From 88d8836dac136840f67e721cedff480bf057d35b Mon Sep 17 00:00:00 2001 From: EdCaunt Date: Thu, 13 Jul 2023 14:30:08 +0100 Subject: [PATCH] Examples: increased space order of 2nd-order elastic examples to 4th --- .../17_elastic_2nd_order_flat_surface.ipynb | 43 ++++++++++++---- ...8_elastic_2nd_order_diagonal_surface.ipynb | 49 ++++++++++++++----- examples/19_elastic_2nd_order_sinusoid.ipynb | 49 ++++++++++++++----- .../elastic_2nd_order/2D_elastic_2nd_order.py | 20 +++++++- 4 files changed, 127 insertions(+), 34 deletions(-) diff --git a/examples/17_elastic_2nd_order_flat_surface.ipynb b/examples/17_elastic_2nd_order_flat_surface.ipynb index b953f56..e58012e 100644 --- a/examples/17_elastic_2nd_order_flat_surface.ipynb +++ b/examples/17_elastic_2nd_order_flat_surface.ipynb @@ -89,7 +89,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "s_o = 2\n", + "s_o = 4\n", "\n", "ux = dv.TimeFunction(name='ux', grid=grid, space_order=s_o, time_order=2)\n", "uy = dv.TimeFunction(name='uy', grid=grid, space_order=s_o, time_order=2)\n", @@ -115,10 +115,25 @@ "nx = bg.n[0]\n", "ny = bg.n[1]\n", "\n", + "# With fourth-order boundary conditions\n", "bc_list = [dv.Eq(nx*(lam+2*mu)*ux.dx + nx*lam*uy.dy\n", " + ny*mu*ux.dy + ny*mu*uy.dx, 0),\n", " dv.Eq(nx*mu*ux.dy + nx*mu*uy.dx\n", - " + ny*(lam+2*mu)*uy.dy + ny*lam*ux.dx, 0)]\n", + " + ny*(lam+2*mu)*uy.dy + ny*lam*ux.dx, 0),\n", + " dv.Eq(lam*mu*nx*uy.dy3 + mu**2*ny*ux.dy3\n", + " + ux.dx2dy*ny*(lam**2 + 2*lam*mu + 2*mu**2)\n", + " + ux.dx3*nx*(lam**2 + 4*lam*mu + 4*mu**2)\n", + " + ux.dxdy2*nx*(2*lam*mu + 3*mu**2)\n", + " + uy.dx2dy*nx*(lam**2 + 3*lam*mu + mu**2)\n", + " + uy.dx3*ny*(lam*mu + 2*mu**2)\n", + " + uy.dxdy2*ny*(lam**2 + 3*lam*mu + 3*mu**2), 0),\n", + " dv.Eq(lam*mu*ny*ux.dx3 + mu**2*nx*uy.dx3\n", + " + ux.dx2dy*nx*(lam**2 + 3*lam*mu + 3*mu**2)\n", + " + ux.dxdy2*ny*(lam**2 + 3*lam*mu + mu**2)\n", + " + ux.dy3*nx*(lam*mu + 2*mu**2)\n", + " + uy.dx2dy*ny*(2*lam*mu + 3*mu**2)\n", + " + uy.dxdy2*nx*(lam**2 + 2*lam*mu + 2*mu**2)\n", + " + uy.dy3*ny*(lam**2 + 4*lam*mu + 4*mu**2), 0)]\n", "\n", "bcs = BoundaryConditions(bc_list)" ] @@ -145,6 +160,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -160,6 +177,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -176,6 +195,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -191,6 +212,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -223,7 +246,7 @@ "\n", "time_range = TimeAxis(start=t0, stop=tn, step=dt)\n", "\n", - "f0 = 0.005 # Source peak frequency is 5Hz (0.005 kHz)\n", + "f0 = 0.007 # Source peak frequency is 7Hz (0.007 kHz)\n", "src = RickerSource(name='src', grid=grid, f0=f0,\n", " npoint=1, time_range=time_range)\n", "\n", @@ -303,16 +326,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Operator `Kernel` ran in 0.21 s\n" + "Operator `Kernel` ran in 0.31 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", - " PerfEntry(time=0.20886699999999997, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", + " PerfEntry(time=0.3013329999999999, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", - " PerfEntry(time=2.5000000000000008e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" + " PerfEntry(time=6.599999999999992e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 