diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/03_US-upper-mantle.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Base/03_US-upper-mantle.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/03_US-upper-mantle.ipynb" +++ /dev/null @@ -1,609 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## US-Upper-Mantle-Vs.Xie.Chu.Yang.2018\n", - "Details of the dataset:\n", - "- Name: US-Upper-Mantle-Vs.Xie.Chu.Yang.2018\n", - "- Title: 3-D Upper-Mantle Shear Velocity Model Beneath the Contiguous United States Based on Broadband Surface Wave from Ambient Seismic Noise\n", - "- Type:\t3-D tomography Earth Model\n", - "- Sub Type: Shear-wave velocity (km/s)\n", - "- Year\t2018\n", - "\n", - "Author(s): \n", - "- Jun Xie, Risheng Chu, Yingjie Yang\n", - "\n", - "Reference(s):\t\n", - " - Jun Xie, Risheng Chu, Yingjie Yang, (2018) 3-D Upper-Mantle Shear Velocity Model Beneath the Contiguous United States Based on Broadband Surface Wave from Ambient Seismic Noise,Pure Appl. Geophys. https://doi.org/10.1007/s00024-018-1881-2\n", - "\n", - "DOI:\tdoi:10.17611/DP/18299329\n", - "\n", - "Depth Coverage:\t60.0 - 300.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 28.0 to 49.0 Longitude: -125.0 to -65.0\n", - "\n", - "Model Description:\n", - " - The model is upper mantle Vs model of Contiguous US based on broadband surface waves (10-150s) from ambient seismic noise\n", - "\n", - "Data Set Description:\n", - " - [Xie et al., (2018)](https://doi.org/10.1007/s00024-018-1881-2): The dataset includes shear velocities calculated from the inversion of Rayleigh wave phase velocities determined from ambient noise. Data were primarily collected by the EarthScope USArray.\n", - "\n", - "EMC Page\t\n", - " - http://ds.iris.edu/ds/products/emc-us-upper-mantle-vsxiechuyang2018/" - ] - }, - { - "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: 45, longitude: 121, depth: 600)\n", - "Coordinates:\n", - " * latitude (latitude) float32 27.5 28.0 28.5 29.0 ... 48.0 48.5 49.0 49.5\n", - " * longitude (longitude) float32 -125.5 -125.0 -124.5 ... -66.5 -66.0 -65.5\n", - " * depth (depth) float32 0.0 0.5 1.0 1.5 2.0 ... 298.0 298.5 299.0 299.5\n", - "Data variables:\n", - " vs (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/32)\n", - " title: 3D Upper mantle Shear Velocity Model Benea...\n", - " id: US-Upper-Mantle-Vs.Xie.Chu.Yang.2018\n", - " summary: This is a upper mantle Vs model of Contigi...\n", - " keywords: surface wave, tomography, shear wave, ambi...\n", - " Conventions: CF-1.0\n", - " Metadata_Conventions: Unidata Dataset Discovery v1.0\n", - " ... ...\n", - " author_email: xiejun@apm.ac.cn\n", - " author_institution: State Key Laboratory of Geodesy and Earth'...\n", - " author_url: \n", - " repository_name: EMC\n", - " repository_institution: IRIS DMC\n", - " repository_pid: doi:10.17611/dp/emc.2020.usumantlvs.1)\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/US-Upper-Mantle-Vs.Xie.Chu.Yang.2018.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": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((45,), (121,), (600,), (600, 45, 121))" - ] - }, - "execution_count": 3, - "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['vs'].values)\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "latitude.shape,longitude.shape,depth.shape,vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "depth_idxs = [50,100,200,300]\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": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(600, 3678)" - ] - }, - "execution_count": 7, - "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", - "\n", - "vs_valid_1d.shape\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3678, 600)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs_valid_1d.T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3678, 301)" - ] - }, - "execution_count": 9, - "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": 10, - "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": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6a8bdbabe9a14fae8538c230884ea970", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/3678 [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": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bc91a76763c24a66bfea71b1d536141e", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/3678 [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": 14, - "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", - "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,:,:]" - ] - }, - { - "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, \"US-upper-mantle_loc.npz\"),\n", - " data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"US-upper-mantle_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"US-upper-mantle_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([70., 31., 29., 27., 22., 24., 25., 26., 21., 25.]),\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": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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