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@cako
Last active January 22, 2022 21:09
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"from math import floor\n",
"from mpl_toolkits.axes_grid1 import ImageGrid, make_axes_locatable\n",
"\n",
"from pylops import LinearOperator, Spread\n",
"from pylops.signalprocessing import FFT\n",
"from pylops.utils import dottest\n",
"from pylops.utils.seismicevents import hyperbolic2d, makeaxis\n",
"from pylops.utils.wavelets import ricker\n",
"\n",
"from numba import jit\n",
"from scipy.interpolate import griddata\n",
"from scipy.ndimage import gaussian_filter\n",
"from scipy.sparse.linalg import lsqr\n",
"from time import time\n",
"\n",
"plt.style.use(\"tableau-colorblind10\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Setup\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"par = dict(ox=0, dx=40, nx=80, ot=0, dt=0.004, nt=520)\n",
"t, _, x, _ = makeaxis(par)\n",
"\n",
"t0s_true = np.array([0.5, 1.22, 1.65])\n",
"vrms_true = np.array([2000.0, 2400.0, 2500.0])\n",
"amps = np.array([1, 0.2, 0.5])\n",
"\n",
"freq = 10 # Hz\n",
"wav, *_ = ricker(t[:41], f0=freq)\n",
"\n",
"_, d = hyperbolic2d(x, t, t0s_true, vrms_true, amp=amps, wav=wav)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def create_colorbar(im, ax):\n",
" divider = make_axes_locatable(ax)\n",
" cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n",
" cb = fig.colorbar(im, cax=cax, orientation=\"vertical\")\n",
" return cax, cb\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 288x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 6))\n",
"vmax = np.max(np.abs(d))\n",
"opts = dict(\n",
" cmap=\"gray_r\",\n",
" extent=[x[0], x[-1], t[-1], t[0]],\n",
" aspect=\"auto\",\n",
" vmin=-0.5 * vmax,\n",
" vmax=0.5 * vmax,\n",
")\n",
"im = ax.imshow(d.T, **opts)\n",
"ax.set(title=\"Data\", xlabel=\"Offset [m]\", ylabel=\"Time [s]\")\n",
"cax, _ = create_colorbar(im, ax)\n",
"cax.set_ylabel(\"Amplitude\")\n",
"fig.tight_layout()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Interpolate vrms to all time-samples\n",
"points = np.zeros((len(t0s_true) + 2,))\n",
"points[0] = t[0]\n",
"points[-1] = t[-1]\n",
"points[1:-1] = t0s_true\n",
"values = np.zeros((len(vrms_true) + 2,))\n",
"values[0] = 1000.0 / vrms_true[0] # s/m\n",
"values[-1] = 1000.0 / vrms_true[-1]\n",
"values[1:-1] = 1000.0 / vrms_true\n",
"\n",
"slowness_interp = griddata(points, values, t, method=\"linear\")\n",
"vel_t = 1000.0 / gaussian_filter(slowness_interp, sigma=11) # Slowness smoothing\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 288x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 6))\n",
"ax.plot(vel_t, t, \"k\", lw=3, label=\"Interpolated\", zorder=-1)\n",
"ax.plot(vrms_true, t0s_true, \"C1o\", markersize=10, label=\"Picks\")\n",
"ax.invert_yaxis()\n",
"ax.set(xlabel=\"RMS Velocity [m/s]\", ylabel=\"Time [s]\", ylim=[t[-1], t[0]])\n",
"ax.legend()\n",
"fig.tight_layout()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Traditional NMO implementation (with interpolation)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"@jit(nopython=True, fastmath=True, nogil=True)\n",
"def nmo_forward(data, taxis, haxis, vels_rms, max_stretch=None):\n",
" dt = taxis[1] - taxis[0]\n",
" ot = taxis[0]\n",
" nt = len(taxis)\n",
" if max_stretch is None:\n",
" max_stretch = np.inf\n",
" dnmo = np.zeros_like(data)\n",
