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Summary

Description
English: Cauliflower Julia set DLD field lines. Algorithm : Discrete Lagrangian Descriptors (DLD) by Víctor J. García-Garrido[1] Here exterior = level cures of escape time, interior = field lines. The boundaries of parabolic checkerboard and the Julia set itself are not drawn: we see it as the locus of points where the circles are especially close to each other.
Date
Source Own work with help of pauldelbrot[2]
Author Adam majewski
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c src code

/*

  Adam Majewski
  adammaj1 aaattt o2 dot pl  // o like oxygen not 0 like zero 
  
  
  


  
  ==============================================
  
  
  Structure of a program or how to analyze the program 
  
  
  ============== Image X ========================
  
  DrawImageOfX -> DrawPointOfX -> ComputeColorOfX 
  
  first 2 functions are identical for every X
  check only last function =  ComputeColorOfX
  which computes color of one pixel !
  
  

   
  ==========================================

  
  ---------------------------------
  indent d.c 
  default is gnu style 
  -------------------



  c console progam 
  
	export  OMP_DISPLAY_ENV="TRUE"	
  	gcc d.c -lm -Wall -march=native -fopenmp
  	time ./a.out > b.txt


  gcc d.c -lm -Wall -march=native -fopenmp


  time ./a.out

  time ./a.out >i.txt
  time ./a.out >e.txt
  
  =======================
  # gnuplot "i.plt"
set terminal svg enhanced background rgb 'white'
set xlabel "re(z)"
set ylabel "DLD"
set title "Relation between z and DLD in the interior of Julia set for c = -1"
set output "interior.svg"
plot "i.txt" with lines

  ----------------------
  
*/

#include <stdio.h>
#include <stdlib.h>		// malloc
#include <string.h>		// strcat
#include <math.h>		// M_PI; needs -lm also
#include <complex.h>
#include <omp.h>		// OpenMP

/* --------------------------------- global variables and consts ------------------------------------------------------------ */



// virtual 2D array and integer ( screen) coordinate
// Indexes of array starts from 0 not 1 
//unsigned int ix, iy; // var
static unsigned int ixMin = 0;	// Indexes of array starts from 0 not 1
static unsigned int ixMax;	//
static unsigned int iWidth;	// horizontal dimension of array

static unsigned int iyMin = 0;	// Indexes of array starts from 0 not 1
static unsigned int iyMax;	//

static unsigned int iHeight = 10000;	//  
// The size of array has to be a positive constant integer 
static unsigned int iSize;	// = iWidth*iHeight; 

// memmory 1D array 
unsigned char *data;
unsigned char *edge;
unsigned char *bin;

// unsigned int i; // var = index of 1D array
//static unsigned int iMin = 0; // Indexes of array starts from 0 not 1
static unsigned int iMax;	// = i2Dsize-1  = 
// The size of array has to be a positive constant integer 
// unsigned int i1Dsize ; // = i2Dsize  = (iMax -iMin + 1) =  ;  1D array with the same size as 2D array


static const double ZxMin = -1.2;	//-0.05;
static const double ZxMax =  1.2;	//0.75;
static const double ZyMin = -1.2;	//-0.1;
static const double ZyMax =  1.2;	//0.7;
static double PixelWidth;	// =(ZxMax-ZxMin)/ixMax;
static double PixelHeight;	// =(ZyMax-ZyMin)/iyMax;
static double ratio;


// complex numbers of parametr plane 
double complex c = 0.25;		// parameter of function fc(z)=z^2 + c
double complex zf = 0.5;

double ER = 1e60;
double AR = 1e-20; //1e-0;



const int N = 1000; // fixed number : maximal number of iterations
double p  = 0.015625;  // 1/64 // 0.25; 
double m = 2.0; // density of curves


int iInterior = 0;
int iExterior = 0;


/* colors = shades of gray from 0 to 255 */
unsigned char iColorOfExterior = 250;
unsigned char iColorOfInterior = 200;
unsigned char iColorOfBoundary = 0;





/* ------------------------------------------ functions -------------------------------------------------------------*/





//------------------complex numbers -----------------------------------------------------





// from screen to world coordinate ; linear mapping
// uses global cons
double GiveZx ( int ix)
{
  return (ZxMin + ix * PixelWidth);
}

// uses globaal cons
double GiveZy (int iy) {
  return (ZyMax - iy * PixelHeight);
}				// reverse y axis


complex double GiveZ( int ix, int iy){
  double Zx = GiveZx(ix);
  double Zy = GiveZy(iy);
	
  return Zx + Zy*I;
	
	


}




// ****************** DYNAMICS = trap tests ( target sets) ****************************


