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hierarchical-homogenization
Commit e8146c2a authored by Antoine MARTIN's avatar Antoine MARTIN
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add explo2 explohh

parent 34ee12d2
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Showing with 183 additions and 201 deletions
Homog_hierar.py
View file @ e8146c2a
......@@ -8,16 +8,18 @@ from math import *
from random import uniform
def homog_hierar(tabC,CVoigt):
# K0=np.array([[0.5,-0.5, 0. ],
# [-0.5, 0.5, 0. ],
# [0. , 0. , 1.]])
# J0=np.array([[0.5, 0.5, 0. ],
# [0.5, 0.5, 0. ],
# [0. , 0. , 0.]])
def homog_hierar(tabC):
pp,qq,rr,ss=tabC.shape
CVoigt = np.array([[0., 0., 0.],
[0., 0., 0.],
[0., 0., 0.]])
for i in range(pp):
for j in range(pp):
CVoigt=CVoigt+tabC[i,j]
CVoigt=CVoigt/pp/pp
p=int(log(pp)/log(2))
......@@ -37,8 +39,7 @@ def homog_hierar(tabC,CVoigt):
#la fonction auxiliary_problem calcule les A locaux : l'argument principal est C_list, la liste des tenseurs d'élasticité, et la fonction renvoie Aloc, un tableau à trois dimensions. Aloc[i] correspond à la moyenne du tenseur de localisation sur la case i, calculé par homogénéisation périodique
def auxiliary_problem(C_list, n,gamma,K):
def auxiliary_problem(C_list, n,gamma,K):
M=np.array([[0. for i in range(12)] for j in range(12)])
......@@ -79,7 +80,6 @@ def homog_hierar(tabC,CVoigt):
return Chom,E
#la fonction tC prend en argument un tableau de type tCA et renvoie le tableau de tenseurs d'élasticité qui sera celui de l'étape d'après
def tC(tC_,tA,n,gamma,K):
t1=np.array([[np.zeros((3,3)) for i in range(2**(n-1))] for j in range(2**(n-1))])
for i in range(2**(n-1)):
......@@ -101,10 +101,7 @@ def homog_hierar(tabC,CVoigt):
return t1
#la fonction Chom prend en argument le tableau initial tC0 des tenseurs d'élasticité associés à la grille image de taille n, et appelle les fonctions décrites plus haut pour calculer les nouveaux tableaux de tenseurs d'élasticité associés à chaque étape. La fonction enregistre ces tableaux à chaque étape dans un fichier. Le nombre d'étapes 'e' doit être précisé pour des méthodes 10 ou 11.
def Chom(tC0,n,K_):
# K[2,2]=K[0,0]-K[0,1]
......
Reference.py
View file @ e8146c2a
......@@ -22,31 +22,11 @@ def local_project(v,V):
return u
#cf 'Contenu des fichiers' à propos de 'reference'
def reference(tabC,res1,c,ec,fr):
def reference(tabC,res1,c,ec,fr,tA):
#res=256
k,ll,mm,nn=tabC.shape
mesh = UnitSquareMesh(res1, res1, "left/right")
def pixel_0(x,on_boundary):
return x[0]<=0.5 and x[1]<=0.5
pixels=np.array([[pixel_0 for i in range(res1)] for j in range(res1)])
for i in range(res1):
for j in range(res1):
def pixel(x,on_boundary):
return x[0]<=(j+1)/res1 and x[0]>=j/res1 and x[1]<=(i+1)/res1 and x[1]>=i/res1
pixels[i,j]=pixel()
domains = MeshFunction("size_t", mesh,2)
domains.set_all(0)
for i in range(res1):
for j in range(res1):
AutoSubDomain(pixels[i,j]).mark(domains, i*res1+j)
dx = Measure("dx", domain=mesh, subdomain_data=domains)
class LocalC(UserExpression):
def __init__(self, Cij, mesh):
self.Cij = Cij