" for ih, h in enumerate(haxis):\n",
" for it0, (t0, vrms) in enumerate(zip(taxis, vels_rms)):\n",
" tx = np.sqrt(t0 ** 2 + (h / vrms) ** 2)\n",
" it_frac = (tx - ot) / dt\n",
" it_floor = floor(it_frac)\n",
" it_ceil = it_floor + 1\n",
" w = it_frac - it_floor\n",
" stretch = (tx - t0) / t0 if t0 != 0 else np.inf\n",
" if 0 <= it_floor and it_ceil < nt and stretch < max_stretch:\n",
" dnmo[ih, it0] += (1 - w) * data[ih, it_floor] + w * data[ih, it_ceil]\n",
" return dnmo\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Compile\n",
"dnmo_trad = nmo_forward(d, t, x, vel_t)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"268 µs ± 1.56 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"nmo_forward(d, t, x, vel_t)\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(0.5, 1.0, 'NMO-corrected Data (traditional)'),\n",
" Text(0.5, 0, 'Offset [m]')]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 468x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(6.5, 6))\n",
"grid = ImageGrid(\n",
" fig,\n",
" 111,\n",
" nrows_ncols=(1, 2),\n",
" axes_pad=0.15,\n",
" cbar_location=\"right\",\n",
" cbar_mode=\"single\",\n",
" cbar_size=\"7%\",\n",
" cbar_pad=0.15,\n",
" aspect=False,\n",
" share_all=True,\n",
")\n",
"im = grid[0].imshow(d.T, **opts)\n",
"grid[0].set(title=\"Data\", xlabel=\"Offset [m]\", ylabel=\"Time [s]\")\n",
"grid[0].cax.colorbar(im)\n",
"grid[0].cax.set_ylabel(\"Amplitude\")\n",
"\n",
"grid[1].imshow(dnmo_trad.T, **opts)\n",
"grid[1].set(title=\"NMO-corrected Data (traditional)\", xlabel=\"Offset [m]\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Reversible NMO\n",
"\n",
"Burnett, W. A., & Ferguson, R. J. (2008). \"Reversible NMO\". CREWES Research Report, 20, 1–13.\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"class ReversibleNMO(LinearOperator):\n",
" def __init__(self, taxis, haxis, vels_rms, dtype=None, verb=True):\n",
" self._taxis = np.array(taxis)\n",
" self._dt = taxis[1] - taxis[0]\n",
" self._nt = len(taxis)\n",
" self._haxis = np.array(haxis)\n",
" self._nf = self._nt # Alias\n",
" self._nh = len(haxis)\n",
" self._vels_rms = np.array(vels_rms)\n",
" self._verb = verb\n",
" self.FFTOp = FFT(d.shape, dir=-1, sampling=self._dt, norm=\"1/n\", engine=\"scipy\")\n",
" self.dims = self.FFTOp.dims\n",
" self._kernel = None\n",
" self._alpha = None\n",
"\n",
" # LinearOperator attributes\n",
" self.explicit = False\n",
" self.shape = (self._nt * self._nh,) * 2\n",
" argdtypes = np.result_type(taxis.dtype, haxis.dtype, vels_rms.dtype)\n",
" self.dtype = argdtypes if dtype is None else dtype\n",
" self.clinear = False\n",
"\n",
" def _create_kernel_if_needed(self):\n",
" \"\"\"Creates Fourier kernel (A in eq 20)\"\"\"\n",
" if self._kernel is not None:\n",
" return True\n",
" if self._verb:\n",
" print(\"Created kernel in \", end=\"\")\n",
" start = time()\n",
"\n",
" self._kernel = np.zeros((self._nh, self._nt, self._nf), dtype=self.FFTOp.cdtype)\n",
" for ih, h in enumerate(self._haxis):\n",
" tx = np.sqrt(self._taxis ** 2 + (h / self._vels_rms) ** 2)\n",
" self._kernel[ih, ...] = np.exp(2 * np.pi * 1j * np.outer(tx, self.FFTOp.f))\n",
"\n",
" if self._verb:\n",
" end = time()\n",
" print(f\"{1e3*(end - start):.0f} ms\")\n",
" return True\n",
"\n",
" def _create_alpha_if_needed(self):\n",
" \"\"\"Create amplitude correction kernel (alpha_NMO in eq 24)\"\"\"\n",
" if self._alpha is not None:\n",