/* -----------  array functions = drawing -------------- */

/* gives position of 2D point (ix,iy) in 1D array  ; uses also global variable iWidth */
unsigned int Give_i (unsigned int ix, unsigned int iy)
{
  return ix + iy * iWidth;
}


// ***********************************************************************************************
// ********************** edge detection usung Sobel filter ***************************************
// ***************************************************************************************************

// from Source to Destination
int ComputeBoundaries(unsigned char S[], unsigned char D[])
{
 
  unsigned int iX,iY; /* indices of 2D virtual array (image) = integer coordinate */
  unsigned int i; /* index of 1D array  */
  /* sobel filter */
  unsigned char G, Gh, Gv; 
  // boundaries are in D  array ( global var )
 
  // clear D array
  memset(D, iColorOfExterior, iSize*sizeof(*D)); // for heap-allocated arrays, where N is the number of elements = FillArrayWithColor(D , iColorOfExterior);
 
  // printf(" find boundaries in S array using  Sobel filter\n");   
#pragma omp parallel for schedule(dynamic) private(i,iY,iX,Gv,Gh,G) shared(iyMax,ixMax)
  for(iY=1;iY<iyMax-1;++iY){ 
    for(iX=1;iX<ixMax-1;++iX){ 
      Gv= S[Give_i(iX-1,iY+1)] + 2*S[Give_i(iX,iY+1)] + S[Give_i(iX-1,iY+1)] - S[Give_i(iX-1,iY-1)] - 2*S[Give_i(iX-1,iY)] - S[Give_i(iX+1,iY-1)];
      Gh= S[Give_i(iX+1,iY+1)] + 2*S[Give_i(iX+1,iY)] + S[Give_i(iX-1,iY-1)] - S[Give_i(iX+1,iY-1)] - 2*S[Give_i(iX-1,iY)] - S[Give_i(iX-1,iY-1)];
      G = sqrt(Gh*Gh + Gv*Gv);
      i= Give_i(iX,iY); /* compute index of 1D array from indices of 2D array */
      if (G==0) {D[i]=255;} /* background */
      else {D[i]=0;}  /* boundary */
    }
  }
 
   
 
  return 0;
}



// copy from Source to Destination
int CopyBoundaries(unsigned char S[],  unsigned char D[])
{
 
  unsigned int iX,iY; /* indices of 2D virtual array (image) = integer coordinate */
  unsigned int i; /* index of 1D array  */
 
 
  //printf("copy boundaries from S array to D array \n");
  for(iY=1;iY<iyMax-1;++iY)
    for(iX=1;iX<ixMax-1;++iX)
      {i= Give_i(iX,iY); if (S[i]==0) D[i]=0;}
 
 
 
  return 0;
}







// ***************************************************************************************************************************
// ************************** DLD/J*****************************************
// ****************************************************************************************************************************



/* partial pnorm 
   input: z , zn = f(z), p
   output ppn
   
   
*/
double ppnorm( complex double z, complex double zn, double p){

	double s[2][3]; // array for 2 points on the Riemann sphere
	int j; 
	double d; // denominator 
	double x; 
	double y;
	
	double ds;
	double ppn = 0.0;
	
	// map from complex plane to riemann sphere
	// z
	x = creal(z);
	y = cimag(z);
	d = x*x + y*y + 1.0;
	
	s[0][0] = (2.0*x)/d;
	s[0][1] = (2.0*y)/d;  
	s[0][2] = (d-2.0)/d; // (x^2 + y^2 - 1)/d
	
	// zn
	x = creal(zn);
	y = cimag(zn);
	d = x*x + y*y + 1.0;
	s[1][0] = (2.0*x)/d;
	s[1][1] = (2.0*y)/d;  
	s[1][2] = (d-2.0)/d; // (x^2 + y^2 - 1)/d
	
	// sum 
	for (j=0; j <3; ++j){
		ds = fabs(s[1][j] - s[0][j]);
		//  normal:  neither zero, subnormal, infinite, nor NaN
		//if (fpclassify (ds) !=FP_INFINITE)
		//if (isnormal(ds)) 
		// it is solved by if (cabs(z) > 1e60 ) break; procedure in parent function 
		ppn += pow(ds,p); // |ds|^p
		//	else {ppn = 10000.0; printf("ds = infty\t");} // 
			
		}
		
		
	return ppn;
	
	
	
	
	


}

// DLD = Discret Lagrangian Descriptior
double lagrangian( complex double z0, complex double c, int iMax, double p ){

	int i; // number of iteration
	double d = 0.0; // DLD = sum
	double ppn; // partial pnorm
	complex double z = z0;
	complex double zn; // next z
	
