source: issm/trunk-jpl/src/m/contrib/gravity/vfsa.cpp@ 18439

#include <iostream>
#include <cmath>
#include <fstream>
#include <string>
#include <cstdio>
#include <cstdlib>
#include <time.h>
#include <cassert>
#include <gsl/gsl_multifit.h>

using namespace std;

class Matrix{/*{{{*/
        private:
                int     M;        /*Number of lines   */
                int     N;        /*Number if Columns */
                double *values;
        public:
                Matrix(int m_in,int n_in){/*{{{*/
                        this->M = m_in;
                        this->N = n_in;
                        this->values = new double[M*N];
                }/*}}}*/
                ~Matrix(){/*{{{*/
                        delete [] this->values;
                }/*}}}*/
                void Echo(void){/*{{{*/
                        for(int i=0;i<M;i++){
                                for(int j=0;j<N;j++){
                                        cout << " " << this->values[i*N+j];
                                }
                                cout << endl;
                        }
                }/*}}}*/
                void SetValue(int i,int j,double value){/*{{{*/
                        this->values[i*N+j] = value;
                }/*}}}*/
                double GetValue(int i,int j){/*{{{*/
                        return this->values[i*N+j];
                }/*}}}*/
                void GetSize(int* pM,int* pN){/*{{{*/
                        *pM = this->M;
                        *pN = this->N;
                }/*}}}*/
                double* GetPointer(void){/*{{{*/
                        return this->values;
                }/*}}}*/
                void MatrixSum(Matrix* A,Matrix* B){/*{{{*/
                        /*Check that sizes are compatible*/
                        int M_B,N_B,M_A,N_A;
                        B->GetSize(&M_B,&N_B);
                        A->GetSize(&M_A,&N_A);
                        assert(this->M==M_B && this->N==N_B);
                        assert(this->M==M_A && this->N==N_A);
                        for(int i=0;i<this->M;i++){
                                for(int j=0;j<this->N;j++){
                                        this->SetValue(i,j,A->GetValue(i,j) + B->GetValue(i,j));
                                }
                        }
                }/*}}}*/
                void MatrixDiff(Matrix* A,Matrix* B){/*{{{*/
                        /*Check that sizes are compatible*/
                        int M_B,N_B,M_A,N_A;
                        B->GetSize(&M_B,&N_B);
                        A->GetSize(&M_A,&N_A);
                        assert(this->M==M_B && this->N==N_B);
                        assert(this->M==M_A && this->N==N_A);
                        for(int i=0;i<this->M;i++){
                                for(int j=0;j<this->N;j++){
                                        this->SetValue(i,j,A->GetValue(i,j) - B->GetValue(i,j));
                                }
                        }
                }/*}}}*/
                void MatrixAbs(Matrix* A){/*{{{*/
                        for(int i=0;i<this->M;i++){
                                for(int j=0;j<this->N;j++){
                                        this->SetValue(i,j,fabs(A->GetValue(i,j)));
                                }
                        }
                }/*}}}*/
                void MatrixEqual(Matrix* A){/*{{{*/
                        for(int i=0;i<this->M;i++){
                                for(int j=0;j<this->N;j++){
                                        this->SetValue(i,j,A->GetValue(i,j));
                                }
                        }
                }/*}}}*/
                double MatrixInternSum(){/*{{{*/
                        double sum=0;
                        for(int i=0;i<this->M;i++){
                                for(int j=0;j<this->N;j++){
                                        sum+=this->GetValue(i,j);
                                }
                        }
                        return sum;
                }/*}}}*/
                void ExtractLine(Matrix* A,int i){/*{{{*/
                        /* Check that the size of A is compatible */
                        int M_A,N_A;
                        A->GetSize(&M_A,&N_A);
                        assert(M_A==1 && this->N==N_A);
                        for(int j=0;j<this->N;j++){
                                A->SetValue(0,j,this->GetValue(i,j));
                        }
                }/*}}}*/
                void ExtractColumn(Matrix* A,int j){/*{{{*/
                        /* Check that the size of A is compatible */
                        int M_A,N_A;
                        A->GetSize(&M_A,&N_A);
                        assert(N_A==1 && this->M==M_A);
                        for(int i=0;i<this->M;i++){
                                A->SetValue(i,0,this->GetValue(i,j));
                        }
                }/*}}}*/
                void AddNumber(double a){/*{{{*/
                        for(int i=0;i<this->M;i++){
                                for(int j=0;j<this->N;j++){
                                        this->SetValue(i,j,this->GetValue(i,j) + a);
                                }
                        }
                }/*}}}*/
};/*}}}*/