10, @@ -337,7 +360,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -364,7 +387,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -388,8 +411,8 @@ }, "outputs": [], "source": [ - "assert np.isclose(np.linalg.norm(ux.data), 537.5944)\n", - "assert np.isclose(np.linalg.norm(uy.data), 337.9793)" + "assert np.isclose(np.linalg.norm(ux.data), 368.79498)\n", + "assert np.isclose(np.linalg.norm(uy.data), 233.19011)" ] } ], diff --git a/examples/18_elastic_2nd_order_diagonal_surface.ipynb b/examples/18_elastic_2nd_order_diagonal_surface.ipynb index 1859ab1..5d9a214 100644 --- a/examples/18_elastic_2nd_order_diagonal_surface.ipynb +++ b/examples/18_elastic_2nd_order_diagonal_surface.ipynb @@ -89,7 +89,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "s_o = 2\n", + "s_o = 4\n", "\n", "ux = dv.TimeFunction(name='ux', grid=grid, space_order=s_o, time_order=2)\n", "uy = dv.TimeFunction(name='uy', grid=grid, space_order=s_o, time_order=2)\n", @@ -115,10 +115,25 @@ "nx = bg.n[0]\n", "ny = bg.n[1]\n", "\n", + "# With fourth-order boundary conditions\n", "bc_list = [dv.Eq(nx*(lam+2*mu)*ux.dx + nx*lam*uy.dy\n", " + ny*mu*ux.dy + ny*mu*uy.dx, 0),\n", " dv.Eq(nx*mu*ux.dy + nx*mu*uy.dx\n", - " + ny*(lam+2*mu)*uy.dy + ny*lam*ux.dx, 0)]\n", + " + ny*(lam+2*mu)*uy.dy + ny*lam*ux.dx, 0),\n", + " dv.Eq(lam*mu*nx*uy.dy3 + mu**2*ny*ux.dy3\n", + " + ux.dx2dy*ny*(lam**2 + 2*lam*mu + 2*mu**2)\n", + " + ux.dx3*nx*(lam**2 + 4*lam*mu + 4*mu**2)\n", + " + ux.dxdy2*nx*(2*lam*mu + 3*mu**2)\n", + " + uy.dx2dy*nx*(lam**2 + 3*lam*mu + mu**2)\n", + " + uy.dx3*ny*(lam*mu + 2*mu**2)\n", + " + uy.dxdy2*ny*(lam**2 + 3*lam*mu + 3*mu**2), 0),\n", + " dv.Eq(lam*mu*ny*ux.dx3 + mu**2*nx*uy.dx3\n", + " + ux.dx2dy*nx*(lam**2 + 3*lam*mu + 3*mu**2)\n", + " + ux.dxdy2*ny*(lam**2 + 3*lam*mu + mu**2)\n", + " + ux.dy3*nx*(lam*mu + 2*mu**2)\n", + " + uy.dx2dy*ny*(2*lam*mu + 3*mu**2)\n", + " + uy.dxdy2*nx*(lam**2 + 2*lam*mu + 2*mu**2)\n", + " + uy.dy3*ny*(lam**2 + 4*lam*mu + 4*mu**2), 0)]\n", "\n", "bcs = BoundaryConditions(bc_list)" ] @@ -144,6 +159,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -159,6 +176,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -174,6 +193,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -189,6 +210,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -204,6 +227,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -219,6 +244,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -251,7 +278,7 @@ "\n", "time_range = TimeAxis(start=t0, stop=tn, step=dt)\n", "\n", - "f0 = 0.005 # Source peak frequency is 5Hz (0.005 kHz)\n", + "f0 = 0.007 # Source peak frequency is 7Hz (0.007 kHz)\n", "src = RickerSource(name='src', grid=grid, f0=f0,\n", " npoint=1, time_range=time_range)\n", "\n", @@ -331,16 +358,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Operator `Kernel` ran in 0.16 s\n" + "Operator `Kernel` ran in 0.45 