diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/11_USTCLitho1.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/11_USTCLitho1.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/11_USTCLitho1.ipynb" +++ /dev/null @@ -1,865 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# USTC LITHO1.0\n", - "Description:\n", - "- To determine high‐resolution vp and vs models of the lithosphere of continental China, we assembled numerous high‐quality arrival‐time data from 11,953 earthquakes recorded by the China Digital Seismic Network. Double‐difference (DD) seismic tomography is applied to simultaneously determine earthquake locations and vp and vs models. Two inversion grids with grid intervals of 1° and 0.5° are sequentially used. The inverted velocity models with the coarser grid are used as the initial models for the finer grid. For the inversion with the coarser grid, the 3D vs model from ambient noise tomography and the converted vp model based on an empirical relationship between vp and vs are used as the initial models. The checkerboard resolution test shows that with the current data configuration both vp and vs models down to 150 km have a spatial resolution of 1° in the horizontal direction in most of continental China and up to 0.5° in eastern China. The inverted velocity models are further validated by arrival times from active sources and surface‐wave data. The vp model is also consistent with that along the deep seismic sounding (DSS) profile. High‐resolution vp and vs models of crust and upper mantle down to 150 km provide important constraints on tectonics beneath continental China. We name the inverted velocity models as USTClitho1.0 (Unified Seismic Tomography models for continental China lithosphere) for easy reference. Overall, our tomographic images in the shallow crust correlate well with surface geology. In the deeper part, our velocity models show some well‐known features, such as a low‐velocity layer in the middle crust beneath the Tibetan plateau (TP) and a thin lithosphere beneath the North China craton.\n", - "\n", - "Reference:\n", - "- Xin, H., Zhang, H., Kang, M., He, R., Gao, L., & Gao, J. (2019). High‐resolution lithospheric velocity structure of continental china by double‐difference seismic travel‐time tomography. Seismological Research Letters, 90(1), 229–241. https://doi.org/10.1785/0220180209\n", - "\n", - "Source:\n", - "- http://chinageorefmodel.org/wp-content/uploads/china-models-individual/USTClitho1.0.zip" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Velocity Profile Extracting\n", - "1. Extracting\n", - "2. De-duplicating" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(9125, 12)" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import os\n", - "\n", - "data_path = \"../../../Datasets/Original/OpenSWI-deep/USTClitho1.0/data/vs\"\n", - "data_file_list = sorted(os.listdir(data_path), key=lambda x: int(x.split(\".\")[0].replace(\"Z_vs\", \"\")))\n", - "\n", - "depth = []\n", - "datas = []\n", - "for data_file in data_file_list:\n", - " depth.append(int(data_file.split(\".\")[0].replace(\"Z_vs\", \"\")))\n", - " data_file_path = os.path.join(data_path, data_file)\n", - " data = np.loadtxt(data_file_path)\n", - " datas.append(data)\n", - "\n", - "depth = np.array(depth)\n", - "datas = np.array(datas)\n", - "\n", - "lons = datas[0,:,0]\n", - "lats = datas[0,:,1]\n", - "vs = datas[:,:,2].T\n", - "locs = np.vstack((lons, lats)).T\n", - "\n", - "plt.figure(figsize=(8, 8))\n", - "depths_idx = 10\n", - "plt.scatter(locs[:,0],locs[:,1],c=vs[:,depths_idx],cmap=\"rainbow\")\n", - "plt.colorbar()\n", - "plt.show()\n", - "\n", - "vs.shape" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2: Quality Control & Interpolation" - ] - }, - { - "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": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((9125, 12), (12,))" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs.shape,depth.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(9125, 301)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interp to 1 km thickness\n", - "# -------------------------------------------------------\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='linear')\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": 5, - "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": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c65101a0f4fb4274a8752299d39d32f4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9125 [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: Find the Moho " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4ddcd63f12ef4bffbb890f290f2060dc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9125 [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", - " moho_depth_idx = moho_idxs[sta_idx]\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].axhline(y = depth_interp[moho_depth_idx],color='r',linestyle='--')\n", - " axs[i,j].scatter(vs_interp_rm_sandwich[sta_idx,moho_depth_idx],depth_interp[moho_depth_idx],c='r',marker='x',s=100)\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 4: Perturbation the Moho depth and velocity" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(100, 301)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Generate perturbed models single\n", - "i = 200\n", - "vs_orig = vs_interp_rm_sandwich[i]\n", - "# Find Moho\n", - "moho_idx = moho_idxs[i]\n", - "plt.figure()\n", - "plt.step(vs_orig,depth_interp,c='k')\n", - "plt.scatter(vs_orig[moho_idx],depth_interp[moho_idx],c='r',marker='x')\n", - "plt.axhline(y=depth_interp[moho_idx],color='r',linestyle='--')\n", - "\n", - "vs_perts = []\n", - "perturb_num = 100\n", - "random_seeds = np.random.randint(0,1000000,perturb_num)\n", - "for i in range(perturb_num):\n", - " # Generate perturbed profile\n", - " vs_pert, controle_node_t, controle_node_vs = augment_crust_moho_mantle(vs_orig, \n", - " depth_interp, \n", - " moho_idx, \n", - " vs_perturb_range=[-0.2,0.2],\n", - " crust_nodes_range=[3,8],\n", - " mantle_nodes_range=[10,15],\n", - " moho_shift_range=5,\n", - " gaussian_smooth_sigma=2,\n", - " return_nodes=True,\n", - " random_seed=random_seeds[i])\n", - " # plot the perturbed profile\n", - " plt.step(vs_pert,depth_interp,c='pink' if i !=0 else 'r',alpha=0.1 if i !=0 else 1, zorder=1 if i !=0 else 2)\n", - " # plt.scatter(controle_node_vs,controle_node_t,c='b',alpha=0.2)\n", - " vs_perts.append(vs_pert)\n", - "vs_perts = np.array(vs_perts)\n", - "plt.gca().invert_yaxis()\n", - "plt.show()\n", - "np.unique(vs_perts,axis=0).shape" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((9125, 301), (9125,))" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs_interp_rm_sandwich.shape,moho_idxs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0e3dd81df4b84238bf4355ad3912c15f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9125 [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_rm_sandwich[sta_idx,:],depth_interp,c='k',label='original', linewidth=2)\n", - "\n", - " for k in range(perturb_num):\n", - " axs[i,j].step(aug_vs_list[k,sta_idx,:],depth_interp,c='r',label='perturbed' if k == 0 else None, linewidth=0.5)\n", - "\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 5: Dispersion Curve Inversion" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0bef1404fe54405ca0daffdba780b100", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/54750 [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,vs_interp_rm_sandwich.shape[0])\n", - " \n", - " # velocity profile\n", - " for k in range(perturb_num+1):\n", - " axs[i,j*2].step(vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " linewidth=1 if k == 0 else 0.5,color='k' if k == 0 else 'r')\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", - " for k in range(perturb_num+1):\n", - " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,1],\n", - " linewidth=1 if k==0 else 0.5,c='r' if k==0 else \"pink\", zorder=2 if k==0 else 1)\n", - " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " linewidth=1 if k==0 else 0.5,c='b' if k==0 else \"lightblue\", zorder=2 if k==0 else 1)\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": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig,axs = plt.subplots(1,2,figsize=(8,4))\n", - "\n", - "sta_idx = np.random.randint(0,vs_interp_rm_sandwich.shape[0])\n", - " \n", - "# velocity profile\n", - "for k in range(perturb_num+1):\n", - " axs[0].step(vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " linewidth=0.2,color='k' if k == 0 else 'silver')\n", - "axs[0].set_xticks([])\n", - "axs[0].set_yticks([])\n", - "axs[0].invert_yaxis()\n", - "\n", - "# dispersion curve\n", - "for k in range(perturb_num+1):\n", - " axs[1].scatter(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,1],\n", - " s=1,c='r' if k==0 else \"pink\", zorder=2 if k==0 else 1)\n", - " axs[1].scatter(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", - " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", - " s=1,c='b' if k==0 else \"lightblue\", zorder=2 if k==0 else 1)\n", - "axs[1].set_xticks([])\n", - "axs[1].set_yticks([])\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((54750, 301, 4), (54750, 300, 3))" - ] - }, - "execution_count": 23, - "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", - "# loc = np.hstack((LON.reshape(-1,1),LAT.reshape(-1,1)))[mask,:]\n", - "vel_models = vel_models[mask,:,:]\n", - "disp_data = disp_data[mask,:,:]\n", - "\n", - "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-Aug\"\n", - "# Save processed data as compressed npz files\n", - "# np.savez_compressed(os.path.join(save_base_path, \"USTCLitho1_loc.npz\"),\n", - "# data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"USTCLitho1_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"USTCLitho1_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 -}