......@@ -80,6 +60,7 @@ def reference(tabC,res1,c,ec,fr):
#Cvar est la transformation du tableau Cv en une fonction définie sur 'mesh'
Cvar= LocalC(tabC,mesh)
Avar= LocalC(tA,mesh)
# class used to define the periodic boundary map
class PeriodicBoundary(SubDomain):
......@@ -116,7 +97,7 @@ def reference(tabC,res1,c,ec,fr):
#la fonction reference_problem prend en argument C, donnant le tenseur d'élasticité en un point de 'mesh', et renvoie le Chom du domaine. k étant le nombre de phases différentes sur le domaine, qui correspond à la taille du tableau Cn pris en argument par la fonction 'reference'
def reference_problem(C, mesh,k):
def reference_problem(C, mesh,k,A):
def eps(v):
return as_vector([v[0].dx(0),
......@@ -126,6 +107,9 @@ def reference(tabC,res1,c,ec,fr):
def sigma(v, Eps):
return dot(C, eps(v)+Eps)
def sigma_HH(Eps):
return dot(C,dot(A,Eps))
Ve = VectorElement("CG", mesh.ufl_cell(), 2)
Re = VectorElement("R", mesh.ufl_cell(), 0)
......@@ -143,9 +127,7 @@ def reference(tabC,res1,c,ec,fr):
a += dot(lamb_,dv)*dx + dot(dlamb,v_)*dx
Chom = np.zeros((3, 3))
tA=np.array([[np.array([[1., 0., 0.],
[0., 1., 0.],
[0., 0., 1.]]) for i in range(res1)] for j in range(res1)])
for (j, case) in enumerate(["Exx", "Eyy", "Exy"]):
ffile = XDMFFile('c='+str(c)+'/ech='+str(ec)+'/frac='+str(fr)+'/Strain_EF_{}.xdmf'.format(case))
......@@ -158,39 +140,36 @@ def reference(tabC,res1,c,ec,fr):
vf.assign(local_project(eps(v), V))
ffile.write_checkpoint(vf, case, 0.)
# plt.figure()
# pp=plot(vf[0])
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(ec)+'/frac='+str(fr)+'/Aloc EF 1'+str(j+1)+'.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plot(vf[1])
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(ec)+'/frac='+str(fr)+'/Aloc EF 2'+str(j+1)+'.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plot(vf[2])
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(ec)+'/frac='+str(fr)+'/Aloc EF 3'+str(j+1)+'.pdf')
# #plt.show()
# plt.close()
for ii in range(res1):
for jj in range(res1):
for kk in range(3):
tA[res1-ii,jj][kk,j]=assemble(eps(v)[kk]*dx(ii*res1+jj))+Eps[kk]
diff_sig=sigma(v,Eps)-sigma_HH(Eps)
plt.figure()
pp=plot(diff_sig[0])
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(ec)+'/frac='+str(fr)+'/diff_sig 11'+case+'.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plot(diff_sig[1])
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(ec)+'/frac='+str(fr)+'/diff_sig 22'+case+'.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plot(diff_sig[2])
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(ec)+'/frac='+str(fr)+'/diff_sig 12'+case+'.pdf')
#plt.show()
plt.close()
Sigma = np.zeros((3,))
for kk in range(3):
Sigma[kk] = assemble(sigma(v, Eps)[kk]*dx)
Chom[j, :] = Sigma
ffile.close()
return Chom,tA
return Chom
Chom,tA = reference_problem(Cvar, mesh,k)
Chom = reference_problem(Cvar, mesh,k,Avar)
CVoigt = np.array([[0., 0., 0.],
[0., 0., 0.],
[0., 0., 0.]])
......@@ -201,7 +180,7 @@ def reference(tabC,res1,c,ec,fr):
CVoigt=CVoigt/k/k
print(Chom)
return Chom,CVoigt,tA
return Chom,CVoigt
......
