diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/08_CSEM_Japan.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Base/08_CSEM_Japan.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/08_CSEM_Japan.ipynb" +++ /dev/null @@ -1,685 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CSEM_Japan\n", - "Details of the dataset:\n", - "- Name: \tCSEM_Japan\n", - "- Title: \tJapanese Islands part of the Collaborative Seismic Earth Model(version 2019.12.01)\n", - "- Type:\t3-D Tomography Earth Model\n", - "- Sub Type: \tSH velocity, SV velocity\n", - "- Year\t2019\n", - " \n", - "Author(s):\t\n", - "- Andreas Fichtner\n", - " - ETH Zurich\n", - " - Zurich, Switzerland\n", - "- Saule Simute\n", - " - ETH Zurich\n", - " - Zurich, Switzerland\n", - "\n", - "Reference(s):\t\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "- Fichtner, A., Bunge, H.-P., Igel, H., 2006. The adjoint method in seismology - I. Theory. Physics of the Earth and Planetary Interiors 157, 86-104.\n", - "- Fichtner, A., van Herwaarden, D.-P., Afanasiev, M., Simute, S., Krischer, L., Cubuk-Sabuncu, Y., Taymaz, T., Colli, L., Saygin, E., Villasenor, A., Trampert, J., Cupillard, P., Bunge, H.-P., Igel, H., 2018. The Collaborative Seismic Earth Model: Generation I. Geophysical Research Letters 45, doi:10.1029/2018GL077338.\n", - "- Simute, S., Steptoe, H., Gokhberg, A., Fichtner, A., 2016. Full-waveform inversion of the Japanese islands region. Journal of Geophysical Research 121, 3722-3741.\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027106\n", - "\n", - "Depth Coverage:\t0.0 - 600.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 20.0 to 50.0 Longitude: 120.0 to 150.0\n", - "\n", - "Model Description\t\n", - " - CSEM_Japan (V. 2019.12.01) is the Japanese Islands part of the Collaborative Seismic Earth Model (CSEM, Fichtner et al., 2018). It has been constructed using multi-scale full seismic waveform inversion, combining spectral-element waveform modelling and adjoint techniques, as described in Fichtner et al. (2006,2009). This submodel has been extracted from the variable-parameterisation CSEM onto a regular grid, readable by EMC tools. While having regional contributions from various sub-inversions, the structure in this model is dominated by the full-waveforms inversion described in Simute et al. (2016).\n", - "\n", - "Data Set Description\t\n", - " - Since the datasets included in the CSEM are too heterogeneous for a brief description, please see Fichtner et al. (2018) for details.\n", - "\n", - "Web Page\t\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027106)\n", - "\n", - "EMC Page\t\n", - "- [ds.iris.edu/ds/products/emc-csem_japan/](http://ds.iris.edu/ds/products/emc-csem_japan)\n" - ] - }, - { - "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: (depth: 61, latitude: 121, longitude: 121)\n", - "Coordinates:\n", - " * depth (depth) float32 0.0 10.0 20.0 30.0 ... 570.0 580.0 590.0 600.0\n", - " * latitude (latitude) float32 20.0 20.25 20.5 20.75 ... 49.5 49.75 50.0\n", - " * longitude (longitude) float32 120.0 120.2 120.5 120.8 ... 149.5 149.8 150.0\n", - "Data variables:\n", - " vsv (depth, latitude, longitude) float32 ...\n", - " vsh (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/27)\n", - " title: Collaborative Seismic Earth Model (CSEM) -...\n", - " id: csem_japan\n", - " reference: Fichtner et al., GRL (2018); Simute et al....\n", - " references: https://cos.ethz.ch/research/CSEM.html\n", - " summary: CSEM extraction of the Japanese Islands re...\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " ... ...\n", - " geospatial_lon_units: degrees\n", - " geospatial_lon_resolution: 0.25\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 600.0\n", - " geospatial_vertical_units: km\n", - " geospatial_vertical_positive: down)\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/csem-japan-2019.12.01.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": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(121,) (121,) (61,) (61, 121, 121) (61, 121, 121)\n" - ] - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\n", - "depth = np.array(data['depth'].values)\n", - "vsv = np.array(data['vsv'].values)\n", - "vsh = np.array(data['vsh'].values)\n", - "\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "# print the shape of the dataset\n", - "print(latitude.shape,longitude.shape,depth.shape,vsv.shape,vsh.shape)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# average the vsv and vsh\n", - "vs = np.sqrt(vsv*vsh)\n", - "\n", - "# plot the vs\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].pcolormesh(LON,LAT,vsv[4,:,:],cmap='seismic')\n", - "axs[0].set_title('vs')\n", - "axs[0].set_xlabel('longitude')\n", - "axs[0].set_ylabel('latitude')\n", - "axs[1].pcolormesh(LON,LAT,vsh[4,:,:],cmap='seismic')\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('longitude')\n", - "axs[1].set_ylabel('latitude')\n", - "axs[2].pcolormesh(LON,LAT,vs[4,:,:],cmap='seismic')\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('longitude')\n", - "axs[2].set_ylabel('latitude')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# single station comparsion\n", - "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", - "axs[0].step(vsv[:,0,0],depth)\n", - "axs[0].set_title('vsv')\n", - "axs[0].set_xlabel('vsv')\n", - "axs[0].invert_yaxis()\n", - "axs[1].step(vsh[:,0,0],depth)\n", - "axs[1].set_title('vsh')\n", - "axs[1].set_xlabel('vsh')\n", - "axs[1].invert_yaxis()\n", - "axs[2].step(vs[:,0,0],depth)\n", - "axs[2].set_title('vs')\n", - "axs[2].set_xlabel('vs')\n", - "axs[2].invert_yaxis()\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": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14641, 61)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14641, 301)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\n", - "# -------------------------------------------------------\n", - "\n", - "from scipy.interpolate import interp1d\n", - "\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": 8, - "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": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a5769eadce484df68ef832671197ebbb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14641 [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": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2764792c870b458e9a7ab0fc43dab09a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14641 [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": 18, - "metadata": {}, - "outputs": [], - "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", - "loc = np.hstack((LON.reshape(-1,1),LAT.reshape(-1,1)))[mask,:]\n", - "vel_models = vel_models[mask,:,:]\n", - "disp_data = disp_data[mask,:,:]" - ] - }, - { - "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, \"CSEM_Japan_loc.npz\"),\n", - " data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Japan_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Japan_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([69., 32., 26., 27., 25., 26., 21., 26., 25., 23.]),\n", - " array([ 1. , 10.9, 20.8, 30.7, 40.6, 50.5, 60.4, 70.3, 80.2,\n", - " 90.1, 100. ]),\n", - " )" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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