/*Local prototypes{{{*/
void makep(Matrix *Pobs,int nx,int ny, int dx, int dy);
void vec2grid(Matrix *V,Matrix *V1,Matrix *V2,int nx, int ny);
void msplit( Matrix *m, Matrix *m1,Matrix *m2,double dlevel);
void plouff(Matrix *g,Matrix *Pobs,Matrix *Pp,Matrix * mesh,Matrix *rho,int dx,int dy, int dn,int m,int n,int l);
void vec2gridsimple(Matrix *V,Matrix *V1,int nx, int ny);
void reshape(Matrix* V,Matrix* V1,int nx,int ny);
double misfit(Matrix* m0,Matrix* evalid,Matrix* gobs,int dlevel,Matrix* Pobs,Matrix* xobs,Matrix* yobs,Matrix* Pp,Matrix* rho1, Matrix* rho2,int dx,int dy,int dn,int nx,int ny, int mx,int my);
void GSLsquarefit(Matrix** pX,Matrix* A,Matrix* B);
double signe(double a);
void filtergrav(Matrix* A,Matrix* Ain,double ctr,double sd,int mx,int my);
void newmodelgen(Matrix* m0,Matrix* m1,Matrix* bathy,Matrix* icethick,int mx,int my,double T,double ptval,double mmax,double mmax2,double ctr,double sd);
/*}}}*/

int main(){/*{{{*/

        /* Seed the random number generator {{{*/
        srand (time(NULL));               /*}}}*/
        /* Define the variables {{{*/

        int    dx     = 500;   /* prism dimension in x-direction                           */
        int    dy     = 500;   /* prism dimension in y-direction                           */
        int    mx     = 39;    /* number of prisms in x-direction                          */
        int    my     = 60;    /* number of prisms in y-direction                          */
        int    nx     = 39;    /* number of data points in x-direction                     */
        int    ny     = 60;    /* number of data points in y-direction                     */
        int    dn     = 15000; /* distance for neighbouting prisms for gravity calculation */
        double ptval  = 100.;  /* max. amount to perturb model                             */
        double ptval2 = 100.;

        Matrix *Pobs=new Matrix(nx*ny,2); /* data positions */
        makep(Pobs,nx,ny,dx,dy);
// Pobs->Echo();


        Matrix *Pp=new Matrix(mx*my,2); /* data positions */
        makep(Pp,mx,my,dx,dy);
// Pp->Echo();

        double  rhoi = 890;           /* ice density     */
        double  rhow = 1030;          /* water density   */
// double  rhos = 2013;               /* sediment density */
        double  rhoc = 2670;          /* bedrock density */
        
        Matrix *Rho  = new Matrix(1,2);
        Rho->SetValue(0,0,rhoi);
        Rho->SetValue(0,1,rhow);
        Matrix *rho1  = new Matrix(1,3);
        rho1->SetValue(0,0,rhoi);
        rho1->SetValue(0,1,rhow);
        rho1->SetValue(0,2,rhoc);
        Matrix *rho2  = new Matrix(1,2);
        rho2->SetValue(0,0,rhoi-rhoc);
        rho2->SetValue(0,1,rhow-rhoc);
        
        double ctr=1;            /* parameter for filtering */
        double sd=0.1;

        Matrix *xobs= new Matrix(ny,nx);
        Matrix *yobs= new Matrix(ny,nx);

        vec2grid(Pobs,xobs,yobs,nx,ny);
//      xobs->Echo();
//      yobs->Echo();

        double dlevel= 860;                /* mean level of data acquisition */

        double mmax  = 1000;               /* max value for layer interfaces */
        double mmax2 = 1000;
        double mmax3 = 1000;

        /* control parameter for temperature schedule  */

        double ca=0.9;                    /* for acceptance */
        double cm=0.5;                    /* for model perturbation */
                             /*}}}*/     
        /* load the data {{{*/

        /* Observed gravity anomaly */

        ifstream file1("store_fa500_36s.txt");
        Matrix * gobs= new Matrix(nx*ny,1);
        double inputnumber;
        for(int i=0;i<ny*nx; i++){ 
                file1 >> inputnumber;
                gobs->SetValue(i,0, inputnumber*1e-5);
        }
        file1.close();
//      gobs->Echo();
        