	
	//if (cabs(z) < AR || cabs(z +1)< AR) return 5.0; // for z= 0.0 d = inf
	
	
	for (i=0; i<iMax; ++i){
	
		
		
		
		zn = z*z +c; // complex iteration
		ppn = ppnorm(z, zn, p);
		d += ppn; // sum
		//
		z = zn; 
		
		//if (! isnormal(d)) { return 0.0; } // not works
		if (cabs(z) > ER ) {
			iExterior +=1;
			d = - (double)i/iMax; // escape time
			break; // exterior : big values produces NAN error in ppnorm computing 
			}
		// it not works ????
		if (cabs(z -zf) < AR ) 
			{ // interior
			  iInterior +=1;
				d = -d;
				break; 
				
			}
			
		
	}
	 
	
	
	
	if (d<0.0) {// exterior = escape time
			d = -d;
		
		
		
		}
		else { // interior = DLD
			d =  d/((double)i); // averaging 
			d = m* d;
			d = d - (int)d; // fractional part}
		}
		
	
	
	return d; 
	



}





unsigned char ComputeColorOfDLD(complex double z){

 	
  	//double cabsz;
  	int iColor;
  	double d;
  
	
  	d = lagrangian(z,c, N,p);
  	
  	if ( d<0.0) 
  		{iColor = iColorOfExterior;}
   		else {iColor = (int)(d*255.0)  % 255;} // interior
  
  
  return (unsigned char) iColor;


}



// plots raster point (ix,iy) 
int DrawPointOfDLD (unsigned char A[], int ix, int iy)
{
  int i;			/* index of 1D array */
  unsigned char iColor;
  complex double z;


  i = Give_i (ix, iy);		/* compute index of 1D array from indices of 2D array */
  z = GiveZ(ix,iy);
  iColor = ComputeColorOfDLD(z);
  A[i] = iColor ;		// interior
  
  return 0;
}




// fill array 
// uses global var :  ...
// scanning complex plane 
int DrawImagerOfDLD (unsigned char A[])
{
  unsigned int ix, iy;		// pixel coordinate 

  	//printf("compute image \n");
 	// for all pixels of image 
	#pragma omp parallel for schedule(dynamic) private(ix,iy) shared(A, ixMax , iyMax)
  	for (iy = iyMin; iy <= iyMax; ++iy){
    		printf (" %d from %d \r", iy, iyMax);	//info 
    		for (ix = ixMin; ix <= ixMax; ++ix)
      			DrawPointOfDLD(A, ix, iy);	//  
  }

  return 0;
}





// test how values changes to tune color 
int test_interior(){

// choose 2 points such that color is changing the most
	complex double z = zf;
	complex double z2 = 0.5*I;
	int iMax = 20;
	complex double dz = (zf- z2)/iMax;
	printf("dz = %.16f ; %.16f\n", creal(dz), cimag(dz));
	int i;
	
	printf("z = %.16f ; %.16f\n", creal(z), cimag(z));
	printf("# z d\n"); // gnuplot
	for (i=0; i<iMax; ++i){
	
		double d = lagrangian(z, c, N, p);
		//int iColor = ComputeColorOfDLD(z);
		 
		// printf(" z = %.16f d = %.16f color = %d \n",creal(z), d, iColor);
		printf("%d %.16f %.16f %.16f\t %d\n",i ,  creal(z), cimag(z),d, (int)(d*255.0)  % 255); // gnuplot 
		z = z -  dz;
		}
		
	//		
	double d0 = lagrangian(zf, c, N, p);
	double db = lagrangian(z2, c, N, p);	
	double dd = d0 - db;
	printf("d0 - db  = %.16f - %.16f = %.16f\n",d0, db, dd);
	
		
	return 0;


}
 
 
 

// test how values changes to tune color 
int test_exterior(){

	complex double z;
	complex double z0 = zf;
	complex double z1 = 3.0;
	complex double dz = cabs(z1 - z0)/20;
	
	
	z = z0;
	printf("# z d color\n"); // gnuplot
	while (creal(z) < creal(z1)){
	
		double d = lagrangian(z, c, N, p);
		//int iColor = ComputeColorOfDLD(z);
		 
		// printf(" z = %.16f d = %.16f color = %d \n",creal(z), d, iColor);
		printf(" %.16f\t %.16f \t%d\n",creal(z), d, (int)(d*255.0)  % 255); // gnuplot 
		z += dz;
		}
		
	//		
	double d0 = lagrangian(z0, c, N, p);
	double d1 = lagrangian(z1, c, N, p);	
	double dd = d0 - d1;
	printf("d0 - d1  = %.16f - %.16f = %.16f\n",d0, d1, dd);
		
	return 0;