" return True\n",
" if self._verb:\n",
" print(\"Created amplitude correction kernel in \", end=\"\")\n",
" start = time()\n",
"\n",
" self._alpha = np.ones((self._nh, self._nt), dtype=self.dtype)\n",
" _vels_rms_deriv = np.gradient(self._vels_rms, self._dt, edge_order=2)\n",
" for ih, h in enumerate(self._haxis):\n",
" tx = np.sqrt(self._taxis ** 2 + (h / self._vels_rms) ** 2)\n",
" regdata = tx != 0\n",
" denom = (self._taxis - (h ** 2 * _vels_rms_deriv) / (self._vels_rms ** 3))[\n",
" regdata\n",
" ]\n",
" numer = tx[regdata]\n",
" self._alpha[ih, regdata] = denom / numer\n",
"\n",
" if self._verb:\n",
" end = time()\n",
" print(f\"{1e3*(end - start):.0f} ms\")\n",
" return True\n",
"\n",
" def _matvec(self, x):\n",
" self._create_kernel_if_needed()\n",
"\n",
" if self._verb:\n",
" print(\"Applied kernel in \", end=\"\")\n",
" start = time()\n",
"\n",
" X = (self.FFTOp @ x).reshape(self.FFTOp.dims_fft)\n",
" y = np.zeros(self.dims, dtype=x.dtype)\n",
" # Loopy: 22.4 ms ± 1.53 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
" for ih, h in enumerate(self._haxis):\n",
" y[ih, :] = np.real(self._kernel[ih, ...] @ X[ih, :])\n",
" # One-liner: 47.4 ms ± 1.18 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
" # y = np.real(np.einsum(\"ijk,ik->ij\", self._kernel, D))\n",
" y = y.ravel()\n",
"\n",
" if self._verb:\n",
" end = time()\n",
" print(f\"{1e3*(end - start):.0f} ms\")\n",
" return y\n",
"\n",
" def _rmatvec(self, y, inv=False):\n",
" self._create_kernel_if_needed()\n",
"\n",
" if inv:\n",
" self._create_alpha_if_needed()\n",
"\n",
" if self._verb:\n",
" if inv:\n",
" print(\"Applied inverse kernel in \", end=\"\")\n",
" else:\n",
" print(\"Applied adjoint kernel in \", end=\"\")\n",
" start = time()\n",
" \n",
" y = y.reshape(self.dims)\n",
" X = np.zeros(self.FFTOp.dims_fft, dtype=self.FFTOp.cdtype) # Frequency domain\n",
" for ih in range(self._nh):\n",
" kerH = np.conj(self._kernel[ih, ...]).T\n",
" if inv:\n",
" kerH *= self._alpha[ih, :]\n",
" X[ih, :] = kerH @ y[ih, :]\n",
"\n",
" x = (self.FFTOp.H @ X.ravel()).reshape(self.dims)\n",
" x = np.real(x)\n",
" x = x.ravel()\n",
"\n",
" if self._verb:\n",
" end = time()\n",
" print(f\"{1e3*(end - start):.0f} ms\")\n",
" return x\n",
"\n",
" def __truediv__(self, y):\n",
" return self._rmatvec(y, inv=True)\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Created kernel in 896 ms\n",
"Applied kernel in 18 ms\n",
"Applied adjoint kernel in 46 ms\n"
]
}
],
"source": [
"RNMO = ReversibleNMO(t, x, vel_t)\n",
"assert dottest(RNMO, *RNMO.shape)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Applied kernel in 20 ms\n"
]
}
],
"source": [
"dnmo_rev = (RNMO @ d.ravel()).reshape(d.shape)\n",
"RNMO._verb = False"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"20.3 ms ± 2.4 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%%timeit \n",
"RNMO @ d.ravel()\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Applied adjoint kernel in 89 ms\n",
"Created amplitude correction kernel in 4 ms\n",
"Applied inverse kernel in 116 ms\n"
]
}
],
"source": [
"RNMO._verb = True\n",
"dadj_rev = (RNMO.H @ dnmo_rev.ravel()).reshape(d.shape)\n",
"dinv_rev = (RNMO / dnmo_rev.ravel()).reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"RNMO._verb= False\n",
"dlsi_rev, *_ = lsqr(RNMO, dnmo_rev.ravel(), iter_lim=20)\n",