        /* load data about the ice thickness */

        ifstream file2("store_flag_icethick500.txt");
        Matrix * icethick= new Matrix(mx*my,1);
        for(int s=0;s<mx*my; s++){ 
                file2 >> inputnumber;
                icethick->SetValue(s,0,inputnumber);
        }
        file2.close();
//      icethick->Echo();

        /* load the batimethry data */

        ifstream file3("store_flag_bathy500.txt");
        Matrix * bathy= new Matrix(mx*my,1);
        for(int s=0;s<mx*my; s++){ 
                file3 >> inputnumber;
                bathy->SetValue(s,0,inputnumber);
        }
        file3.close();
//      bathy->Echo();
        
        /* id of grid to evaluate misfit */


        ifstream file4("store_flag_eval500.txt");
        Matrix * evalid= new Matrix(mx*my,1);
        for(int s=0;s<mx*my; s++){ 
                file4 >> inputnumber;
                evalid->SetValue(s,0,inputnumber);
        }
        file4.close();
//      evalid->Echo();
        
        /* initial guess of the model */

        ifstream file5("m0_140114b.txt");
        Matrix * mesh_ini= new Matrix(mx*my,3);
        for(int s=0;s<mx*my; s++){ 
                for(int j=0;j<3;j++){
                file5 >> inputnumber;
                mesh_ini->SetValue(s,j,inputnumber);
        }
        }
        file5.close();
//      mesh_ini->Echo();
                           /*}}}*/
        double q=0;
/* q=misfit(mesh_ini,evalid,gobs,dlevel,Pobs,xobs,yobs,Pp,rho1,rho2,dx,dy,dn,nx,ny,mx,my);
     cout<< q;
Matrix* G=new Matrix(4,3);
        Matrix* df=new Matrix(4,1);
        Matrix* o=new Matrix(4,1);
        for(int i= 0;i<4;i++){
                for(int j=0;j<3;j++){
                        if(j==2){G->SetValue(i,j,1);}
                        else{G->SetValue(i,j,i+j);}
                }
                df->SetValue(i,0,i*1e-3);
        }
                G->SetValue(0,0,1);
                G->SetValue(0,1,2);

        Matrix* M = NULL;
        GSLsquarefit(&M,G,df);
        for(int i= 0;i<4;i++){
                o->SetValue(i,0,G->GetValue(i,0)*M->GetValue(0,0)+G->GetValue(i,1)*M->GetValue(1,0)+G->GetValue(i,2)*M->GetValue(2,0));}

        G->Echo();
        df->Echo();
        M->Echo();
        o->Echo();*/
        Matrix* m1=new Matrix(mx*my,3);
        double T=100;
newmodelgen(mesh_ini,m1,bathy,icethick,mx,my,T,ptval,mmax,mmax2,ctr,sd);
        return 0;
}/*}}}*/

void GSLsquarefit(Matrix** pX,Matrix* A,Matrix* B){/*{{{*/

        /*GSL Matrices and vectors: */
        int    M,N;
        double chisq;

        /*Get system size*/
        A->GetSize(&M,&N);

        /*Initialize gsl matrices and vectors: */
        gsl_matrix* a = gsl_matrix_alloc(M,N);
        for(int i=0;i<M;i++){
                for(int j=0;j<N;j++){
                        gsl_matrix_set (a,i,j,A->GetValue(i,j));
                }
        }
        gsl_vector* b = gsl_vector_alloc(M);
        for(int i=0;i<M;i++){
                gsl_vector_set(b,i,B->GetValue(i,0));
        }

        gsl_vector* x = gsl_vector_alloc(N);
        gsl_matrix* cov = gsl_matrix_alloc(N,N);

        /*Least square fit: */
        gsl_multifit_linear_workspace* work = gsl_multifit_linear_alloc(M,N);
        gsl_multifit_linear (a, b, x, cov, &chisq, work);
        gsl_multifit_linear_free (work);

        /*Clean up and assign output pointer*/
        Matrix* X = new Matrix(N,1);
        for(int j=0;j<N;j++){
                X->SetValue(j,0,gsl_vector_get(x,j));
        }
        *pX = X;

        gsl_matrix_free(a);
        gsl_vector_free(b);
        gsl_matrix_free(cov);

