diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/07_CSEM_North_Atlantic.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Base/07_CSEM_North_Atlantic.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/07_CSEM_North_Atlantic.ipynb" +++ /dev/null @@ -1,641 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CSEM_North_Atlantic\n", - "Details of the dataset:\n", - "- Name: \tCSEM_North_Atlantic\n", - "- Title: \tNorth Atlanticn 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", - "- Florian Rickers\n", - " - Utrecht University\n", - " - Utrecht, The Netherlands\n", - "- Lion Krischer\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", - "- 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", - "- Krischer, L., Igel, H., Fichtner, A., 2018. Automated large-scale full seismic waveform inversion for North America and the North Atlantic. Journal of Geophysical Research 123, doi: 10.1029/2017JB015289.\n", - "- Rickers, F., Fichtner, A., Trampert, J., 2013. The Iceland - Jan Mayen plume system and its impact on mantle dynamics in the North Atlantic region: Evidence from full-waveform inversion. Earth and Planetary Science Letters 367, 39-51.\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027471\n", - "\n", - "Depth Coverage:\t0.0 - 500.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 20.0 to 75.0 Longitude: -55.0 to 10.0\n", - "\n", - "Model Description\t\n", - " - CSEM_North_Atlantic (V. 2019.12.01) is the North Atlantic 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. (2006,2013). 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 Fichtner et al. (2013), Rickers et al. (2013), and Krischer et al. (2018).\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\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027471)\n", - "\n", - "EMC Page\n", - "- [ds.iris.edu/ds/products/emc-csem_north_atlantic/](http://ds.iris.edu/ds/products/emc-csem_north_atlantic)\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: 51, latitude: 111, longitude: 131)\n", - "Coordinates:\n", - " * depth (depth) float32 0.0 10.0 20.0 30.0 ... 470.0 480.0 490.0 500.0\n", - " * latitude (latitude) float32 20.0 20.5 21.0 21.5 ... 73.5 74.0 74.5 75.0\n", - " * longitude (longitude) float32 -55.0 -54.5 -54.0 -53.5 ... 8.5 9.0 9.5 10.0\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_north_atlantic\n", - " reference: Fichtner et al., GRL (2018); Rickers et al...\n", - " references: https://cos.ethz.ch/research/CSEM.html\n", - " summary: CSEM extraction of the Alpine region\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " ... ...\n", - " geospatial_lon_units: degrees\n", - " geospatial_lon_resolution: 0.5\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 500.0\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-north-atlantic-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": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(111,) (131,) (51,) (51, 111, 131) (51, 111, 131)\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", - "\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": 12, - "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": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "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": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14541, 51)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14541, 301)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\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": 17, - "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": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e515d154730c4339b600421ff9b71df9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14541 [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": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bf674adc034e4089917d26c8f1dbe101", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/14541 [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": 23, - "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_North_Atlantic_loc.npz\"),\n", - " data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_North_Atlantic_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_North_Atlantic_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([69., 36., 30., 24., 22., 26., 17., 27., 27., 22.]),\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": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(disp_data[0,:,0])" - ] - }, - { - "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 -}