"dlsi_rev = dlsi_rev.reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Amplitude')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 1152x432 with 10 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 6))\n",
"grid = ImageGrid(\n",
" fig,\n",
" 111,\n",
" nrows_ncols=(1, 5),\n",
" axes_pad=0.15,\n",
" cbar_location=\"right\",\n",
" cbar_mode=\"single\",\n",
" cbar_size=\"7%\",\n",
" cbar_pad=0.15,\n",
" aspect=False,\n",
" share_all=True,\n",
")\n",
"for ax, data, title in zip(\n",
" grid,\n",
" [d, dnmo_rev, d - dadj_rev, d - dinv_rev, d - dlsi_rev],\n",
" [\n",
" \"Data\",\n",
" \"Reversible NMO\",\n",
" \"Adjoint Error\",\n",
" \"Analytical Inverse Error\",\n",
" \"Iterative Inverse Error\",\n",
" ],\n",
"):\n",
" im = ax.imshow(data.T, **opts)\n",
" ax.set(title=title, xlabel=\"Offset [m]\")\n",
"grid[0].set(ylabel=\"Time [s]\")\n",
"grid[0].cax.colorbar(im)\n",
"grid[0].cax.set_ylabel(\"Amplitude\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### NMO using the adjoint of the Spread operator\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Using Tables\n",
"def create_tables(taxis, haxis, vels_rms):\n",
" dt = taxis[1] - taxis[0]\n",
" ot = taxis[0]\n",
" nt = len(taxis)\n",
" nx = len(haxis)\n",
"\n",
" table = np.full((nx, nt, nx), fill_value=np.nan)\n",
" dtable = np.full((nx, nt, nx), fill_value=np.nan)\n",
"\n",
" for ix, off in enumerate(haxis):\n",
" for it0, (t0, vrms) in enumerate(zip(taxis, vels_rms)):\n",
" tx = np.sqrt(t0 ** 2 + (off / vrms) ** 2)\n",
" it0_frac = (tx - ot) / dt\n",
" itx = floor(it0_frac)\n",
" w = it0_frac - itx\n",
" if 0 <= itx and itx + 1 < nt:\n",
" table[ix, it0, ix] = itx\n",
" dtable[ix, it0, ix] = w\n",
" return table, dtable\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"table, dtable = create_tables(t, x, vel_t)\n",
"SpreadNMO = Spread(d.shape, d.shape, table=table, dtable=dtable, engine=\"numba\").H\n",
"assert dottest(SpreadNMO, *SpreadNMO.shape)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"dnmo_spr = (SpreadNMO @ d.ravel()).reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6.14 ms ± 366 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"SpreadNMO @ d.ravel()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"dadj_spr = (SpreadNMO.H @ dnmo_spr.ravel()).reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"dlsi_spr, *_ = lsqr(SpreadNMO, dnmo_spr.ravel(), iter_lim=40)\n",
"dlsi_spr = dlsi_spr.reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Amplitude')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 936x432 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(13, 6))\n",
"grid = ImageGrid(\n",
" fig,\n",
" 111,\n",
" nrows_ncols=(1, 4),\n",
" axes_pad=0.15,\n",
" cbar_location=\"right\",\n",
" cbar_mode=\"single\",\n",
" cbar_size=\"7%\",\n",
" cbar_pad=0.15,\n",
" aspect=False,\n",
" share_all=True,\n",
")\n",
"for ax, data, title in zip(\n",
" grid,\n",
" [d, dnmo_spr, d - dadj_spr, d - dlsi_spr],\n",
" [\n",
" \"Data\",\n",
" \"Spread NMO\",\n",
" \"Adjoint Error\",\n",
" \"Iterative Inverse Error\",\n",
" ],\n",
"):\n",
" im = ax.imshow(data.T, **opts)\n",
" ax.set(title=title, xlabel=\"Offset [m]\")\n",
"grid[0].set(ylabel=\"Time [s]\")\n",
"grid[0].cax.colorbar(im)\n",
"grid[0].cax.set_ylabel(\"Amplitude\")\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# Using a function\n",
"def create_on_the_fly_nmo(taxis, haxis):\n",
" \"\"\"Closure for fh\"\"\"\n",
