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1 import WaveSystemCentered
2 import matplotlib.pyplot as plt
3 import numpy as np
4 from math import log10, sqrt
5 import sys
6 import time, json
7
8 def test_validation2DWaveSystemSourceCenteredDeformedQuadrangles(bctype,scaling):
9     start = time.time()
10     #### 2D deformed quadrangles mesh
11     meshList=['squareWithDeformedQuadrangles_1','squareWithDeformedQuadrangles_2','squareWithDeformedQuadrangles_3','squareWithDeformedQuadrangles_4','squareWithDeformedQuadrangles_5']#,'squareWithDeformedQuadrangles_6'
12     meshType="Deformed quadrangles"
13     testColor="Green"
14     nbMeshes=len(meshList)
15     error_p_tab=[0]*nbMeshes
16     error_u_tab=[0]*nbMeshes
17     mesh_size_tab=[0]*nbMeshes
18     mesh_path='../../../ressources/2DDeformedQuadrangles/'
19     mesh_name='squareWithDeformedQuadrangles'
20     diag_data_press=[0]*nbMeshes
21     diag_data_vel=[0]*nbMeshes
22     time_tab=[0]*nbMeshes
23     t_final=[0]*nbMeshes
24     ndt_final=[0]*nbMeshes
25     max_vel=[0]*nbMeshes
26     resolution=100
27     curv_abs=np.linspace(0,sqrt(2),resolution+1)
28
29     plt.close('all')
30     i=0
31     cfl=0.5
32     # Storing of numerical errors, mesh sizes and diagonal values
33     for filename in meshList:
34         error_p_tab[i], error_u_tab[i], mesh_size_tab[i], t_final[i], ndt_final[i], max_vel[i], diag_data_press[i], diag_data_vel[i], time_tab[i] =WaveSystemSourceCentered.solve_file(mesh_path+filename, mesh_name, resolution, scaling,meshType,testColor,cfl,bctype,True)
35         assert max_vel[i]>0.001 and max_vel[i]<0.01
36         error_p_tab[i]=log10(error_p_tab[i])
37         error_u_tab[i]=log10(error_u_tab[i])
38         time_tab[i]=log10(time_tab[i])
39         i=i+1
40     
41     end = time.time()
42
43     # Plot over diagonal line
44     for i in range(nbMeshes):
45         plt.plot(curv_abs, diag_data_press[i], label= str(mesh_size_tab[i]) + ' cells')
46     plt.legend()
47     plt.xlabel('Position on diagonal line')
48     plt.ylabel('Pressure on diagonal line')
49     plt.title('Plot over diagonal line for stationary wave system \n with Centered scheme on 2D deformed quadrangular meshes')
50     plt.savefig(mesh_name+'_Pressure_2DWaveSystemSourceCentered_'+"PlotOverDiagonalLine.png")
51     plt.close()
52
53     plt.clf()
54     for i in range(nbMeshes):
55         plt.plot(curv_abs, diag_data_vel[i],   label= str(mesh_size_tab[i]) + ' cells')
56     plt.legend()
57     plt.xlabel('Position on diagonal line')
58     plt.ylabel('Velocity on diagonal line')
59     plt.title('Plot over diagonal line for the stationary wave system \n with Centered scheme on 2D deformed quadrangular meshes')
60     plt.savefig(mesh_name+"_Velocity_2DWaveSystemSourceCentered_"+"PlotOverDiagonalLine.png")    
61     plt.close()
62
63     # Plot of number of time steps
64     plt.close()
65     plt.plot(mesh_size_tab, ndt_final, label='Number of time step to reach stationary regime')
66     plt.legend()
67     plt.xlabel('Number of cells')
68     plt.ylabel('Max time steps for stationary regime')
69     plt.title('Number of times steps required for the stationary Wave System \n with Centered scheme on 2D deformed quadrangular meshes')
70     plt.savefig(mesh_name+"_2DWaveSystemSourceCentered_"+"TimeSteps.png")
71     
72     # Plot of number of stationary time
73     plt.close()
74     plt.plot(mesh_size_tab, t_final, label='Time where stationary regime is reached')
75     plt.legend()
76     plt.xlabel('Number of cells')
77     plt.ylabel('Max time for stationary regime')
78     plt.title('Simulated time for the stationary Wave System \n with Centered scheme on 2D deformed quadrangular meshes')
79     plt.savefig(mesh_name+"_2DWaveSystemSourceCentered_"+"TimeFinal.png")
80     
81     # Plot of number of maximal velocity norm
82     plt.close()
83     plt.plot(mesh_size_tab, max_vel, label='Maximum velocity norm')
84     plt.legend()
85     plt.xlabel('Number of cells')
86     plt.ylabel('Max velocity norm')
87     plt.title('Maximum velocity norm for the stationary Wave System \n with Centered scheme on 2D deformed quadrangular meshes')
88     plt.savefig(mesh_name+"_2DWaveSystemSourceCentered_"+"MaxVelNorm.png")
89     
90     for i in range(nbMeshes):
91         mesh_size_tab[i]=0.5*log10(mesh_size_tab[i])
92         
93     # Least square linear regression
94     # Find the best a,b such that f(x)=ax+b best approximates the convergence curve
95     # The vector X=(a,b) solves a symmetric linear system AX=B with A=(a1,a2\\a2,a3), B=(b1,b2)