affine.py
View file @ e8146c2a
#!/usr/bin/env python3
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
import numpy as np
import h5py
......@@ -40,7 +40,7 @@ for c in [100,0.01]:
fi = h5py.File(fname, "r")
#im,centers_diam,f0=image_init(N,D,0.9)
#l=len(centers_diam)
centers_diam=fi['centers'][7]
centers_diam=(fi['centers'][7]).tolist()
l0=len(centers_diam)
im=fi['images'][7]
f0=image_augmente(im,centers_diam,D,0.9)
......@@ -52,7 +52,7 @@ for c in [100,0.01]:
fractions_2=np.zeros((10,))
ChomEF_2=np.zeros((10,3,3))
CVoigt_2=np.zeros((10,3,3))
ChomHH_2=np.zeros((10,10,N,N,3,3)
ChomHH_2=np.zeros((10,10,2,3,3))
EpsHH_2=np.zeros((10,10,N,N,3,3))
for j1,j2 in enumerate([0,1,2,3,4,5,6,-1,7,-1]):
......@@ -66,7 +66,8 @@ for c in [100,0.01]:
EpsHH_2[j1]=fi['EpsHH'][j2]
for j,f in enumerate([0.9,0.,0.67,0.,0.,0.,0.,0.,0.,0.]):
os.system("mkdir c="+str(c)+"/ech="+str(i)+"/frac="+str(f))
if f!=0:
os.system("mkdir c="+str(c)+"/ech="+str(i)+"/frac="+str(f))
print("fraction volumique "+str(f)+'\n')
if f!=0.9 and f!=0:
......
courbes.py
View file @ e8146c2a
......@@ -66,7 +66,7 @@ def verif_im(c,i):
def verif_eps(c,i,j,niter):
fi = h5py.File("c="+str(c)+"/c="+str(c)+"ech"+str(i)+".hdf5","r")
EpsHH=fi['EpsHH'][j,niter-1]
frac=[0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9]
frac=[0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9,0.95]
f=frac[j]
plt.figure()
pp=plt.imshow(EpsHH[:,:,0,0],origin='lower')
......@@ -103,27 +103,27 @@ def courbes(c,i):
fr=fi['fractions']
ChomEF=fi['ChomEF']
ChomHH=fi['ChomHH']
C_11=np.ones((12,))
C_11_EF=np.ones((12,))
C_22=np.ones((12,))
C_22_EF=np.ones((12,))
C_12=np.ones((12,))
C_12_EF=np.ones((12,))
C_33=np.ones((12,))
C_33_EF=np.ones((12,))
C_11_0=np.ones((12,))
C_22_0=np.ones((12,))
C_12_0=np.ones((12,))
C_33_0=np.ones((12,))
fractions=np.ones((12,))
for j,f in enumerate([0.,0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9,1.]):
C_11=np.ones((13,))
C_11_EF=np.ones((13,))
C_22=np.ones((13,))
C_22_EF=np.ones((13,))
C_12=np.ones((13,))
C_12_EF=np.ones((13,))
C_33=np.ones((13,))
C_33_EF=np.ones((13,))
C_11_0=np.ones((13,))
C_22_0=np.ones((13,))
C_12_0=np.ones((13,))
C_33_0=np.ones((13,))
fractions=np.ones((13,))
for j,f in enumerate([0.,0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9,0.95,1.]):
if c==0.01:
jj=11-j
jj=12-j
else:
jj=j
if f==0. or f==1.:
fractions[jj]=f
if jj==11:
if jj==12:
C_11[jj]=0.01
C_11_0[jj]=0.01
C_11_EF[jj]=0.01
......@@ -209,29 +209,29 @@ def courbe_moyenne(c):
fi = h5py.File("c="+str(c)+"/c="+str(c)+"ech"+str(i)+".hdf5","r")
fichiers.append(fi)
C_11=np.ones((12,))
C_11_EF=np.ones((12,))
C_22=np.ones((12,))
C_22_EF=np.ones((12,))
C_12=np.ones((12,))
C_12_EF=np.ones((12,))
C_33=np.ones((12,))
C_33_EF=np.ones((12,))
C_11_0=np.ones((12,))
C_22_0=np.ones((12,))
C_12_0=np.ones((12,))
C_33_0=np.ones((12,))
fractions=np.ones((12,))
C_11=np.ones((13,))
C_11_EF=np.ones((13,))
C_22=np.ones((13,))
C_22_EF=np.ones((13,))
C_12=np.ones((13,))
C_12_EF=np.ones((13,))
C_33=np.ones((13,))
C_33_EF=np.ones((13,))
C_11_0=np.ones((13,))
C_22_0=np.ones((13,))
C_12_0=np.ones((13,))
C_33_0=np.ones((13,))
fractions=np.ones((13,))
for i in range(10):
ChomHH=fichiers[i]['ChomHH']
ChomEF=fichiers[i]['ChomEF']
for j,f in enumerate([0.,0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9,1.]):