}/*}}}*/
void makep(Matrix *Pobs,int nx,int ny, int dx, int dy){/*{{{*/
        for(int i=0;i<ny;i++){
                for(int j=0;j<nx;j++){
                        Pobs->SetValue(j+nx*i,0,j*dx);
                        Pobs->SetValue(j+nx*i,1,i*dy);
                }
        }
}/*}}}*/
void vec2grid(Matrix *V,Matrix *V1,Matrix *V2,int nx, int ny){/*{{{*/
        for(int i=0;i<ny;i++){
                for (int j=0;j<nx;j++){
                        V1->SetValue(i,j, V->GetValue(j+nx*i,0));
                        V2->SetValue(i,j, V->GetValue(j+nx*i,1));
                }
        }
}/*}}}*/
void msplit( Matrix *m, Matrix *m1,Matrix *m2,double dlevel){/*{{{*/
        int sizem1,sizem2;
        m->GetSize(&sizem1,&sizem2);
        for(int i=0;i<sizem1;i++){
                for(int j=0;j<sizem2+1;j++){
                        if(j<sizem2){
                                m1->SetValue(i,j,1e-10*(sizem2+1-j));
                                m2->SetValue(i,j,m->GetValue(i,j));
                                if(m->GetValue(i,j)<0){
                                        m1->SetValue(i,j,m->GetValue(i,j));
                                        m2->SetValue(i,j,i*1e-10);
                                }
                        }
                        else{
                                m1->SetValue(i,j,1e-10);
                        }
                }
        }
        m1->AddNumber(dlevel);
        m2->AddNumber(dlevel);
}/*}}}*/
void plouff(Matrix *g,Matrix *Pobs,Matrix *Pp,Matrix * mesh,Matrix *rho,int dx,int dy, int dn,int m,int n,int l){/*{{{*/
                double gg=6.673e-11;
                int si,sj,id,s;
                double R,Q,P;
                Matrix *xp= new Matrix(1,2);
                Matrix *yp= new Matrix(1,2);
                Matrix *xpp= new Matrix(1,2);
                Matrix *ypp= new Matrix(1,2);
                Matrix *U= new Matrix(l,4);
                Matrix *U1=new Matrix(1,4);
                Matrix *U2=new Matrix(1,4);
                Matrix *gl= new Matrix(1,l-1);
                bool test=true;
                for(int c=0;c<n;c++){
                        g->SetValue(c,0,0);
                        for(int a=0;a<m;a++){
                                test=true;
                                xp->SetValue(0,0,Pp->GetValue(a,0)-Pobs->GetValue(c,0));
                                xp->SetValue(0,1,Pp->GetValue(a,0)-Pobs->GetValue(c,0)+dx);
                                if(xp->GetValue(0,0)<0 && xp->GetValue(0,0)<xp->GetValue(0,1) && xp->GetValue(0,0)*xp->GetValue(0,1)>=0){
                                        xpp->SetValue(0,0,xp->GetValue(0,1));
                                        xpp->SetValue(0,1,xp->GetValue(0,0));
                                        xp->MatrixAbs(xpp);
                                }
                                yp->SetValue(0,0,Pp->GetValue(a,1)-Pobs->GetValue(c,1));
                                yp->SetValue(0,1,Pp->GetValue(a,1)-Pobs->GetValue(c,1)+dy);
                                if(yp->GetValue(0,0)<0 && yp->GetValue(0,0)<yp->GetValue(0,1) && yp->GetValue(0,0)*yp->GetValue(0,1)>=0){
                                        ypp->SetValue(0,0,yp->GetValue(0,1));
                                        ypp->SetValue(0,1,yp->GetValue(0,0));
                                        yp->MatrixAbs(ypp);
                                }
                                P=sqrt(xp->GetValue(0,0)*xp->GetValue(0,0)+yp->GetValue(0,0)*yp->GetValue(0,0));
                                if(P>dn){
                                        test=false;
                                        for(int i=0;i<l-1;i++){
                                                gl->SetValue(0,i,0);
                                        }
                                }
                                if(test==true){
                                        si=1;
                                        sj=1;
                                        id=0;
                                        for(int i=0;i<2;i++){
                                                si*=-1;
                                                for(int j=0;j<2;j++){
                                                        si*=-1;
                                                        s=si*sj;
                                                        for(int k=0;k<l;k++){
                                                                R=sqrt(xp->GetValue(0,i)*xp->GetValue(0,i)+yp->GetValue(0,j)*yp->GetValue(0,j)+mesh->GetValue(a,k)*mesh->GetValue(a,k));
                                                                Q=atan(xp->GetValue(0,i)*yp->GetValue(0,j)/(mesh->GetValue(a,k)*R));
                                                                U->SetValue(k,id,s*(mesh->GetValue(a,k)*Q-xp->GetValue(0,i)*log(R+yp->GetValue(0,j))-yp->GetValue(0,j)*log(R+xp->GetValue(0,i))));
                                                        }
                                                        id++;
                                                }
                                        }
                                        for(int b=0;b<l-1;b++){
                                                U->ExtractLine(U1,b);
                                                U->ExtractLine(U2,b+1);
                                                gl->SetValue(0,b,rho->GetValue(0,b)*(U1->MatrixInternSum()*(-1)+U2->MatrixInternSum()));
                                        }
                                }
                                g->SetValue(c,0,g->GetValue(c,0)+gg*gl->MatrixInternSum());
                        }
                }
                delete xp;
                delete yp;
                delete xpp;
                delete ypp;
                delete gl;
                delete U;
                delete U1;
                delete U2;
        }/*}}}*/
void vec2gridsimple(Matrix *V,Matrix *V1,int nx, int ny){/*{{{*/
        for(int i=0;i<ny;i++){
                for (int j=0;j<nx;j++){
                        V1->SetValue(i,j, V->GetValue(j+nx*i,0));
                }
        }
}/*}}}*/
void reshape(Matrix* V,Matrix* V1,int nx,int ny){/*{{{*/
        for (int i=0;i<ny;i++){
                for(int j=0;j<nx;j++){
                        V1->SetValue(j+nx*i,0,V->GetValue(i,j));
                }
        }
}/*}}}*/
double misfit(Matrix* m0,Matrix* evalid,Matrix* gobs,int dlevel,Matrix* Pobs,Matrix* xobs,Matrix* yobs,Matrix* Pp,Matrix* rho1, Matrix* rho2,int dx,int dy,int dn,int nx,int ny, int mx,int my){/*{{{*/
        Matrix* m1=new Matrix(mx*my,4);
        Matrix* m2=new Matrix(mx*my,3);
        Matrix* g1=new Matrix(nx*ny,1);
        Matrix* g2=new Matrix(nx*ny,1);
        Matrix* g=new Matrix(nx*ny,1);
        Matrix* gcalgr=new Matrix(ny,nx);
        Matrix* gcalvec=new Matrix(mx*my,1);
        Matrix* df=new Matrix(mx*my,1);
        Matrix* G=new Matrix(mx*my,3);
        double a=0;
        double b=0;
        double e=0;
        msplit(m0,m1,m2,dlevel);
   plouff(g1,Pobs,Pp,m1,rho1,dx,dy,dn,mx*my,nx*ny,4);
   plouff(g2,Pobs,Pp,m2,rho2,dx,dy,dn,mx*my,nx*ny,3);
        g->MatrixSum(g1,g2);
        vec2gridsimple(g,gcalgr,nx,ny);
        reshape(gcalgr,gcalvec,mx,my);
        for (int i=0;i<mx*my;i++){
                df->SetValue(i,0,evalid->GetValue(i,0)*(gobs->GetValue(i,0)-gcalvec->GetValue(i,0)));
                G->SetValue(i,0,evalid->GetValue(i,0)*Pobs->GetValue(i,0));
                G->SetValue(i,1,evalid->GetValue(i,0)*Pobs->GetValue(i,1));
                G->SetValue(i,2,evalid->GetValue(i,0));
        }
        Matrix* M = NULL;
        GSLsquarefit(&M,G,df);

