Buckley
- * Last Update: 1/24/92 Brian J. Buckley
- * Added printout of trnfile. Triggered by BDEBUG.
- * Last Update: 1/27/92 Brian J. Buckley
- * Fixed bug so that only the active control points were used.
- *
- */
- #include <stdlib.h>
- #include <math.h>
- #include <grass/gis.h>
- #include <grass/imagery.h>
- #include <signal.h>
- /* STRUCTURE FOR USE INTERNALLY WITH THESE FUNCTIONS. THESE FUNCTIONS EXPECT
- SQUARE MATRICES SO ONLY ONE VARIABLE IS GIVEN (N) FOR THE MATRIX SIZE */
- struct MATRIX
- {
- int n; /* SIZE OF THIS MATRIX (N x N) */
- double *v;
- };
- /* CALCULATE OFFSET INTO ARRAY BASED ON R/C */
- #define M(row,col) m->v[(((row)-1)*(m->n))+(col)-1]
- #define MSUCCESS 1 /* SUCCESS */
- #define MNPTERR 0 /* NOT ENOUGH POINTS */
- #define MUNSOLVABLE -1 /* NOT SOLVABLE */
- #define MMEMERR -2 /* NOT ENOUGH MEMORY */
- #define MPARMERR -3 /* PARAMETER ERROR */
- #define MINTERR -4 /* INTERNAL ERROR */
- #define MAXORDER 3 /* HIGHEST SUPPORTED ORDER OF TRANSFORMATION */
- /***********************************************************************
- FUNCTION PROTOTYPES FOR STATIC (INTERNAL) FUNCTIONS
- ************************************************************************/
- static int calccoef(struct Control_Points *, double *, double *, int);
- static int calcls(struct Control_Points *, struct MATRIX *, double *,
- double *, double *, double *);
- static int exactdet(struct Control_Points *, struct MATRIX *, double *,
- double *, double *, double *);
- static int solvemat(struct MATRIX *, double *, double *, double *, double *);
- static double term(int, double, double);
- /***********************************************************************
- TRANSFORM A SINGLE COORDINATE PAIR.
- ************************************************************************/
- int I_georef(double e1, /* EASTING TO BE TRANSFORMED */
- double n1, /* NORTHING TO BE TRANSFORMED */
- double *e, /* EASTING, TRANSFORMED */
- double *n, /* NORTHING, TRANSFORMED */
- double E[], /* EASTING COEFFICIENTS */
- double N[], /* NORTHING COEFFICIENTS */
- int order /* ORDER OF TRANSFORMATION TO BE PERFORMED, MUST MATCH THE
- ORDER USED TO CALCULATE THE COEFFICIENTS */
- )
- {
- double e3, e2n, en2, n3, e2, en, n2;
- switch (order) {
- case 1:
- *e = E[0] + E[1] * e1 + E[2] * n1;
- *n = N[0] + N[1] * e1 + N[2] * n1;
- break;
- case 2:
- e2 = e1 * e1;
- n2 = n1 * n1;
- en = e1 * n1;
- *e = E[0] + E[1] * e1 + E[2] * n1 + E[3] * e2 + E[4] * en + E[5] * n2;
- *n = N[0] + N[1] * e1 + N[2] * n1 + N[3] * e2 + N[4] * en + N[5] * n2;
- break;
- case 3:
- e2 = e1 * e1;
- en = e1 * n1;
- n2 = n1 * n1;
- e3 = e1 * e2;
- e2n = e2 * n1;
- en2 = e1 * n2;
- n3 = n1 * n2;
- *e = E[0] +
- E[1] * e1 + E[2] * n1 +
- E[3] * e2 + E[4] * en + E[5] * n2 +
- E[6] * e3 + E[7] * e2n + E[8] * en2 + E[9] * n3;
- *n = N[0] +
- N[1] * e1 + N[2] * n1 +
- N[3] * e2 + N[4] * en + N[5] * n2 +
- N[6] * e3 + N[7] * e2n + N[8] * en2 + N[9] * n3;
- break;
- default:
- return MPARMERR;
- }
- return MSUCCESS;
- }
- /***********************************************************************
- COMPUTE THE FORWARD AND BACKWARD GEOREFFERENCING COEFFICIENTS
- BASED ON A SET OF CONTROL POINTS