for j,f in enumerate([0.,0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9,0.95,1.]):
if c==0.01:
jj=11-j
jj=12-j
else:
jj=j
fractions[jj]=f
if jj==11:
if jj==12:
C_11[jj]=0.01
C_11_0[jj]=0.01
C_11_EF[jj]=0.01
......@@ -311,71 +311,71 @@ def courbe_moyenne(c):
plt.close()
def erreur_abs_def(c,i,j):
fi = h5py.File("c="+str(c)+"/c="+str(c)+"ech"+str(i)+".hdf5","r")
tAHH=fi['EpsHH'][j,9]
tAEF=fi['EpsEF'][j]
frac=[0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9]
f=frac[j]
plt.figure()
pp=plt.imshow(tAHH[:,:,0,0]-tAEF[:,:,0,0],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 11.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plt.imshow(tAHH[:,:,0,1]-tAEF[:,:,0,1],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 12.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plt.imshow(tAHH[:,:,1,1]-tAEF[:,:,1,1],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 22.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plt.imshow(tAHH[:,:,2,2]-tAEF[:,:,2,2],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 33.pdf')
#plt.show()
plt.close()
# def erreur_abs_def(c,i,j):
# fi = h5py.File("c="+str(c)+"/c="+str(c)+"ech"+str(i)+".hdf5","r")
# tAHH=fi['EpsHH'][j,9]
# tAEF=fi['EpsEF'][j]
# frac=[0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9]
# f=frac[j]
# plt.figure()
# pp=plt.imshow(tAHH[:,:,0,0]-tAEF[:,:,0,0],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 11.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plt.imshow(tAHH[:,:,0,1]-tAEF[:,:,0,1],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 12.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plt.imshow(tAHH[:,:,1,1]-tAEF[:,:,1,1],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 22.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plt.imshow(tAHH[:,:,2,2]-tAEF[:,:,2,2],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur abs eps 33.pdf')
# #plt.show()
# plt.close()
def erreur_rel_def(c,i,j):
fi = h5py.File("c="+str(c)+"/c="+str(c)+"ech"+str(i)+".hdf5","r")
tAHH=fi['EpsHH'][j,9]
tAEF=fi['EpsEF'][j]
ii,jj,kk,ll=tAHH.shape
err=np.zeros((ii,jj,kk,ll))
for k in range(ii):
for l in range(jj):
for m in range(kk):
for n in range(ll):
err[k,l,m,n]=tAHH[k,l,m,n]/tAEF[k,l,m,n]-1
frac=[0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9]
f=frac[j]
plt.figure()
pp=plt.imshow(err[:,:,0,0],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 11.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plt.imshow(err[:,:,0,1],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 12.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plt.imshow(err[:,:,1,1],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 22.pdf')
#plt.show()
plt.close()
plt.figure()
pp=plt.imshow(err[:,:,2,2],origin='lower')
plt.colorbar(pp)
plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 33.pdf')
#plt.show()
plt.close()
\ No newline at end of file