        for (int i=0;i<my;i++){
                for(int j=0;j<mx;j++){
                        gcalgr->SetValue(i,j,gcalgr->GetValue(i,j)+xobs->GetValue(i,j)*M->GetValue(0,0)+yobs->GetValue(i,j)*M->GetValue(1,0)+M->GetValue(2,0));
                }
        }
        reshape(gcalgr,g,mx,my);
        for (int i=0;i<mx*my;i++){
                a=a+fabs(evalid->GetValue(i,0)*(gobs->GetValue(i,0)-g->GetValue(i,0)));
                b=b+fabs(evalid->GetValue(i,0)*(gobs->GetValue(i,0)+g->GetValue(i,0)));
        }
        e=2*a/(a+b);
        return e;
}/*}}}*/
void newmodelgen(Matrix* m0,Matrix* m1,Matrix* bathy,Matrix* icethick,int mx,int my,double T,double ptval,double mmax,double mmax2,double ctr,double sd){/*{{{*/
        Matrix* m1gr=new Matrix(my,mx);
        Matrix* m1grsm=new Matrix(my,mx);
        Matrix* m1col=new Matrix(mx*my,1);
        double u=0;
        double y=0;
        m1->MatrixEqual(m0);
        for (int i=0;i<mx*my;i++){
                if(icethick->GetValue(i,0)==0){
                        u=double (rand())/ double(RAND_MAX);
                        y=signe(u-0.5)*T*(pow(1+1/T,fabs(2*u-1))-1);
                        m1->SetValue(i,1,m0->GetValue(i,1)+y*ptval);
                        if(m1->GetValue(i,1)<=m1->GetValue(i,0)){
                                m1->SetValue(i,1,m1->GetValue(i,0)+1e-10);
                        }
                        if(m1->GetValue(i,1)>=m1->GetValue(i,0)+mmax){
                                m1->SetValue(i,1,m1->GetValue(i,0)+mmax);
                        }
                }
        }
        m1->ExtractColumn(m1col,1);
        vec2gridsimple(m1col,m1gr,mx,my);
        cout<<endl<<endl;
        filtergrav(m1grsm,m1gr,ctr,sd,mx,my);
        reshape(m1grsm,m1col,mx,my);
        for (int i=0;i<mx*my;i++){
                if(icethick->GetValue(i,0)==0){
                        m1->SetValue(i,1,m1col->GetValue(i,0));
                }
                else{
                        m1->SetValue(i,1,m0->GetValue(i,1));
                }
                if(m1->GetValue(i,1)<=m1->GetValue(i,0)){
                        m1->SetValue(i,1,m1->GetValue(i,0)+1e-10);
                }
        }

