diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/04_Alaska.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Base/04_Alaska.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/04_Alaska.ipynb" +++ /dev/null @@ -1,659 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Alaska.JointInversion_RF+Vph+HV-1.Berg.2020\n", - "Details of the dataset:\n", - "- Name: Alaska.JointInversion_RF+Vph+HV-1.Berg.2020\n", - "- Title: Shear Velocity Model of Alaska via Joint Inversion of Rayleigh Wave Ellipticity, Phase Velocities, and Receiver Functions across the Northern USArray\n", - "- Type:\t3-D Tomography Earth Model\n", - "- Sub Type: Shear-wave velocity (km/s)\n", - "- Year\t2020\n", - "\n", - "Author(s):\t\n", - "- lizabeth M. Berg \n", - " - Department of Geology & Geophysics University of Utah 115 South 1460 East, Salt Lake City, UT 84112, USA\n", - "- Fan-Chi Lin \n", - " - Department of Geology & Geophysics University of Utah 115 South 1460 East, Salt Lake City, UT 84112, USA\n", - "- Amir Allam \n", - " - Department of Geology & Geophysics University of Utah 115 South 1460 East, Salt Lake City, UT 84113, USA\n", - "- Vera Schulte-Pelkum \n", - " - Cooperative Institute for Research in Environmental Sciences and Department of Geological Sciences University of Colorado Boulder 216 UCB, Boulder, CO, USA\n", - "- Kevin M. Ward \n", - " - Department of Geology and Geological Engineering South Dakota School of Mines and Technology 501 E. St. Joseph St., Rapid City, SD, USA\n", - "- Weisen Shen \n", - " - Department of Geosciences Stony Brook University 255 Earth and Space Sciences Building (ESS) Stony Brook, NY, USA\n", - "\n", - "Reference(s):\t\n", - "- Berg, E. M., Lin, F.‐C., Allam, A., Schulte‐Pelkum, V., Ward, K. M., & Shen, W. ( 2020). Shear velocity model of Alaska via joint inversion of Rayleigh wave ellipticity, phase velocities, and receiver functions across the Alaska transportable Array. Journal of Geophysical Research: Solid Earth, 125, e2019JB018582. https://0120100299/https://doi.org/10.1029/2019JB018582\n", - " \n", - "DOI:\tdoi:10.17611/DP/18277053\n", - "\n", - "Depth Coverage:\t0.0 - 144.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 50.0 to 75.0 Longitude: -180.0 to -120.0\n", - "\n", - "Model Description: \n", - "- Alaska.JointInversion_RF+Vph+HV-1.Berg.2020 includes S-wave velocity structure across Alaska from joint inversion of ambient noise and earthquake tomography (phase velocity) and Rayleigh wave ellipticity; also includes data from receiver functions. Relations of Vp and density to Vs used to constrain Vp and Vs in Markov Chain Monte Carlo joint inversion. Final result from follow-up deterministic inversion.\n", - "\n", - "Data Set Description: \n", - "- [Berg et al., (2020)](https://doi.org/10.1029/2019JB018582): Dataset includes S-wave velocity structure across Alaska from joint inversion of ambient noise and earthquake tomography (phase velocity) and Rayleigh wave ellipticity; also includes data from receiver functions. Relations of Vp and density to Vs used to constrain Vp and density in Markov Chain Monte Carlo joint inversion. Final result from follow-up deterministic inversion.\n", - "\n", - "EMC Page:\n", - "- [ds.iris.edu/ds/products/emc-alaskajointinversion_rfvphhv-1berg2020/](https://ds.iris.edu/ds/products/emc-alaskajointinversion_rfvphhv-1berg2020/)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step0: Downloading & Loading the Source Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "KeysView(\n", - "Dimensions: (latitude: 251, longitude: 301, depth: 156)\n", - "Coordinates:\n", - " * latitude (latitude) float32 50.0 50.1 50.2 50.3 ... 74.7 74.8 74.9 75.0\n", - " * longitude (longitude) float32 -180.0 -179.8 -179.6 ... -120.4 -120.2 -120.0\n", - " * depth (depth) float32 0.0 0.25 0.5 0.75 1.0 ... 141.0 142.0 143.0 144.0\n", - "Data variables:\n", - " vpfinal (depth, latitude, longitude) float32 ...\n", - " vsfinal (depth, latitude, longitude) float32 ...\n", - " rhofinal (depth, latitude, longitude) float32 ...\n", - " vpMC (depth, latitude, longitude) float32 ...\n", - " vsMC (depth, latitude, longitude) float32 ...\n", - " rhoMC (depth, latitude, longitude) float32 ...\n", - " vsUncMC (depth, latitude, longitude) float32 ...\n", - " elevation (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/30)\n", - " title: Shear Velocity Model of Alaska via Joint I...\n", - " id: Alaska.JointInversion_RF+Vph+HV-1.Berg.2020\n", - " summary: This is a shear wave velocity model from i...\n", - " keywords: seismic, tomography, joint inversion, cros...\n", - " Conventions: CF-1.0\n", - " Metadata_Conventions: Unidata Dataset Discovery v1.0\n", - " ... ...\n", - " geospatial_lon_resolution: 0.2\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 144.0\n", - " geospatial_vertical_units: km\n", - " geospatial_vertical_positive: down\n", - " source: Converted from Alaska.JointInversion_RF+Vp...)