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", - " PerfEntry(time=0.15935400000000005, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", + " PerfEntry(time=0.4450729999999999, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", - " PerfEntry(time=4.799999999999997e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" + " PerfEntry(time=6.699999999999996e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 10, @@ -365,7 +392,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -392,7 +419,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -420,7 +447,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -442,8 +469,8 @@ "metadata": {}, "outputs": [], "source": [ - "assert np.isclose(np.linalg.norm(ux.data), 603.44977)\n", - "assert np.isclose(np.linalg.norm(uy.data), 603.44977)" + "assert np.isclose(np.linalg.norm(ux.data), 434.24045)\n", + "assert np.isclose(np.linalg.norm(uy.data), 434.24045)" ] } ], diff --git a/examples/19_elastic_2nd_order_sinusoid.ipynb b/examples/19_elastic_2nd_order_sinusoid.ipynb index 8db384c..af16633 100644 --- a/examples/19_elastic_2nd_order_sinusoid.ipynb +++ b/examples/19_elastic_2nd_order_sinusoid.ipynb @@ -88,7 +88,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "s_o = 2\n", + "s_o = 4\n", "\n", "ux = dv.TimeFunction(name='ux', grid=grid, space_order=s_o, time_order=2)\n", "uy = dv.TimeFunction(name='uy', grid=grid, space_order=s_o, time_order=2)\n", @@ -114,10 +114,25 @@ "nx = bg.n[0]\n", "ny = bg.n[1]\n", "\n", + "# With fourth-order boundary conditions\n", "bc_list = [dv.Eq(nx*(lam+2*mu)*ux.dx + nx*lam*uy.dy\n", " + ny*mu*ux.dy + ny*mu*uy.dx, 0),\n", " dv.Eq(nx*mu*ux.dy + nx*mu*uy.dx\n", - " + ny*(lam+2*mu)*uy.dy + ny*lam*ux.dx, 0)]\n", + " + ny*(lam+2*mu)*uy.dy + ny*lam*ux.dx, 0),\n", + " dv.Eq(lam*mu*nx*uy.dy3 + mu**2*ny*ux.dy3\n", + " + ux.dx2dy*ny*(lam**2 + 2*lam*mu + 2*mu**2)\n", + " + ux.dx3*nx*(lam**2 + 4*lam*mu + 4*mu**2)\n", + " + ux.dxdy2*nx*(2*lam*mu + 3*mu**2)\n", + " + uy.dx2dy*nx*(lam**2 + 3*lam*mu + mu**2)\n", + " + uy.dx3*ny*(lam*mu + 2*mu**2)\n", + " + uy.dxdy2*ny*(lam**2 + 3*lam*mu + 3*mu**2), 0),\n", + " dv.Eq(lam*mu*ny*ux.dx3 + mu**2*nx*uy.dx3\n", + " + ux.dx2dy*nx*(lam**2 + 3*lam*mu + 3*mu**2)\n", + " + ux.dxdy2*ny*(lam**2 + 3*lam*mu + mu**2)\n", + " + ux.dy3*nx*(lam*mu + 2*mu**2)\n", + " + uy.dx2dy*ny*(2*lam*mu + 3*mu**2)\n", + " + uy.dxdy2*nx*(lam**2 + 2*lam*mu + 2*mu**2)\n", + " + uy.dy3*ny*(lam**2 + 4*lam*mu + 4*mu**2), 0)]\n", "\n", "bcs = BoundaryConditions(bc_list)" ] @@ -143,6 +158,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -158,6 +175,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -173,6 +192,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -188,6 +209,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -203,6 +226,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -218,6 +243,8 @@ "name": "stderr", "output_type": "stream", "text": [ + "Operator `eval_coeffs` ran in 0.01 s\n", + "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n", "Operator `eval_coeffs` ran in 0.01 s\n" ] @@ -245,12 +272,12 @@ "c = np.sqrt(b*(lam+2*mu))\n", "\n", "t0 = 0. # Simulation starts a t=0\n", - "tn = 850. # Simulation last 0.5 seconds (500 ms)\n", + "tn = 850. # Simulation last 0.85 seconds (850 