spatialite-sys 0.2.0

Low-level bindings to the SpatiaLite SQLite geospatial extension
Documentation
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/*

 grass_georef_tps.c -- strictly derived from Grass GIS code: lib/imagery/georef_tps.c
    
 version 4.3, 2015 May 5

 Author: Sandro Furieri a.furieri@lqt.it

 ------------------------------------------------------------------------------
 DISCLAIMER: this source is strictly derived from Grass GIS code and simply
             contains very trivial adjustments required in order to compile
			 smoothly on libspatialite.
			 NOTE: accordingly to the initial license this file is released
			 under GPL2+ terms
 ------------------------------------------------------------------------------
 
 This program is free software; you can redistribute it and/or
 modify it under the terms of the GNU General Public License
 as published by the Free Software Foundation; either version 2
 of the License, or (at your option) any later version.

 This program is distributed in the hope that it will be useful,
 but WITHOUT ANY WARRANTY; without even the implied warranty of
 MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 GNU General Public License for more details.

 You should have received a copy of the GNU General Public License
 along with this program; if not, write to the Free Software
 Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301, USA.
 
*/

#include <stdlib.h>
#include <math.h>
#include <stdio.h>

#if defined(_WIN32) && !defined(__MINGW32__)
#include "config-msvc.h"
#else
#include "config.h"
#endif

#ifdef ENABLE_GCP		/* only if ControlPoints enabled */

/* original code from Grass GIS starts here */

/****************************************************************************
 *
 * MODULE:       imagery library
 * AUTHOR(S):    Markus Metz
 *
 * PURPOSE:      Image processing library
 * COPYRIGHT:    (C) 2013 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.
 *
 *****************************************************************************/

#include "grass_crs.h"

#ifndef MAX
#define MAX(x,y) ((x) > (y) ? (x) : (y))
#endif
#ifndef MIN
#define MIN(x,y) ((x) < (y) ? (x) : (y))
#endif

/***********************************************************************

  FUNCTION PROTOTYPES FOR STATIC (INTERNAL) FUNCTIONS

************************************************************************/

static int calccoef (struct Control_Points *, double **, double **);
static int calcls (struct Control_Points *, struct MATRIX *, double *,
		   double *, double *, double *);

static double tps_base_func (const double x1, const double y1,
			     const double x2, const double y2);
static int solvemat (struct MATRIX *, double *, double *, double *, double *);

/***********************************************************************

  TRANSFORM A SINGLE COORDINATE PAIR.

************************************************************************/

GCP_PRIVATE int
gcp_I_georef_tps (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 */
		  struct Control_Points *cp, int fwd)
{
    int i, j;
    double dist, *pe, *pn;

    if (fwd)
      {
	  pe = cp->e1;
	  pn = cp->n1;
      }
    else
      {
	  pe = cp->e2;
	  pn = cp->n2;
      }

    /* global affine (1st order poly) */
    *e = E[0] + e1 * E[1] + n1 * E[2];
    *n = N[0] + e1 * N[1] + n1 * N[2];

    for (i = 0, j = 0; i < cp->count; i++)
      {
	  if (cp->status[i] > 0)
	    {

		dist = tps_base_func (e1, n1, pe[i], pn[i]);

		*e += E[j + 3] * dist;
		*n += N[j + 3] * dist;
		j++;
	    }
      }

    return MSUCCESS;
}

/***********************************************************************

  COMPUTE THE FORWARD AND BACKWARD GEOREFFERENCING COEFFICIENTS
  BASED ON A SET OF CONTROL POINTS

************************************************************************/

GCP_PRIVATE int
gcp_I_compute_georef_equations_tps (struct Control_Points *cp,
				    double **E12tps, double **N12tps,
				    double **E21tps, double **N21tps)
{
    double *tempptr;
    int numactive;		/* NUMBER OF ACTIVE CONTROL POINTS */
    int status, i;
    double xmax, xmin, ymax, ymin;
    double delx, dely;
    double xx, yy;
    double sumx, sumy, sumx2, sumy2, sumxy;
    double SSxx, SSyy, SSxy;

    /* CALCULATE THE NUMBER OF VALID CONTROL POINTS */

    for (i = numactive = 0; i < cp->count; i++)
      {
	  if (cp->status[i] > 0)
	      numactive++;
      }

    if (numactive < 3)
	return MNPTERR;

    if (numactive > 100000)	/* arbitrary, admittedly */
	return MNPTERR;

    xmin = xmax = cp->e1[0];
    ymin = ymax = cp->n1[0];

    sumx = sumy = sumx2 = sumy2 = sumxy = 0.0;

    for (i = 0; i < cp->count; i++)
      {
	  if (cp->status[i] > 0)
	    {
		xx = cp->e1[i];
		yy = cp->n1[i];

		xmax = MAX (xmax, xx);
		xmin = MIN (xmin, xx);
		ymax = MAX (ymax, yy);
		ymin = MIN (ymin, yy);

		sumx += xx;
		sumx2 += xx * xx;
		sumy += yy;
		sumy2 += yy * yy;
		sumxy += xx * yy;
	    }
      }

    delx = xmax - xmin;
    dely = ymax - ymin;