        for (int i=0;i<mx*my;i++){
                if(bathy->GetValue(i,0)==0){
                        u=double (rand())/ double(RAND_MAX);
                        y=signe(u-0.5)*T*(pow(1+1/T,fabs(2*u-1))-1);
                        m1->SetValue(i,2,m0->GetValue(i,2)+y*ptval);
                        if(m1->GetValue(i,2)<=m1->GetValue(i,1)){
                                m1->SetValue(i,2,m1->GetValue(i,1)+1e-10);
                        }
                        if(m1->GetValue(i,2)>=m1->GetValue(i,1)+mmax2){
                                m1->SetValue(i,2,m1->GetValue(i,1)+mmax2);
                        }
                }
        }
        m1->ExtractColumn(m1col,2);
        vec2gridsimple(m1col,m1gr,mx,my);
        filtergrav(m1grsm,m1gr,ctr,sd,mx,my);
        reshape(m1grsm,m1col,mx,my);
        for (int i=0;i<mx*my;i++){
                if(bathy->GetValue(i,0)==0){
                        m1->SetValue(i,2,m1col->GetValue(i,0));
                }
                else{
                        m1->SetValue(i,2,m0->GetValue(i,2));
                }
                if(m1->GetValue(i,2)<=m1->GetValue(i,1)){
                        m1->SetValue(i,2,m1->GetValue(i,1)+1e-10);
                }
        }
        delete m1gr;
        delete m1grsm;
        delete m1col;
}/*}}}*/
double signe(double a){/*{{{*/
        if(a<0){return -1;}
        else{return 1;}
}/*}}}*/
void filtergrav(Matrix* A,Matrix* Ain,double ctr,double sd,int mx,int my){/*{{{*/
        A->MatrixEqual(Ain);
        for (int i=1;i<my-1;i++){
                for(int j=1;j<mx-1;j++){
                        A->SetValue(i,j,(ctr*Ain->GetValue(i,j)+sd*(Ain->GetValue(i-1,j)+Ain->GetValue(i+1,j)+Ain->GetValue(i,j-1)+Ain->GetValue(i,j+1)))/(ctr+4*sd));
                }
        }
}/*}}}*/