ms)\n", "dt = 0.5*grid.spacing[0]/c # Time step from grid spacing\n", "\n", "time_range = TimeAxis(start=t0, stop=tn, step=dt)\n", "\n", - "f0 = 0.005 # Source peak frequency is 5Hz (0.005 kHz)\n", + "f0 = 0.006 # Source peak frequency is 6Hz (0.006 kHz)\n", "src = RickerSource(name='src', grid=grid, f0=f0,\n", " npoint=1, time_range=time_range)\n", "\n", @@ -330,16 +357,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Operator `Kernel` ran in 0.14 s\n" + "Operator `Kernel` ran in 0.69 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", - " PerfEntry(time=0.13337100000000002, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", + " PerfEntry(time=0.6830369999999998, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[])),\n", " (PerfKey(name='section1', rank=None),\n", - " PerfEntry(time=3.699999999999999e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" + " PerfEntry(time=6.299999999999993e-05, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 10, @@ -364,7 +391,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -391,7 +418,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -413,8 +440,8 @@ "metadata": {}, "outputs": [], "source": [ - "assert np.isclose(np.linalg.norm(ux.data), 511.65524)\n", - "assert np.isclose(np.linalg.norm(uy.data), 340.18506)" + "assert np.isclose(np.linalg.norm(ux.data), 431.516)\n", + "assert np.isclose(np.linalg.norm(uy.data), 273.61884)" ] } ], diff --git a/examples/elastic_2nd_order/2D_elastic_2nd_order.py b/examples/elastic_2nd_order/2D_elastic_2nd_order.py index 0ba2a15..0a3fd9e 100644 --- a/examples/elastic_2nd_order/2D_elastic_2nd_order.py +++ b/examples/elastic_2nd_order/2D_elastic_2nd_order.py @@ -48,6 +48,22 @@ def run(sdf, s_o, nsnaps): dv.Eq(nx*mu*ux.dy + nx*mu*uy.dx + ny*(lam+2*mu)*uy.dy + ny*lam*ux.dx, 0)] + if s_o >= 4: + bc_list.append(dv.Eq(lam*mu*nx*uy.dy3 + mu**2*ny*ux.dy3 + + ux.dx2dy*ny*(lam**2 + 2*lam*mu + 2*mu**2) + + ux.dx3*nx*(lam**2 + 4*lam*mu + 4*mu**2) + + ux.dxdy2*nx*(2*lam*mu + 3*mu**2) + + uy.dx2dy*nx*(lam**2 + 3*lam*mu + mu**2) + + uy.dx3*ny*(lam*mu + 2*mu**2) + + uy.dxdy2*ny*(lam**2 + 3*lam*mu + 3*mu**2), 0)) + bc_list.append(dv.Eq(lam*mu*ny*ux.dx3 + mu**2*nx*uy.dx3 + + ux.dx2dy*nx*(lam**2 + 3*lam*mu + 3*mu**2) + + ux.dxdy2*ny*(lam**2 + 3*lam*mu + mu**2) + + ux.dy3*nx*(lam*mu + 2*mu**2) + + uy.dx2dy*ny*(2*lam*mu + 3*mu**2) + + uy.dxdy2*nx*(lam**2 + 2*lam*mu + 2*mu**2) + + uy.dy3*ny*(lam**2 + 4*lam*mu + 4*mu**2), 0)) + # TODO: add higher-order bcs bcs = BoundaryConditions(bc_list) boundary = Boundary(bcs, bg) @@ -70,7 +86,7 @@ def run(sdf, s_o, nsnaps): time_range = TimeAxis(start=t0, stop=tn, step=dt) - f0 = 0.005 # Source peak frequency is 5Hz (0.005 kHz) + f0 = 0.0065 # Source peak frequency is 6.5Hz (0.0065 kHz) src = RickerSource(name='src', grid=grid, f0=f0, npoint=1, time_range=time_range) @@ -177,7 +193,7 @@ def append_path(file): def main(): shift = 50 # Number of grid increments to shift surface - s_o = 2 # Space order + s_o = 4 # Space order # Load the signed distance function data sdf_file = "/../infrasound/surface_files/mt_st_helens_2d.npy" sdf = load_sdf(sdf_file, s_o, shift)