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-rw-r--r--ldc_3d.py97
1 files changed, 97 insertions, 0 deletions
diff --git a/ldc_3d.py b/ldc_3d.py
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+++ b/ldc_3d.py
@@ -0,0 +1,97 @@
+import numpy
+import time
+
+import matplotlib
+import matplotlib.pyplot as plt
+matplotlib.use('AGG')
+
+from lbm import Lattice, Geometry
+
+import symbolic.D3Q19 as D3Q19
+
+def MLUPS(cells, steps, time):
+ return cells * steps / time * 1e-6
+
+def generate_moment_plots(lattice, moments):
+ for i, m in enumerate(moments):
+ print("Generating plot %d of %d." % (i+1, len(moments)))
+
+ velocity = numpy.ndarray(shape=tuple(reversed(lattice.geometry.inner_span())))
+
+ # plot x-z-plane
+ y = lattice.geometry.size_y//2
+ for z in range(1,lattice.geometry.size_z-1):
+ for x in range(1,lattice.geometry.size_x-1):
+ velocity[z-1,y,x-1] = numpy.sqrt(m[1,lattice.idx(x,y,z)]**2 + m[2,lattice.idx(x,y,z)]**2 + m[3,lattice.idx(x,y,z)]**2)
+
+ plt.figure(figsize=(20, 10))
+
+ plt.subplot(1, 2, 1)
+ plt.imshow(velocity[:,y,:], origin='lower', vmin=0.0, vmax=0.12, cmap=plt.get_cmap('seismic'))
+
+ # plot y-z-plane
+ x = lattice.geometry.size_x//2
+ for z in range(1,lattice.geometry.size_z-1):
+ for y in range(1,lattice.geometry.size_y-1):
+ velocity[z-1,y-1,x] = numpy.sqrt(m[1,lattice.idx(x,y,z)]**2 + m[2,lattice.idx(x,y,z)]**2 + m[3,lattice.idx(x,y,z)]**2)
+
+ plt.subplot(1, 2, 2)
+ plt.imshow(velocity[:,:,x], origin='lower', vmin=0.0, vmax=0.15, cmap=plt.get_cmap('seismic'))
+
+ plt.savefig("result/ldc_3d_%02d.png" % i, bbox_inches='tight', pad_inches=0)
+
+def cavity(geometry, x, y, z):
+ if x == 1 or y == 1 or z == 1 or x == geometry.size_x-2 or y == geometry.size_y-2:
+ return 2
+ elif z == geometry.size_z-2:
+ return 3
+ else:
+ return 1
+
+boundary = """
+ if ( m == 2 ) {
+ u_0 = 0.0;
+ u_1 = 0.0;
+ u_2 = 0.0;
+ }
+ if ( m == 3 ) {
+ u_0 = 0.1;
+ u_1 = 0.0;
+ u_2 = 0.0;
+ }
+"""
+
+nUpdates = 20000
+nStat = 500
+
+moments = []
+
+print("Initializing simulation...\n")
+
+lattice = Lattice(
+ descriptor = D3Q19,
+ geometry = Geometry(128, 128, 128),
+
+ moments = D3Q19.moments(optimize = False),
+ collide = D3Q19.bgk(tau = 0.52),
+
+ boundary_src = boundary)
+
+lattice.setup_geometry(cavity)
+
+print("Starting simulation using %d cells...\n" % lattice.geometry.volume)
+
+lastStat = time.time()
+
+for i in range(1,nUpdates+1):
+ lattice.evolve()
+
+ if i % nStat == 0:
+ lattice.sync()
+ print("i = %4d; %3.0f MLUPS" % (i, MLUPS(lattice.geometry.volume, nStat, time.time() - lastStat)))
+ moments.append(lattice.get_moments())
+ lastStat = time.time()
+
+print("\nConcluded simulation.\n")
+
+generate_moment_plots(lattice, moments)