    SSxx = sumx2 - sumx * sumx / numactive;
    SSyy = sumy2 - sumy * sumy / numactive;
    SSxy = sumxy - sumx * sumy / numactive;

    if (delx < 0.001 * dely || dely < 0.001 * delx ||
	fabs (SSxy * SSxy / (SSxx * SSyy)) > 0.99)
      {
	  /* points are colinear */
	  return MUNSOLVABLE;
      }

    xmin = xmax = cp->e2[0];
    ymin = ymax = cp->n2[0];

    sumx = sumy = sumx2 = sumy2 = sumxy = 0.0;
    for (i = 0; i < cp->count; i++)
      {
	  if (cp->status[i] > 0)
	    {
		xx = cp->e2[i];
		yy = cp->n2[i];

		xmax = MAX (xmax, xx);
		xmin = MIN (xmin, xx);
		ymax = MAX (ymax, yy);
		ymin = MIN (ymin, yy);

		sumx += xx;
		sumx2 += xx * xx;
		sumy += yy;
		sumy2 += yy * yy;
		sumxy += xx * yy;
	    }
      }

    delx = xmax - xmin;
    dely = ymax - ymin;

    SSxx = sumx2 - sumx * sumx / numactive;
    SSyy = sumy2 - sumy * sumy / numactive;
    SSxy = sumxy - sumx * sumy / numactive;

    if (delx < 0.001 * dely || dely < 0.001 * delx ||
	fabs (SSxy * SSxy / (SSxx * SSyy)) > 0.99)
      {
	  /* points are colinear */
	  return MUNSOLVABLE;
      }

    /* CALCULATE THE FORWARD TRANSFORMATION COEFFICIENTS */

    status = calccoef (cp, E12tps, N12tps);

    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, E21tps, N21tps);

    /* 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)
{
    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++;
      }

    /* INITIALIZE MATRIX */

    m.n = numactive + 3;

    m.v = calloc (m.n * m.n, sizeof (double));
    if (m.v == NULL)
	fprintf (stderr, "out of memory - I_compute_georef_equations_tps()\n");
    a = calloc (m.n, sizeof (double));
    if (a == NULL)
	fprintf (stderr, "out of memory - I_compute_georef_equations_tps()\n");
    b = calloc (m.n, sizeof (double));
    if (b == NULL)
	fprintf (stderr, "out of memory - I_compute_georef_equations_tps()\n");

    /* equation coefficients */
    *E = calloc (m.n, sizeof (double));
    if (*E == NULL)
	fprintf (stderr, "out of memory - I_compute_georef_equations_tps()\n");
    *N = calloc (m.n, sizeof (double));
    if (*N == NULL)
	fprintf (stderr, "out of memory - I_compute_georef_equations_tps()\n");

    status = calcls (cp, &m, a, b, *E, *N);

    free (m.v);
    free (a);
    free (b);

    return status;
}


/***********************************************************************

  CALCULATE THE TRANSFORMATION COEFFICIENTS FOR THIN PLATE SPLINE 
  INTERPOLATION.
  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, o, numactive = 0;
    double dist = 0.0, dx, dy;

    /* INITIALIZE 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;
		if (i != j)
		    M (j, i) = 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)
	    {

		a[numactive + 3] = cp->e2[n];
		b[numactive + 3] = cp->n2[n];

		numactive++;
		M (1, numactive + 3) = 1.0;
		M (2, numactive + 3) = cp->e1[n];
		M (3, numactive + 3) = cp->n1[n];

		M (numactive + 3, 1) = 1.0;
		M (numactive + 3, 2) = cp->e1[n];
		M (numactive + 3, 3) = cp->n1[n];
	    }
      }

    if (numactive < m->n - 3)
	return MINTERR;

    i = 0;
    for (n = 0; n < cp->count; n++)
      {
	  if (cp->status[n] > 0)
	    {
		i++;

		j = 0;
		for (o = 0; o <= n; o++)
		  {
		      if (cp->status[o] > 0)
			{
			    j++;
			    M (i + 3, j + 3) =
				tps_base_func (cp->e1[n], cp->n1[n], cp->e1[o],
					       cp->n1[o]);

			    if (i != j)
				M (j + 3, i + 3) = M (i + 3, j + 3);

			    dx = cp->e1[n] - cp->e1[o];
			    dy = cp->n1[n] - cp->n1[o];
			    dist += sqrt (dx * dx + dy * dy);
			}
		  }
	    }
      }

    /* regularization 
       dist /= (numactive * numactive);
       regularization = 0.01 * dist * dist;
     */

    /* set diagonal to regularization, but not the first 3x3 (global affine) */

    return solvemat (m, a, b, E, N);
}


/***********************************************************************

  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;
}

static double
tps_base_func (const double x1, const double y1,
	       const double x2, const double y2)
{
    /* official: r * r * log(r) */
    double dist;

    if ((x1 == x2) && (y1 == y2))
	return 0.0;

    dist = (x2 - x1) * (x2 - x1) + (y2 - y1) * (y2 - y1);

    return dist * log (dist) * 0.5;
}

#endif /* end including GCO */