{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Implementation of a Devito viscoacoustic equations\n", "\n", "## This tutorial is contributed by SENAI CIMATEC (2020)\n", "\n", "This tutorial is based on:\n", "\n", "
**Linear inversion in layered viscoacoustic media using a time‐domain method** (1994)\n", "
Joakim O. Blanch and William W. Symes\n", "
SEG Technical Program Expanded Abstracts\n", "
https://doi.org/10.1190/1.1822695\n", "\n", "
**True-amplitude prestack depth migration** (2007)\n", "
Feng Deng and George A. McMechan \n", "
GEOPHYSICS Technical Papers \n", "
https://doi.org/10.1190/1.2714334\n", "\n", "
**Attenuation compensation for least-squares reverse time migration using the viscoacoustic-wave equation** (2014)\n", "
Gaurav Dutta and Gerard T. Schuster\n", "
GEOPHYSICS Technical Papers\n", "
https://doi.org/10.1190/geo2013-0414.1\n", "\n", "
**Multiscale viscoacoustic waveform inversion with the second generation wavelet transform and adaptive time–space domain finite-difference method** (2014)\n", "
Zhiming Ren, Yang Liu,and Qunshan Zhang\n", "
Geophysical Journal International, Volume 197, Issue 2, 1 May 2014, Pages 948–974\n", "
https://doi.org/10.1093/gji/ggu024\n", "\n", "
**Viscoacoustic prestack reverse time migration based on the optimal time-space domain high-order finite-difference method** (2014)\n", "
Yan Zhao, Yang Liu, and Zhi-Ming Ren \n", "
Appl. Geophys. 11, 50–62. \n", "
https://doi.org/10.1007/s11770-014-0414-8\n", "\n", "
**A stable and efficient approach of Q reverse time migration** (2018)\n", "
Yan Zhao, Ningbo Mao, and Zhiming Ren\n", "
GEOPHYSICS Technical Papers\n", "
https://doi.org/10.1190/geo2018-0022.1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction \n", "\n", "The conversion of mechanical energy to heat, occurs during the propagation of seismic waves on the subsurface, due to the viscosity of the rocks. The presence of oil and gas in these rocks causes seismic attenuations. Thus, associated effects, such as dispersion and dissipation, can significantly affect the amplitudes, as well as the phase of the seismic pulse. However, in the seismic exploration, the subsurface has still been considered as an ideal elastic/acoustic medium, that is, disregarding its mitigating effect. In practice, the propagation of seismic waves on the subsurface is in many ways different from propagation in an ideal solid. \n", "\n", "For example, some subsurface rocks have anisotropic properties, are heterogeneous, porous and so on. The acoustic/elastic wave equation is not sensitive enough to describe propagation in these more complicated mediums. Generally, the viscosity of materials in the subsurface causes energy dissipation and consequently a decrease in amplitude, in addition to modifying the frequency content of the waves. This phenomenon of energy dissipation of the wave is called seismic absorption or attenuation. \n", "\n", "The goal of this tutorial is to perform a seismic modeling taking into account the viscosity of the medium, so that it is possible to more accurately simulate the seismic data and consequently build images with better resolution in the processing of this data, in addition to extracting more detailed information on rocky materials through seismic inversion. \n", "\n", "This tutorial follow three main viscoacoustic approaches in time-space domain:\n", "\n", "- Blanch and Symes (1995) / Dutta and Schuster (2014)\n", "\n", "- Ren et al. (2014)\n", "\n", "- Deng and McMechan (2007)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Table of symbols