\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "data_path = \"../../../Datasets/Original/OpenSWI-deep/Alaska.JointInversion-RF+Vph+HV-1.Berg.2020-nc4.nc\"\n", - "\n", - "# load the .nc file\n", - "data = xr.open_dataset(data_path)\n", - "\n", - "# print the keys of the dataset\n", - "print(data.keys())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Velocity Profile Extracting\n", - "1. Extracting\n", - "2. De-duplicating" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((251,), (301,), (156,), (156, 251, 301))" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\n", - "depth = np.array(data['depth'].values)\n", - "vs = np.array(data['vsfinal'].values)\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "latitude.shape,longitude.shape,depth.shape,vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "depth_idxs = [20,50,60,100]\n", - "\n", - "fig,axes = plt.subplots(2,2)\n", - "for i in range(2):\n", - " for j in range(2):\n", - " axes[i][j].pcolormesh(LON,LAT,vs[depth_idxs[i*2+j]],cmap='turbo')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Quality Control & Interpolation\n", - "\n", - "1. interpolation\n", - "\n", - "2. rationalizing (remove the thin layers)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../../')\n", - "from SWIDP.process_1d_deep import *\n", - "from SWIDP.dispersion import *" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(156, 19408)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# ------------------------------------------\n", - "# Exclude the invalid values\n", - "# ------------------------------------------\n", - "vs_valid_1d = vs.reshape(vs.shape[0],-1)\n", - "vs_valid_mask = np.sum(~np.isnan(vs_valid_1d),axis=0)>0\n", - "vs_valid_1d = vs_valid_1d[:,vs_valid_mask]\n", - "vs_valid_1d.shape\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(19408, 1)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lon_solid = LON.reshape(-1,1)[vs_valid_mask,:]\n", - "lat_solid = LAT.reshape(-1,1)[vs_valid_mask,:]\n", - "lon_solid.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "vs = vs_valid_1d.T" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(19408, 301)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interpolation\n", - "# -------------------------------------------------------\n", - "from scipy.interpolate import interp1d\n", - "max_depth = 300+0.1\n", - "depth_interp = np.concatenate([\n", - " np.arange(0, max_depth, 1)\n", - "])\n", - "vs_models = vs_interp = np.zeros((vs.shape[0],depth_interp.shape[0]))\n", - "for i in range(vs.shape[0]):\n", - " vs_temp = vs[i,:]\n", - " depth_interp_temp = depth_interp[:np.argmin(np.abs(depth_interp-depth.max()))]\n", - " f = interp1d(depth.reshape(-1),vs_temp,kind='nearest')\n", - " vs_temp = f(depth_interp_temp)\n", - " vs_interp[i,:len(vs_temp)] = vs_temp\n", - "vs_interp[:,len(vs_temp):] = vs_interp[:,len(vs_temp)-1].reshape(-1,1)\n", - "vs_interp.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs[sta_idx,:],depth,c='k')\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "04a83408a2a0455d862501fee2ce94a9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/19408 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Dispersion Curve Forward Modeling" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dc39e2a2b034467295b0fd76012fc7a2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/19408 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 10\n", - "ncols = 10\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "\n", - "for i in range(nrows):\n", - " for j in range(ncols//2):\n", - "\n", - " sta_idx = np.random.randint(0,vel_models.shape[0])\n", - "\n", - " # velocity profile\n", - " axs[i,j*2].step(vel_models[sta_idx][:,2],vel_models[sta_idx][:,0],c='k')\n", - " axs[i,j*2].set_xticks([])\n", - " axs[i,j*2].set_yticks([])\n", - " axs[i,j*2].invert_yaxis()\n", - "\n", - " # dispersion curve\n", - " axs[i,j*2+1].scatter(disp_data[sta_idx][:,0],disp_data[sta_idx][:,1],s=2,c='r')\n", - " axs[i,j*2+1].scatter(disp_data[sta_idx][:,0],disp_data[sta_idx][:,2],s=2,c='b')\n", - " axs[i,j*2+1].set_xticks([])\n", - " axs[i,j*2+1].set_yticks([])\n", - "plt.subplots_adjust(wspace=0.05,hspace=0.05)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((19408, 2), (19408, 301, 4), (19408, 300, 3))" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "phase_mask = np.sum(disp_data[:,:,1] == 0,axis=1)==0\n", - "group_mask = np.sum(disp_data[:,:,2] == 0,axis=1)==0\n", - "mask = phase_mask*group_mask\n", - "\n", - "lon_solid = LON.reshape(-1,1)[vs_valid_mask,:]\n", - "lat_solid = LAT.reshape(-1,1)[vs_valid_mask,:]\n", - "loc = np.hstack((lon_solid,lat_solid))[mask,:]\n", - "vel_models = vel_models[mask,:,:]\n", - "disp_data = disp_data[mask,:,:]\n", - "loc.shape,vel_models.shape,disp_data.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "save_base_path = \"../../../Datasets/OpenSWI-deep/1s-100s-Base\"\n", - "# Save processed data as compressed npz files\n", - "np.savez_compressed(os.path.join(save_base_path, \"Alaska_loc.npz\"),\n", - " data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"Alaska_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"Alaska_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "ADinversion", - "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": "3.10.0" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}