"\n",
" @jit(nopython=True, fastmath=True, nogil=True)\n",
" def fh(ix0, it0):\n",
" dt = taxis[1] - taxis[0]\n",
" ot = taxis[0]\n",
" nt = len(taxis)\n",
" nx = len(haxis)\n",
"\n",
" tx = np.full(nx, fill_value=np.nan)\n",
" tx[ix0] = np.sqrt(t[it0] ** 2 + (x[ix0] / vel_t[it0]) ** 2)\n",
" it0_frac = (tx - ot) / dt\n",
" itx = np.floor(it0_frac)\n",
" w = it0_frac - itx\n",
" if itx[ix0] < 0 or itx[ix0] + 1 >= nt:\n",
" itx[ix0] = np.nan\n",
" return itx, w\n",
"\n",
" return fh\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"fh = create_on_the_fly_nmo(t, x)\n",
"SpreadNMOfun = Spread(d.shape, d.shape, fh=fh).H\n",
"assert dottest(SpreadNMOfun, *SpreadNMOfun.shape)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"dnmo_sprf = (SpreadNMOfun @ d.ravel()).reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.25 s ± 40.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%%timeit\n",
"SpreadNMOfun @ d.ravel()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"dadj_sprf = (SpreadNMOfun.H @ dnmo_sprf.ravel()).reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"dlsi_sprf, *_ = lsqr(SpreadNMOfun, dnmo_sprf.ravel(), iter_lim=10)\n",
"dlsi_sprf = dlsi_sprf.reshape(d.shape)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Amplitude')"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 936x432 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(13, 6))\n",
"grid = ImageGrid(\n",
" fig,\n",
" 111,\n",
" nrows_ncols=(1, 4),\n",
" axes_pad=0.15,\n",
" cbar_location=\"right\",\n",
" cbar_mode=\"single\",\n",
" cbar_size=\"7%\",\n",
" cbar_pad=0.15,\n",
" aspect=False,\n",
" share_all=True,\n",
")\n",
"for ax, data, title in zip(\n",
" grid,\n",
" [d, dnmo_sprf, d- dadj_sprf, d - dlsi_sprf],\n",
" [\n",
" \"Data\",\n",
" \"Spread NMO (function)\",\n",
" \"Adjoint Error\",\n",
" \"Iterative Inverse Error\",\n",
" ],\n",
"):\n",
" im = ax.imshow(data.T, **opts)\n",
" ax.set(title=title, xlabel=\"Offset [m]\")\n",
"grid[0].set(ylabel=\"Time [s]\")\n",
"grid[0].cax.colorbar(im)\n",
"grid[0].cax.set_ylabel(\"Amplitude\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plots\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Amplitude')"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1152x432 with 10 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 6))\n",
"grid = ImageGrid(\n",
" fig,\n",
" 111,\n",
" nrows_ncols=(1, 5),\n",
" axes_pad=0.15,\n",
" cbar_location=\"right\",\n",
" cbar_mode=\"single\",\n",
" cbar_size=\"7%\",\n",
" cbar_pad=0.15,\n",
" aspect=False,\n",
" share_all=True,\n",
")\n",
"for ax, data, title in zip(\n",
" grid,\n",
" [d, dnmo_trad, dnmo_rev, dnmo_spr, dnmo_sprf],\n",
" [\n",
" \"Data\",\n",
" \"Traditional NMO\",\n",
" \"Reversible NMO\",\n",
" \"NMO (Spread.H)\",\n",
" \"NMO (Spread.H with function)\",\n",
" ],\n",
"):\n",
" im = ax.imshow(data.T, **opts)\n",
" ax.set(title=title, xlabel=\"Offset [m]\")\n",
"grid[0].set(ylabel=\"Time [s]\")\n",
"grid[0].cax.colorbar(im)\n",
"grid[0].cax.set_ylabel(\"Amplitude\")\n"
]
}
],
"metadata": {
"interpreter": {
"hash": "f5d572b5e37a684201a54b641023044f5d15966e7d607eb4829270e93c0e5e85"
},
"kernelspec": {
"display_name": "Python 3.8.10 64-bit ('venv': venv)",
"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": "3.8.10"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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