96     a1=np.dot(mesh_size_tab,mesh_size_tab)
97     a2=np.sum(mesh_size_tab)
98     a3=nbMeshes
99     
100     det=a1*a3-a2*a2
101     assert det!=0, 'test_validation2DWaveSystemSourceCenteredDeformedQuadranglesFV() : Make sure you use distinct meshes and at least two meshes'
102
103     b1p=np.dot(error_p_tab,mesh_size_tab)   
104     b2p=np.sum(error_p_tab)
105     ap=( a3*b1p-a2*b2p)/det
106     bp=(-a2*b1p+a1*b2p)/det
107     
108     print( "FV Centered on 2D deformed quadrangles meshes : scheme order for pressure is ", -ap)
109
110     b1u=np.dot(error_u_tab,mesh_size_tab)   
111     b2u=np.sum(error_u_tab)
112     au=( a3*b1u-a2*b2u)/det
113     bu=(-a2*b1u+a1*b2u)/det
114     
115     print( "FV Centered on 2D deformed quadrangles meshes : scheme order for velocity is ", -au)
116     
117     # Plot of convergence curves
118     plt.close()
119     plt.plot(mesh_size_tab, error_p_tab, label='|error on stationary pressure|')
120     plt.legend()
121     plt.xlabel('1/2 log(number of cells)')
122     plt.ylabel('log(error p)')
123     plt.title('Convergence of finite volumes for the stationary Wave System \n with Centered scheme on 2D deformed quadrangular meshes')
124     plt.savefig(mesh_name+"_Pressure_2DWaveSystemSourceCentered_"+"ConvergenceCurve.png")
125     
126     plt.close()
127     plt.plot(mesh_size_tab, error_u_tab, label='|error on stationary velocity|')
128     plt.legend()
129     plt.xlabel('1/2 log(number of cells)')
130     plt.ylabel('log(error u)')
131     plt.title('Convergence of finite volumes for the stationary Wave System \n with Centered scheme on 2D deformed quadrangular meshes')
132     plt.savefig(mesh_name+"_Velocity_2DWaveSystemSourceCentered_"+"ConvergenceCurve.png")
133     
134     # Plot of computational time
135     plt.close()
136     plt.plot(mesh_size_tab, time_tab, label='log(cpu time)')
137     plt.legend()
138     plt.xlabel('1/2 log(number of cells)')
139     plt.ylabel('log(cpu time)')
140     plt.title('Computational time of finite volumes for the stationary Wave System \n with Centered scheme on 2D deformed quadrangular meshes')
141     plt.savefig(mesh_name+"_2DWaveSystemSourceCentered_ComputationalTime.png")
142     
143     plt.close('all')
144     
145     convergence_synthesis={}
146
147     convergence_synthesis["PDE_model"]="Wave system"
148     convergence_synthesis["PDE_is_stationary"]=False
149     convergence_synthesis["PDE_search_for_stationary_solution"]=True
150     convergence_synthesis["Numerical_method_name"]="Centered"
151     convergence_synthesis["Numerical_method_space_discretization"]="Finite volumes"
152     convergence_synthesis["Numerical_method_time_discretization"]="Implicit"
153     convergence_synthesis["Initial_data"]="Constant pressure, divergence free velocity"
154     convergence_synthesis["Boundary_conditions"]="Periodic"
155     convergence_synthesis["Numerical_parameter_cfl"]=cfl
156     convergence_synthesis["Space_dimension"]=2
157     convergence_synthesis["Mesh_dimension"]=2
158     convergence_synthesis["Mesh_names"]=meshList
159     convergence_synthesis["Mesh_type"]=meshType
160     convergence_synthesis["Mesh_path"]=mesh_path
161     convergence_synthesis["Mesh_description"]=mesh_name
162     convergence_synthesis["Mesh_sizes"]=mesh_size_tab
163     convergence_synthesis["Mesh_cell_type"]="Deformed quadrangles"
164     convergence_synthesis["Numerical_error_velocity"]=error_u_tab
165     convergence_synthesis["Numerical_error_pressure"]=error_p_tab
166     convergence_synthesis["Max_vel_norm"]=max_vel
167     convergence_synthesis["Final_time"]=t_final  
168     convergence_synthesis["Final_time_step"]=ndt_final  
169     convergence_synthesis["Scheme_order"]=min(-au,-ap)
170     convergence_synthesis["Scheme_order_vel"]=-au
171     convergence_synthesis["Scheme_order_press"]=-ap
172     convergence_synthesis["Scaling_preconditioner"]="None"
173     convergence_synthesis["Test_color"]=testColor
174     convergence_synthesis["Computational_time"]=end-start
175
176     with open('Convergence_WaveSystemSource_2DFV_Centered_'+mesh_name+'.json', 'w') as outfile:  
177         json.dump(convergence_synthesis, outfile)
178
179 if __name__ == """__main__""":
180     if len(sys.argv) >2 :
181         bctype = sys.argv[1]
182         scaling = int(sys.argv[2])
183         test_validation2DWaveSystemSourceCenteredDeformedQuadrangles(bctype,scaling)
184     else :
185         raise ValueError("test_validation2DWaveSystemSourceCenteredDeformedQuadrangles.py expects a mesh file name and a scaling parameter")