\n", "\n", "| Symbol         | Description\n", "| :--- | :--- \n", "|$f$ |Frequency |\n", "|$f_o$ |Reference frequency |\n", "|$\\omega$ |Angular frenquency |\n", "|$\\omega_0$ |Angular Reference Frequency |\n", "|$v$ |Velocity model |\n", "|$v_0$ |Reference velocity at $\\omega_0$ |\n", "|$\\kappa$ |Bulk modulus |\n", "|$g$ |Absorption coefficient |\n", "|$\\tau$ |Relaxation time |\n", "|$\\tau_\\sigma$ |Stress relaxation parameter |\n", "|$\\tau_\\epsilon$ |Strain relaxation parameter |\n", "|$Q$ |Quality factor |\n", "|$\\eta$ |Viscosity |\n", "|$\\rho$ |Density |\n", "|$\\nabla$ |Nabla operator |\n", "|$P({\\bf x},t)$ |Pressure field |\n", "|$r({\\bf x},t)$ |Memory variable |\n", "|${\\bf v}({\\bf x},t)$ |Particle velocity |\n", "|$S({\\bf x}_s,t)$ |Source |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Seismic modelling with Devito" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before start with the viscoacoustic approaches we will describe a setup of seismic modelling with Devito in a simple 2D case. We will create a physical model of our domain and define a single source and an according set of receivers to model for the forward model. But first, we initialize some basic utilities." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import sympy as sp\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "from devito import *\n", "from examples.seismic.source import RickerSource, WaveletSource, TimeAxis\n", "from examples.seismic import ModelViscoacoustic, plot_image, setup_geometry, plot_velocity" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "nx = 300\n", "nz = 300\n", "\n", "# Define a physical size\n", "shape = (nx, nz)\n", "spacing = (20., 20.)\n", "origin = (0., 0.)\n", "nlayers = 3\n", "nbl = 50\n", "space_order = 8\n", "dtype = np.float32\n", "\n", "# Model physical parameters:\n", "vp = np.zeros(shape)\n", "qp = np.zeros(shape)\n", "rho = np.zeros(shape)\n", "\n", "# Define a velocity profile. The velocity is in km/s\n", "vp_top = 1.5\n", "vp_bottom = 3.5\n", "\n", "# Define a velocity profile in km/s\n", "v = np.empty(shape, dtype=dtype)\n", "v[:] = vp_top # Top velocity (background)\n", "vp_i = np.linspace(vp_top, vp_bottom, nlayers)\n", "for i in range(1, nlayers):\n", " v[..., i*int(shape[-1] / nlayers):] = vp_i[i] # Bottom velocity\n", "\n", "qp[:] = 3.516*((v[:]*1000.)**2.2)*10**(-6) # Li's empirical formula\n", "\n", "rho[:] = 0.31*(v[:]*1000.)**0.25 # Gardner's relation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `initdamp` run in 0.01 s\n", "Operator `padfunc` run in 0.01 s\n", "Operator `padfunc` run in 0.01 s\n", "Operator `padfunc` run in 0.01 s\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "model = ModelViscoacoustic(space_order=space_order, vp=v, qp=qp, b=1/rho, \n", " origin=origin, shape=shape, spacing=spacing, \n", " nbl=nbl)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "aspect_ratio = model.shape[0]/model.shape[1]\n", "\n", "plt_options_model = {'cmap': 'jet', 'extent': [model.origin[0], model.origin[0] + model.domain_size[0],\n", " model.origin[1] + model.domain_size[1], model.origin[1]]}\n", "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(15, 5))\n", "\n", "slices = [slice(model.nbl, -model.nbl), slice(model.nbl, -model.nbl)]\n", "\n", "img1 = ax[0].imshow(np.transpose(model.vp.data[slices]), vmin=1.5, vmax=3.5, **plt_options_model)\n", "fig.colorbar(img1, ax=ax[0])\n", "ax[0].set_title(r\"V (km/s)\", fontsize=20)\n", "ax[0].set_xlabel('X (m)', fontsize=20)\n", "ax[0].set_ylabel('Depth (m)', fontsize=20)\n", "ax[0].set_aspect('auto')\n", "\n", "img2 = ax[1].imshow(np.transpose(qp), vmin=15, vmax=220, **plt_options_model)\n", "fig.colorbar(img2, ax=ax[1])\n", "ax[1].set_title(\"Q\", fontsize=20)\n", "ax[1].set_xlabel('X (m)', fontsize=20)\n", "ax[1].set_ylabel('Depth (m)', fontsize=20)\n", "ax[1].set_aspect('auto')\n", "\n", "img3 = ax[2].imshow(np.transpose(rho), vmin=1.9, vmax=2.4, **plt_options_model)\n", "fig.colorbar(img3, ax=ax[2])\n", "ax[2].set_title(r\"Density $\\rho$ (g/cm^3)\", fontsize=20)\n", "ax[2].set_xlabel('X (m)', fontsize=20)\n", "ax[2].set_ylabel('Depth (m)', fontsize=20)\n", "ax[2].set_aspect('auto')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "f0 = 0.005 # peak/dominant frequency \n", "b = model.b\n", "rho = 1./b\n", "\n", "# velocity model\n", "vp = model.vp\n", "\n", "t_s = (sp.sqrt(1.+1./model.qp**2)-1./model.qp)/f0\n", "t_ep = 1./(f0**2*t_s)\n", "tt = (t_ep/t_s) - 1.\n", "\n", "s = model.grid.stepping_dim.spacing\n", "damp = model.damp" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Time step in ms and time range:\n", "t0, tn = 0., 2000.\n", "dt = model.critical_dt\n", "time_range = TimeAxis(start=t0, stop=tn, step=dt)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from examples.seismic import Receiver\n", "\n", "def src_rec(p, model):\n", " src = RickerSource(name='src', grid=model.grid, f0=f0, time_range=time_range)\n", " src.coordinates.data[0, :] = np.array(model.domain_size) * .5\n", " src.coordinates.data[0, -1] = 8. \n", "\n", " # Create symbol for receivers\n", " rec = Receiver(name='rec', grid=model.grid, npoint=shape[0], time_range=time_range)\n", "\n", " # Prescribe even spacing for receivers along the x-axis\n", " rec.coordinates.data[:, 0] = np.linspace(0, model.domain_size[0], num=shape[0])\n", " rec.coordinates.data[:, 1] = 8. \n", "\n", " src_term = src.inject(field=p.forward, expr=(s*src))\n", " rec_term = rec.interpolate(expr=p)\n", " \n", " return src_term + rec_term, src, rec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Auxiliary functions for plotting data:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def plot_receiver(rec):\n", " rec_plot = rec.resample(num=1001)\n", " scale_for_plot = np.diag(np.linspace(1.0, 2.5, 1001)**2.0)\n", " # Pressure (txx + tzz) data at sea surface\n", " extent = [rec_plot.coordinates.data[0, 0], rec_plot.coordinates.data[-1, 0], 1e-3*tn, t0]\n", " aspect = rec_plot.coordinates.data[-1, 0]/(1e-3*tn)/.5\n", "\n", " plt.figure(figsize=(10, 10))\n", " plt.imshow(np.dot(scale_for_plot, rec_plot.data), vmin=-.01, vmax=.01, cmap=\"seismic\",\n", " interpolation='lanczos', extent=extent, aspect=aspect)\n", " plt.ylabel(\"Time (s)\", fontsize=20)\n", " plt.xlabel(\"Receiver position (m)\", fontsize=20)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def plot_v_and_p(model, v, p):\n", " \n", " slices = [slice(model.nbl, -model.nbl), slice(model.nbl, -model.nbl)]\n", " scale = .5*1e-3\n", "\n", " plt_options_model = {'extent': [model.origin[0] , model.origin[0] + model.domain_size[0],\n", " model.origin[1] + model.domain_size[1], model.origin[1]]}\n", "\n", " fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(15, 7))\n", "\n", " ax[0].imshow(np.transpose(v[0].data[0][slices]), vmin=-scale, vmax=scale, cmap=\"RdGy\", **plt_options_model)\n", " ax[0].imshow(np.transpose(model.vp.data[slices]), vmin=1.5, vmax=3.5, cmap=\"jet\", alpha=.5, **plt_options_model)\n", " ax[0].set_aspect('auto')\n", " ax[0].set_xlabel('X (m)', fontsize=20)\n", " ax[0].set_ylabel('Depth (m)', fontsize=20)\n", " ax[0].set_title(r\"$v_{x}$\", fontsize=20)\n", "\n", " ax[1].imshow(np.transpose(v[1].data[0][slices]), vmin=-scale, vmax=scale, cmap=\"RdGy\", **plt_options_model)\n", " ax[1].imshow(np.transpose(model.vp.data[slices]), vmin=1.5, vmax=3.5, cmap=\"jet\", alpha=.5, **plt_options_model)\n", " ax[1].set_aspect('auto')\n", " ax[1].set_xlabel('X (m)', fontsize=20)\n", " ax[1].set_title(r\"$v_{z}$\", fontsize=20)\n", "\n", " ax[2].imshow(np.transpose(p.data[0][slices]), vmin=-scale, vmax=scale, cmap=\"RdGy\", **plt_options_model)\n", " ax[2].imshow(np.transpose(model.vp.data[slices]), vmin=1.5, vmax=3.5, cmap=\"jet\", alpha=.5, **plt_options_model)\n", " ax[2].set_aspect('auto')\n", " ax[2].set_xlabel('X (m)', fontsize=20)\n", " ax[2].set_title(r\"$P$\", fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Blanch and Symes (1995) / Dutta and Schuster (2014)\n", "\n", "The equations of motion for a viscoacoustic medium can be written as:\n", "\n", "\\begin{equation}\n", "\\left\\{\n", "\\begin{array}{lcl}\n", "\\frac{\\partial P}{\\partial t} + \\kappa (\\tau + 1)(\\nabla \\cdot {\\bf v}) + r = S({\\bf x}_{s}, t) \\\\\n", "\\frac{\\partial {\\bf v}}{\\partial t} + \\frac{1}{\\rho}\\nabla{P} = 0 \\\\\n", "\\frac{\\partial r}{\\partial t} + \\frac{1}{\\tau_{\\sigma}} [r + \\tau \\kappa (\\nabla \\cdot {\\bf v})] = 0.\n", "\\end{array}\n", "\\right.\n", "\\label{first-order-dutta}\n", "\\end{equation}\n", "\n", "Where $\\tau = \\tau_{\\epsilon}/\\tau_{\\sigma} -1$ represents the magnitude of $Q$. $\\tau_{\\epsilon}$ and $\\tau_{\\sigma}$ are, respectively, the stress and strain relaxation parameters, given by:\n", "\n", "\\begin{equation}\n", "\\tau_\\sigma = \\frac{\\sqrt{Q^2+1}-1}{2 \\pi f_0 Q}\n", "\\end{equation}\n", "and\n", "\\begin{equation}\n", "\\tau_\\epsilon= \\frac{\\sqrt{Q^2+1}+1}{2\\pi f_0 Q}\n", "\\end{equation}\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Stencil created from Blanch and Symes (1995) / Dutta and Schuster (2014) \n", "def blanch_symes(model, p, r, v):\n", "\n", " # Bulk modulus\n", " bm = rho * (vp * vp)\n", "\n", " # Define PDE to v\n", " pde_v = v - s * b * grad(p)\n", " u_v = Eq(v.forward, damp * pde_v) \n", "\n", " # Define PDE to r\n", " pde_r = r - s * (1. / t_s) * r - s * (1. / t_s) * tt * bm * div(v.forward)\n", " u_r = Eq(r.forward, damp * pde_r)\n", "\n", " # Define PDE to p\n", " pde_p = p - s * bm * (tt + 1.) * div(v.forward) - s * r.forward\n", " u_p = Eq(p.forward, damp * pde_p) \n", " \n", " return [u_v, u_r, u_p]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Seismic Modelling from Blanch and Symes (1995) / Dutta and Schuster (2014) viscoacoustic wave equation.\n", "def modelling_blanch_symes(model):\n", " \n", " # Create symbols for particle velocity, pressure field, memory variable, source and receivers\n", " \n", " v = VectorTimeFunction(name=\"v\", grid=model.grid, time_order=1, space_order=space_order)\n", "\n", " p = TimeFunction(name=\"p\", grid=model.grid, time_order=1, space_order=space_order, \n", " staggered=NODE)\n", "\n", " r = TimeFunction(name=\"r\", grid=model.grid, time_order=1, space_order=space_order, \n", " staggered=NODE)\n", " \n", " # define the source injection and create interpolation expression for receivers\n", " \n", " src_rec_expr, src, rec = src_rec(p, model)\n", " \n", " eqn = blanch_symes(model, p, r, v)\n", " \n", " op = Operator(eqn + src_rec_expr, subs=model.spacing_map)\n", " \n", " op(time=time_range.num-1, dt=dt, src=src, rec=rec)\n", " \n", " return rec, v, p" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 2.35 s\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "rec, v, p = modelling_blanch_symes(model)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "plot_receiver(rec)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "assert np.isclose(np.linalg.norm(rec.data), 16, rtol=10)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "plot_v_and_p(model, v, p)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "assert np.isclose(norm(v[0]), 1.87797, atol=1e-3, rtol=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ren et al. (2014)\n", "\n", "The viscoacoustic wave equation in time domain is written as:\n", "\n", "\\begin{equation}\n", "\\frac{\\partial^{2}P}{\\partial{t^2}} - v^{2}\\nabla^{2}{P} - \\eta\\nabla^{2}\\left(\\frac{\\partial P}{\\partial t}\\right) = S({\\bf x}_{s}, t),\n", "\\end{equation}\n", "\n", "where $\\eta = \\frac{v^2}{\\omega_{0}Q}$ represents the viscosity of medium.\n", "\n", "Considering the variable density $\\rho$, the equation can be rewritten as:\n", "\n", "\\begin{equation}\n", "\\frac{\\partial^{2}P}{\\partial{t^2}} - \\kappa \\nabla \\cdot \\frac{1}{\\rho} \\nabla{P} - \\eta \\rho \\nabla \\cdot \\frac{1}{\\rho} \\nabla \\left(\\frac{\\partial{P}}{\\partial{t}}\\right) = S({\\bf x}_{s}, t).\n", "\\end{equation}\n", "\n", "The equation can be written using a first order formulation, given by:\n", "\n", "\\begin{equation}\n", "\\left\\{\n", "\\begin{array}{ll}\n", "\\frac{\\partial P}{\\partial t} + \\kappa \\nabla \\cdot {\\bf v} - \\eta \\rho \\nabla \\cdot \\frac{1}{\\rho} \\nabla{P} = S({\\bf x}_{s}, t) \\\\\n", "\\frac{\\partial {\\bf v}}{\\partial t} + \\frac{1}{\\rho} \\nabla{P} = 0\n", "\\end{array}\n", "\\right.\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Stencil created from Ren et al. (2014) viscoacoustic wave equation.\n", "def ren(model, p, v):\n", "\n", " # Angular frequency \n", " w = 2. * np.pi * f0\n", "\n", " # Define PDE to v\n", " pde_v = v - s * b * grad(p)\n", " u_v = Eq(v.forward, damp * pde_v)\n", "\n", " # Define PDE to p\n", " pde_p = p - s * vp * vp * rho * div(v.forward) + s * \\\n", " ((vp * vp * rho) / (w * model.qp)) * div(b * grad(p))\n", "\n", " u_p = Eq(p.forward, damp * pde_p) \n", " \n", " return [u_v, u_p]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Seismic Modelling from Ren et al. (2014) viscoacoustic wave equation.\n", "def modelling_ren(model):\n", " \n", " # Create symbols for particle velocity, pressure field, source and receivers\n", "\n", " v = VectorTimeFunction(name=\"v\", grid=model.grid, time_order=1, space_order=space_order)\n", "\n", " p = TimeFunction(name=\"p\", grid=model.grid, time_order=1, space_order=space_order, \n", " staggered=NODE)\n", "\n", " # define the source injection and create interpolation expression for receivers\n", " \n", " src_rec_expr, src, rec = src_rec(p, model)\n", " \n", " eqn = ren(model, p, v)\n", " \n", " op = Operator(eqn + src_rec_expr, subs=model.spacing_map)\n", " \n", " op(time=time_range.num-1, dt=dt, src=src, rec=rec)\n", " \n", " return rec, v, p" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 1.83 s\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "rec, v, p = modelling_ren(model)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "plot_receiver(rec)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "assert np.isclose(np.linalg.norm(rec.data), 15, rtol=10)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "plot_v_and_p(model, v, p)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "assert np.isclose(norm(v[0]), 1.0639238, atol=1e-3, rtol=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deng and McMechan (2007)\n", "\n", "The viscoacoustic wave equation for the propagating pressure $P$ in the time-space domain:\n", "\n", "\\begin{equation}\n", "\\frac{1}{v^2}\\frac{\\partial^{2}P}{\\partial{t^2}} - \\nabla^{2}P + \\frac{g}{v}\\frac{\\partial P}{\\partial{t}} = S({\\bf x}_{s}, t),\n", "\\label{eq-deng}\n", "\\end{equation}\n", "\n", "where $g$ is the absorption coefficient, given by:\n", "\n", "\\begin{equation}\n", "g = \\frac{2\\pi f_{0}}{vQ},\n", "\\end{equation}\n", "\n", "The equation can be written using a first order formulation, given by:\n", "\n", "\\begin{equation}\n", "\\left\\{\n", "\\begin{array}{lcl}\n", "\\frac{\\partial P}{\\partial t} + \\kappa (\\nabla \\cdot {\\bf v}) + \\frac{2\\pi f_{0}}{Q}P= S({\\bf x}_{s}, t) \\\\\n", "\\frac{\\partial {\\bf v}}{\\partial t} + \\frac{1}{\\rho}\\nabla{P} = 0 \\\\\n", "\\end{array}\n", "\\right.\n", "\\end{equation}\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Stencil created from Deng and McMechan (2007) viscoacoustic wave equation.\n", "def deng_mcmechan(model, p, v):\n", "\n", " # Angular frequency \n", " w = 2. * np.pi * f0\n", "\n", " # Define PDE to v\n", " pde_v = v - s * b * grad(p)\n", " u_v = Eq(v.forward, damp * pde_v)\n", "\n", " # Define PDE to p\n", " pde_p = p - s * vp * vp * rho * div(v.forward) - s * (w / model.qp) * p\n", " u_p = Eq(p.forward, damp * pde_p) \n", " \n", " return [u_v, u_p]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Seismic Modelling from Deng and McMechan (2007) viscoacoustic wave equation.\n", "def modelling_deng_mcmechan(model):\n", " \n", " # Create symbols for particle velocity, pressure field, source and receivers\n", " \n", " v = VectorTimeFunction(name=\"v\", grid=model.grid, time_order=1, space_order=space_order)\n", "\n", " p = TimeFunction(name=\"p\", grid=model.grid, time_order=1, space_order=space_order, \n", " staggered=NODE)\n", "\n", " # define the source injection and create interpolation expression for receivers\n", " \n", " src_rec_expr, src, rec = src_rec(p, model)\n", " \n", " eqn = deng_mcmechan(model, p, v)\n", " \n", " op = Operator(eqn + src_rec_expr, subs=model.spacing_map)\n", " \n", " op(time=time_range.num-1, dt=dt, src=src, rec=rec)\n", " \n", " return rec, v, p" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 2.01 s\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "rec, v, p = modelling_deng_mcmechan(model)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "plot_receiver(rec)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "assert np.isclose(np.linalg.norm(rec.data), 16, rtol=10)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "plot_v_and_p(model, v, p)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "assert np.isclose(norm(v[0]), 1.1323929, atol=1e-3, rtol=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# More references\n", "\n", "[1] https://academic.oup.com/gji/article/197/2/948/616510\n", "\n", "[2] https://link.springer.com/article/10.1007/s11770-014-0414-8\n", "\n", "[3] https://janth.home.xs4all.nl/Software/fdelmodcManual.pdf" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }