
!      Subroutine Sort_svd (U,V,W,Nx,Ny)
         ! Sort svd values from hgihgest to lowest
!         Integer :: q, i,j,n,m,k , Nx, Ny
!         Real :: temp1,temp2(Nx),temp3(Ny)
!         Real :: U(Nx,Ny), V(Ny,Ny), W(Ny)

!         m=Nx; n=Ny
!         q=min(m,n)

!         do k=1,q
!            do j=1,(q-k)
!               if (w(j).le.w(j+1)) then
!                  temp1=w(j)
!                  do i=1,m
!                     temp2(i)=a(i,j)
!                  end do
!                  do i=1,n
!                     temp3(i)=v(i,j)
!                  end do
!                  w(j)=w(j+1)
!                  do i=1,m
!                     u(i,j)=u(i,j+1)
!                  end do
!                  do i=1,n
!                     v(i,j)=v(i,j+1)
!                  end do
!                  w(j+1)=temp1
!                  do i=1,m
!                     u(i,j+1)=temp2(i)
!                  end do
!                  do i=1,n
!                     v(i,j+1)=temp3(i)
!                  end do
!               end if
!            end do
!         end do

!      End Subroutine Sort_svd
      !---------------------------------------------------------------------------------
      SUBROUTINE svdcmp (A,U,V,W,Nx,Ny) !(a,m,n,mp,np,w,v)
      INTEGER :: m,mp,n,np , Nx,Ny
      INTEGER :: i,its,j,jj,k,l,nm
      REAL :: anorm,c,f,g,h,s,scale,x,y,z !, pythag !rv1(NMAX),pythag
      Real :: A(Nx,Ny), U(Nx,Ny), V(Ny,Ny), W(Ny), rv1(Ny)

     ! print*,"A-SVD=",A

      !M=Nt; N=Nx
      M=Nx; N=Ny

      g=0.0
      scale=0.0
      anorm=0.0
      do i=1,n
        l=i+1
        rv1(i)=scale*g
        g=0.0
        s=0.0
        scale=0.0
        if(i.le.m)then
          do k=i,m
            scale=scale+abs(a(k,i))
          enddo
          if(scale.ne.0.0)then
            do k=i,m
              a(k,i)=a(k,i)/scale
              s=s+a(k,i)*a(k,i)
            enddo
            f=a(i,i)
            g=-sign(sqrt(s),f)
            h=f*g-s
            a(i,i)=f-g
            do j=l,n
              s=0.0
              do k=i,m
                s=s+a(k,i)*a(k,j)
              enddo
              f=s/h
              do k=i,m
                a(k,j)=a(k,j)+f*a(k,i)
              enddo
            enddo
            do k=i,m
              a(k,i)=scale*a(k,i)
            enddo
          endif
        endif
        w(i)=scale *g
        g=0.0
        s=0.0
        scale=0.0
        if((i.le.m).and.(i.ne.n))then
          do k=l,n
            scale=scale+abs(a(i,k))
          enddo
          if(scale.ne.0.0)then
            do k=l,n
              a(i,k)=a(i,k)/scale
              s=s+a(i,k)*a(i,k)
            enddo
            f=a(i,l)
            g=-sign(sqrt(s),f)
            h=f*g-s
            a(i,l)=f-g
            do k=l,n
              rv1(k)=a(i,k)/h
            enddo
            do j=l,m
              s=0.0
              do k=l,n
                s=s+a(j,k)*a(i,k)
              enddo
              do k=l,n
                a(j,k)=a(j,k)+s*rv1(k)
              enddo
            enddo
            do k=l,n
              a(i,k)=scale*a(i,k)
            enddo
          endif
        endif
        anorm=max(anorm,(abs(w(i))+abs(rv1(i))))
      enddo
      do i=n,1,-1
        if(i.lt.n)then
          if(g.ne.0.0)then
            do j=l,n
              v(j,i)=(a(i,j)/a(i,l))/g
            enddo
            do j=l,n
              s=0.0
              do k=l,n
                s=s+a(i,k)*v(k,j)
              enddo
              do k=l,n
                v(k,j)=v(k,j)+s*v(k,i)
              enddo
            enddo
          endif
          do j=l,n
            v(i,j)=0.0
            v(j,i)=0.0
          enddo
        endif
        v(i,i)=1.0
        g=rv1(i)
        l=i
      enddo
      do i=min(m,n),1,-1
        l=i+1
        g=w(i)
        do j=l,n
          a(i,j)=0.0
        enddo
        if(g.ne.0.0)then
          g=1.0/g
          do j=l,n
            s=0.0
            do k=l,m
              s=s+a(k,i)*a(k,j)
            enddo
            f=(s/a(i,i))*g
            do k=i,m
              a(k,j)=a(k,j)+f*a(k,i)
            enddo
          enddo
          do j=i,m
            a(j,i)=a(j,i)*g
          enddo
        else
          do j= i,m
            a(j,i)=0.0
          enddo
        endif
        a(i,i)=a(i,i)+1.0
      enddo
      do k=n,1,-1
        do its=1,30
          do l=k,1,-1
            nm=l-1

            if((abs(rv1(l))+anorm).eq.anorm)  goto 2
            if((abs(w(nm))+anorm).eq.anorm)  goto 1

          enddo

1         c=0.0

          s=1.0
          do i=l,k
            f=s*rv1(i)
            rv1(i)=c*rv1(i)
            if((abs(f)+anorm).eq.anorm) goto 2
            g=w(i)
            h=pythag(f,g)
            w(i)=h
            h=1.0/h
            c= (g*h)
            s=-(f*h)
            do j=1,m
              y=a(j,nm)
              z=a(j,i)
              a(j,nm)=(y*c)+(z*s)
              a(j,i)=-(y*s)+(z*c)
            enddo
          enddo

2         z=w(k)

          if(l.eq.k)then
            if(z.lt.0.0)then
              w(k)=-z
              do j=1,n
                v(j,k)=-v(j,k)
              enddo
            endif

            goto 3

          endif
          if(its.eq.30) pause 'no convergence in svdcmp'
          x=w(l)
          nm=k-1
          y=w(nm)
          g=rv1(nm)
          h=rv1(k)
          f=((y-z)*(y+z)+(g-h)*(g+h))/(2.0*h*y)
          g=pythag(f,1.0)
          f=((x-z)*(x+z)+h*((y/(f+sign(g,f)))-h))/x
          c=1.0
          s=1.0
          do j=l,nm
            i=j+1
            g=rv1(i)
            y=w(i)
            h=s*g
            g=c*g
            z=pythag(f,h)
            rv1(j)=z
            c=f/z
            s=h/z
            f= (x*c)+(g*s)
            g=-(x*s)+(g*c)
            h=y*s
            y=y*c
            do jj=1,n
              x=v(jj,j)
              z=v(jj,i)
              v(jj,j)= (x*c)+(z*s)
              v(jj,i)=-(x*s)+(z*c)
            enddo
            z=pythag(f,h)
            w(j)=z
            if(z.ne.0.0)then
              z=1.0/z
              c=f*z
              s=h*z
            endif
            f= (c*g)+(s*y)
            x=-(s*g)+(c*y)
            do jj=1,m
              y=a(jj,j)
              z=a(jj,i)
              a(jj,j)= (y*c)+(z*s)
              a(jj,i)=-(y*s)+(z*c)
            enddo
          enddo
          rv1(l)=0.0
          rv1(k)=f
          w(k)=x
        enddo

3       continue

      enddo
      U(:,:)=A(:,:)
      !print*,"U-SVD=",U
      END SUBROUTINE svdcmp
      !---------------------------------------------------------------------------------
      Real FUNCTION pythag(a,b)
      REAL :: a,b !,pythag
      REAL :: absa,absb
      absa=abs(a)
      absb=abs(b)
      if(absa.gt.absb)then
        pythag=absa*sqrt(1.+(absb/absa)**2)
      else
        if(absb.eq.0.)then
          pythag=0.
        else
          pythag=absb*sqrt(1.+(absa/absb)**2)
        endif
      endif
      END FUNCTION pythag
      !---------------------------------------------------------------------------------