}
 
 








// *******************************************************************************************
// ********************************** save A array to pgm file ****************************
// *********************************************************************************************

int SaveArray2PGMFile( unsigned char A[], double k, char* comment )
{
  
  FILE * fp;
  const unsigned int MaxColorComponentValue=255; /* color component is coded from 0 to 255 ;  it is 8 bit color file */
  char name [100]; /* name of file */
  snprintf(name, sizeof name, "%.3f", k); /*  */
  char *filename =strncat(name,".pgm", 4);
  
  
  
  // save image to the pgm file 
  fp= fopen(filename,"wb"); // create new file,give it a name and open it in binary mode 
  fprintf(fp,"P5\n # %s\n %u %u\n %u\n", comment, iWidth, iHeight, MaxColorComponentValue);  // write header to the file
  fwrite(A,iSize,1,fp);  // write array with image data bytes to the file in one step 
  fclose(fp); 
  
  // info 
  printf("File %s saved ", filename);
  if (comment == NULL || strlen(comment) ==0)  
    printf("\n");
  else printf (". Comment = %s \n", comment); 

  return 0;
}







int PrintInfoAboutProgam()
{

  
  // display info messages
  printf ("Numerical approximation of Julia set for fc(z)= z^2 + c \n");
  //printf ("iPeriodParent = %d \n", iPeriodParent);
  //printf ("iPeriodOfChild  = %d \n", iPeriodChild);
  printf ("parameter c = ( %.16f ; %.16f ) \n", creal(c), cimag(c));
  
  printf ("Image Width = %f in world coordinate\n", ZxMax - ZxMin);
  printf ("PixelWidth = %f \n", PixelWidth);
  printf("iInterior = %d \n", iInterior);
  printf("iExterior = %d \n", iExterior);
 
  // image corners in world coordinate
  // center and radius
  // center and zoom
  // GradientRepetition
  printf ("Maximal number of iterations = iterMax = %d \n", N);
  printf ("ratio of image  = %f ; it should be 1.000 ...\n", ratio);
  //
  printf("gcc version: %d.%d.%d\n",__GNUC__,__GNUC_MINOR__,__GNUC_PATCHLEVEL__); // https://stackoverflow.com/questions/20389193/how-do-i-check-my-gcc-c-compiler-version-for-my-eclipse
  // OpenMP version is diplayed in the console 
  return 0;
}






// *****************************************************************************
//;;;;;;;;;;;;;;;;;;;;;;  setup ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
// **************************************************************************************

int setup ()
{

  printf ("setup start\n");
   
  
  
  
  
	
  /* 2D array ranges */
  
  iWidth = iHeight;
  iSize = iWidth * iHeight;	// size = number of points in array 
  // iy
  iyMax = iHeight - 1;		// Indexes of array starts from 0 not 1 so the highest elements of an array is = array_name[size-1].
  //ix

  ixMax = iWidth - 1;

  /* 1D array ranges */
  // i1Dsize = i2Dsize; // 1D array with the same size as 2D array
  iMax = iSize - 1;		// Indexes of array starts from 0 not 1 so the highest elements of an array is = array_name[size-1].

  /* Pixel sizes */
  PixelWidth = (ZxMax - ZxMin) / ixMax;	//  ixMax = (iWidth-1)  step between pixels in world coordinate 
  PixelHeight = (ZyMax - ZyMin) / iyMax;
  ratio = ((ZxMax - ZxMin) / (ZyMax - ZyMin)) / ((double) iWidth / (double) iHeight);	// it should be 1.000 ...
	
   
	
  
   	
  /* create dynamic 1D arrays for colors ( shades of gray ) */
  data = malloc (iSize * sizeof (unsigned char));
  edge = malloc (iSize * sizeof (unsigned char));
  bin = malloc (iSize * sizeof (unsigned char));    
  	
  if (data == NULL  || edge == NULL || bin == NULL){
    fprintf (stderr, " Could not allocate memory");
    return 1;
  }

  
 	
  
  
  
  
  printf (" end of setup \n");
	
  return 0;

} // ;;;;;;;;;;;;;;;;;;;;;;;;; end of the setup ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;




int end(){


  printf (" allways free memory (deallocate )  to avoid memory leaks \n"); // https://wiki.riteme.site/wiki/C_dynamic_memory_allocation
  free (data);
  free(edge);
  free(bin);
  
  
  PrintInfoAboutProgam();
  return 0;

}

// ********************************************************************************************************************
/* -----------------------------------------  main   -------------------------------------------------------------*/
// ********************************************************************************************************************

int main () {
  setup ();
  