# def erreur_rel_def(c,i,j):
# fi = h5py.File("c="+str(c)+"/c="+str(c)+"ech"+str(i)+".hdf5","r")
# tAHH=fi['EpsHH'][j,9]
# tAEF=fi['EpsEF'][j]
# ii,jj,kk,ll=tAHH.shape
# err=np.zeros((ii,jj,kk,ll))
# for k in range(ii):
# for l in range(jj):
# for m in range(kk):
# for n in range(ll):
# err[k,l,m,n]=tAHH[k,l,m,n]/tAEF[k,l,m,n]-1
# frac=[0.05,0.1,0.2,0.3,0.4,0.5,0.6,0.67,0.8,0.9]
# f=frac[j]
# plt.figure()
# pp=plt.imshow(err[:,:,0,0],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 11.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plt.imshow(err[:,:,0,1],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 12.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plt.imshow(err[:,:,1,1],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 22.pdf')
# #plt.show()
# plt.close()
# plt.figure()
# pp=plt.imshow(err[:,:,2,2],origin='lower')
# plt.colorbar(pp)
# plt.savefig('c='+str(c)+'/ech='+str(i)+'/frac='+str(f)+'/erreur rel eps 33.pdf')
# #plt.show()
# plt.close()
\ No newline at end of file
execute.py
View file @ e8146c2a
......@@ -40,31 +40,31 @@ for c in [100,0.01]:
print("échantillon "+str(i)+'\n')
fname = "c="+str(c)+"/c="+str(c)+"ech"+str(i)+".hdf5"
fi = h5py.File(fname, "w")
im,centers_diam,f1=image_init(N,D,0.9)
im,centers_diam,f1=image_init(N,D,0.95)
l=len(centers_diam)
fi['centers']=np.zeros((10,l,3))
fi['images']=np.zeros((10,N,N))
fi['fractions']=np.zeros((10,))
fi['ChomEF']=np.zeros((10,3,3))
fi['CVoigt']=np.zeros((10,3,3))
fi['ChomHH']=np.zeros((10,10,2,3,3))
fi['EpsHH']=np.zeros((10,10,N,N,3,3))
fi['EpsEF']=np.zeros((10,N,N,3,3))
for j,f in enumerate([0.9,0.8,0.67,0.6,0.5,0.4,0.3,0.2,0.1,0.05]):
fi['centers']=np.zeros((11,l,3))
fi['images']=np.zeros((11,N,N))
fi['fractions']=np.zeros((11,))
fi['ChomEF']=np.zeros((11,3,3))
fi['CVoigt']=np.zeros((11,3,3))
fi['ChomHH']=np.zeros((11,10,2,3,3))
fi['EpsHH']=np.zeros((11,10,N,N,3,3))
for j,f in enumerate([0.95,0.9,0.8,0.67,0.6,0.5,0.4,0.3,0.2,0.1,0.05]):
os.system("mkdir c="+str(c)+"/ech="+str(i)+"/frac="+str(f))
print("fraction volumique "+str(f)+'\n')
if f!=0.9:
if f!=0.95:
f1=image_diminue(im,centers_diam,f)
# plt.figure()
# plt.imshow(im[:,:],origin='lower')
# plt.show()
# plt.close()
fi['images'][9-j]=im
fi['images'][10-j]=im
l=len(centers_diam)
for ii in range(l):
fi['centers'][9-j][ii]=centers_diam[ii]
fi['fractions'][9-j]=f1
fi['centers'][10-j][ii]=centers_diam[ii]
fi['fractions'][10-j]=f1
tC=np.array([[C[0] for ii in range(N)] for jj in range(N)])
for ii in range(N):
......@@ -72,24 +72,26 @@ for c in [100,0.01]:
if im[ii,jj]==1:
tC[ii,jj]=C[1]
ChomEF,CVoigt,tA = reference(tC,256,c,i,f)
fi['ChomEF'][9-j]=ChomEF
fi['CVoigt'][9-j]=CVoigt
fi['EpsEF'][9-j]=tA
ChomHH_list,tA_list=homog_hierar(tC,CVoigt)
ChomHH_list,tA_list=homog_hierar(tC)
l=len(ChomHH_list)
if l<10:
for k in range(l):
fi['ChomHH'][9-j,k]=ChomHH_list[k]
fi['EpsHH'][9-j,k]=tA_list[k]
fi['ChomHH'][10-j,k]=ChomHH_list[k]
fi['EpsHH'][10-j,k]=tA_list[k]
for k in range(l,10):
fi['ChomHH'][9-j,k]=ChomHH_list[l-1]
fi['EpsHH'][9-j,k]=tA_list[l-1]
fi['ChomHH'][10-j,k]=ChomHH_list[l-1]
fi['EpsHH'][10-j,k]=tA_list[l-1]
else:
for k in range(10):
fi['ChomHH'][9-j,k]=ChomHH_list[k]
fi['EpsHH'][9-j,k]=tA_list[k]
fi['ChomHH'][10-j,k]=ChomHH_list[k]
fi['EpsHH'][10-j,k]=tA_list[k]
ChomEF,CVoigt = reference(tC,256,c,i,f,tA_list[-1])
fi['ChomEF'][10-j]=ChomEF
fi['CVoigt'][10-j]=CVoigt
......
inclusions.py
View file @ e8146c2a
......@@ -125,8 +125,11 @@ def image_diminue(im,centers_diam,f):
return c
im,centers,cpt=image_init(256,0.03,0.9)
plt.figure()
plt.imshow(im[:,:],origin='lower')
plt.show()
plt.close()
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