- ************************************************************************/
- int I_compute_georef_equations(struct Control_Points *cp, double E12[],
- double N12[], double E21[], double N21[],
- int order)
- {
- double *tempptr;
- int status;
- if (order < 1 || order > MAXORDER)
- return MPARMERR;
- /* CALCULATE THE FORWARD TRANSFORMATION COEFFICIENTS */
- status = calccoef(cp, E12, N12, order);
- if (status != MSUCCESS)
- return status;
- /* SWITCH THE 1 AND 2 EASTING AND NORTHING ARRAYS */
- tempptr = cp->e1;
- cp->e1 = cp->e2;
- cp->e2 = tempptr;
- tempptr = cp->n1;
- cp->n1 = cp->n2;
- cp->n2 = tempptr;
- /* CALCULATE THE BACKWARD TRANSFORMATION COEFFICIENTS */
- status = calccoef(cp, E21, N21, order);
- /* SWITCH THE 1 AND 2 EASTING AND NORTHING ARRAYS BACK */
- tempptr = cp->e1;
- cp->e1 = cp->e2;
- cp->e2 = tempptr;
- tempptr = cp->n1;
- cp->n1 = cp->n2;
- cp->n2 = tempptr;
- return status;
- }
- /***********************************************************************
- COMPUTE THE GEOREFFERENCING COEFFICIENTS
- BASED ON A SET OF CONTROL POINTS
- ************************************************************************/
- static int calccoef(struct Control_Points *cp, double E[], double N[],
- int order)
- {
- struct MATRIX m;
- double *a;
- double *b;
- int numactive; /* NUMBER OF ACTIVE CONTROL POINTS */
- int status, i;
- /* CALCULATE THE NUMBER OF VALID CONTROL POINTS */
- for (i = numactive = 0; i < cp->count; i++) {
- if (cp->status[i] > 0)
- numactive++;
- }
- /* CALCULATE THE MINIMUM NUMBER OF CONTROL POINTS NEEDED TO DETERMINE
- A TRANSFORMATION OF THIS ORDER */
- m.n = ((order + 1) * (order + 2)) / 2;
- if (numactive < m.n)
- return MNPTERR;
- /* INITIALIZE MATRIX */
- m.v = G_calloc(m.n * m.n, sizeof(double));
- a = G_calloc(m.n, sizeof(double));
- b = G_calloc(m.n, sizeof(double));
- if (numactive == m.n)
- status = exactdet(cp, &m, a, b, E, N);
- else
- status = calcls(cp, &m, a, b, E, N);
- G_free(m.v);
- G_free(a);
- G_free(b);
- return status;
- }
- /***********************************************************************
- CALCULATE THE TRANSFORMATION COEFFICIENTS WITH EXACTLY THE MINIMUM
- NUMBER OF CONTROL POINTS REQUIRED FOR THIS TRANSFORMATION.
- ************************************************************************/
- static int exactdet(struct Control_Points *cp, struct MATRIX *m,
- double a[], double b[],
- double E[], /* EASTING COEFFICIENTS */
- double N[] /* NORTHING COEFFICIENTS */
- )
- {
- int pntnow, currow, j;
- currow = 1;
- for (pntnow = 0; pntnow < cp->count; pntnow++) {
- if (cp->status[pntnow] > 0) {
- /* POPULATE MATRIX M */
- for (j = 1; j <= m->n; j++)
- M(currow, j) = term(j, cp->e1[pntnow], cp->n1[pntnow]);
- /* POPULATE MATRIX A AND B */
- a[currow - 1] = cp->e2[pntnow];
- b[currow - 1] = cp->n2[pntnow];
- currow++;
- }
- }
- if (currow - 1 != m->n)
- return MINTERR;
- return solvemat(m, a, b, E, N);
- }
- /***********************************************************************
- CALCULATE THE TRANSFORMATION COEFFICIENTS WITH MORE THAN THE MINIMUM
- NUMBER OF CONTROL POINTS REQUIRED FOR THIS TRANSFORMATION. THIS
- ROUTINE USES THE LEAST SQUARES METHOD TO COMPUTE THE COEFFICIENTS.