  
  
  DrawImagerOfDLD(data);
  SaveArray2PGMFile (data, iWidth+m+p, "DLD/J");

	ComputeBoundaries(data, edge);
	SaveArray2PGMFile (edge, iWidth+100+m+p, "boundaries of DLD/J");

  test_exterior();
  test_interior(); 
  
  end();

  return 0;
}

text output

gcc d.c -lm -Wall -march=native -fopenmp
a@zelman:~/c/julia/DLD/cauliflower/c3$ ./a.out
setup start
 end of setup 
File 10002.016.pgm saved . Comment = DLD/J 
File 10102.016.pgm saved . Comment = boundaries of DLD/J 
# z d color
 0.5000000000000000	 -nan 	-128
 0.6250000000000000	 0.0170000000000000 	4
 0.7500000000000000	 0.0120000000000000 	3
 0.8750000000000000	 0.0100000000000000 	2
 1.0000000000000000	 0.0090000000000000 	2
 1.1250000000000000	 0.0090000000000000 	2
 1.2500000000000000	 0.0080000000000000 	2
 1.3750000000000000	 0.0080000000000000 	2
 1.5000000000000000	 0.0080000000000000 	2
 1.6250000000000000	 0.0080000000000000 	2
 1.7500000000000000	 0.0070000000000000 	1
 1.8750000000000000	 0.0070000000000000 	1
 2.0000000000000000	 0.0070000000000000 	1
 2.1250000000000000	 0.0070000000000000 	1
 2.2500000000000000	 0.0070000000000000 	1
 2.3750000000000000	 0.0070000000000000 	1
 2.5000000000000000	 0.0070000000000000 	1
 2.6250000000000000	 0.0070000000000000 	1
 2.7500000000000000	 0.0070000000000000 	1
 2.8750000000000000	 0.0070000000000000 	1
d0 - d1  = -nan - 0.0060000000000000 = -nan
dz = 0.0250000000000000 ; -0.0250000000000000
z = 0.5000000000000000 ; 0.0000000000000000
# z d
0 0.5000000000000000 0.0000000000000000 -nan	 -128
1 0.4750000000000000 0.0250000000000000 0.9280331453308284	 236
2 0.4500000000000000 0.0500000000000000 0.9192910465882713	 234
3 0.4249999999999999 0.0750000000000000 0.9115394266312915	 232
4 0.3999999999999999 0.1000000000000000 0.9049469301174060	 230
5 0.3749999999999999 0.1250000000000000 0.8991353614792086	 229
6 0.3499999999999999 0.1500000000000000 0.8938297947360665	 227
7 0.3249999999999998 0.1750000000000000 0.8888365294299110	 226
8 0.2999999999999998 0.2000000000000000 0.8840080168795916	 225
9 0.2749999999999998 0.2250000000000000 0.8792198184958213	 224
10 0.2499999999999998 0.2500000000000000 0.8743548247356747	 222
11 0.2249999999999998 0.2750000000000000 0.8692902267214979	 221
12 0.1999999999999998 0.3000000000000000 0.8638837407122395	 220
13 0.1749999999999998 0.3250000000000000 0.8579552568683688	 218
14 0.1499999999999998 0.3500000000000000 0.8512576948111183	 217
15 0.1249999999999998 0.3750000000000001 0.8434239487657011	 215
16 0.0999999999999998 0.4000000000000001 0.8338568508856596	 212
17 0.0749999999999998 0.4250000000000001 0.8214620348597501	 209
18 0.0499999999999998 0.4500000000000001 0.8038315203825022	 204
19 0.0249999999999998 0.4750000000000001 0.7734449573111908	 197
d0 - db  = -nan - 0.3301294532485985 = -nan
 allways free memory (deallocate )  to avoid memory leaks 
Numerical approximation of Julia set for fc(z)= z^2 + c 
parameter c = ( 0.2500000000000000 ; 0.0000000000000000 ) 
Image Width = 2.400000 in world coordinate
PixelWidth = 0.000240 
iInterior = 4 
iExterior = 48821978 
Maximal number of iterations = iterMax = 1000 
ratio of image  = 1.000000 ; it should be 1.000 ...
gcc version: 7.5.0


postprocessing

 convert 10102.016.pgm -resize 2000x2000 10.png

references

  1. Unveiling the Fractal Structure of Julia Sets with Lagrangian Descriptors by Víctor J. García-Garrido
  2. fractalforums.org: unveiling-the-fractal-structure-of-julia-sets-with-lagrangian-descriptors

Captions

Cauliflower Julia set DLD field lines

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