- ************************************************************************/
- static int calcls(struct Control_Points *cp, struct MATRIX *m,
- double a[], double b[],
- double E[], /* EASTING COEFFICIENTS */
- double N[] /* NORTHING COEFFICIENTS */
- )
- {
- int i, j, n, numactive = 0;
- /* INITIALIZE THE UPPER HALF OF THE MATRIX AND THE TWO COLUMN VECTORS */
- for (i = 1; i <= m->n; i++) {
- for (j = i; j <= m->n; j++)
- M(i, j) = 0.0;
- a[i - 1] = b[i - 1] = 0.0;
- }
- /* SUM THE UPPER HALF OF THE MATRIX AND THE COLUMN VECTORS ACCORDING TO
- THE LEAST SQUARES METHOD OF SOLVING OVER DETERMINED SYSTEMS */
- for (n = 0; n < cp->count; n++) {
- if (cp->status[n] > 0) {
- numactive++;
- for (i = 1; i <= m->n; i++) {
- for (j = i; j <= m->n; j++)
- M(i, j) +=
- term(i, cp->e1[n], cp->n1[n]) * term(j, cp->e1[n],
- cp->n1[n]);
- a[i - 1] += cp->e2[n] * term(i, cp->e1[n], cp->n1[n]);
- b[i - 1] += cp->n2[n] * term(i, cp->e1[n], cp->n1[n]);
- }
- }
- }
- if (numactive <= m->n)
- return MINTERR;
- /* TRANSPOSE VALUES IN UPPER HALF OF M TO OTHER HALF */
- for (i = 2; i <= m->n; i++)
- for (j = 1; j < i; j++)
- M(i, j) = M(j, i);
- return solvemat(m, a, b, E, N);
- }
- /***********************************************************************
- CALCULATE THE X/Y TERM BASED ON THE TERM NUMBER
- ORDER\TERM 1 2 3 4 5 6 7 8 9 10
- 1 e0n0 e1n0 e0n1
- 2 e0n0 e1n0 e0n1 e2n0 e1n1 e0n2
- 3 e0n0 e1n0 e0n1 e2n0 e1n1 e0n2 e3n0 e2n1 e1n2 e0n3
- ************************************************************************/
- static double term(int term, double e, double n)
- {
- switch (term) {
- case 1:
- return 1.0;
- case 2:
- return e;
- case 3:
- return n;
- case 4:
- return e * e;
- case 5:
- return e * n;
- case 6:
- return n * n;
- case 7:
- return e * e * e;
- case 8:
- return e * e * n;
- case 9:
- return e * n * n;
- case 10:
- return n * n * n;
- }
- return 0.0;
- }
- /***********************************************************************
- SOLVE FOR THE 'E' AND 'N' COEFFICIENTS BY USING A SOMEWHAT MODIFIED
- GAUSSIAN ELIMINATION METHOD.
- | M11 M12 ... M1n | | E0 | | a0 |
- | M21 M22 ... M2n | | E1 | = | a1 |
- | . . . . | | . | | . |
- | Mn1 Mn2 ... Mnn | | En-1 | | an-1 |
- and
- | M11 M12 ... M1n | | N0 | | b0 |
- | M21 M22 ... M2n | | N1 | = | b1 |
- | . . . . | | . | | . |
- | Mn1 Mn2 ... Mnn | | Nn-1 | | bn-1 |
- ************************************************************************/
- static int solvemat(struct MATRIX *m, double a[], double b[], double E[],
- double N[])
- {
- int i, j, i2, j2, imark;
- double factor, temp;
- double pivot; /* ACTUAL VALUE OF THE LARGEST PIVOT CANDIDATE */
- for (i = 1; i <= m->n; i++) {
- j = i;
- /* find row with largest magnitude value for pivot value */
- pivot = M(i, j);
- imark = i;
- for (i2 = i + 1; i2 <= m->n; i2++) {
- temp = fabs(M(i2, j));
- if (temp > fabs(pivot)) {
- pivot = M(i2, j);
- imark = i2;
- }
- }
- /* if the pivot is very small then the points are nearly co-linear */
- /* co-linear points result in an undefined matrix, and nearly */
- /* co-linear points results in a solution with rounding error */
- if (pivot == 0.0)
- return MUNSOLVABLE;
- /* if row with highest pivot is not the current row, switch them */
- if (imark != i) {
- for (j2 = 1; j2 <= m->n; j2++) {
- temp = M(imark, j2);
- M(imark, j2) = M(i, j2);
- M(i, j2) = temp;
- }
- temp = a[imark - 1];
- a[imark - 1] = a[i - 1];
- a[i - 1] = temp;
- temp = b[imark - 1];
- b[imark - 1] = b[i - 1];
- b[i - 1] = temp;
- }
- /* compute zeros above and below the pivot, and compute
- values for the rest of the row as well */
- for (i2 = 1; i2 <= m->n; i2++) {
- if (i2 != i) {
- factor = M(i2, j) / pivot;
- for (j2 = j; j2 <= m->n; j2++)
- M(i2, j2) -= factor * M(i, j2);
- a[i2 - 1] -= factor * a[i - 1];
- b[i2 - 1] -= factor * b[i - 1];
- }
- }
- }
- /* SINCE ALL OTHER VALUES IN THE MATRIX ARE ZERO NOW, CALCULATE THE
- COEFFICIENTS BY DIVIDING THE COLUMN VECTORS BY THE DIAGONAL VALUES. */
- for (i = 1; i <= m->n; i++) {
- E[i - 1] = a[i - 1] / M(i, i);
- N[i - 1] = b[i - 1] / M(i, i);
- }
- return MSUCCESS;
- }
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