{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "AnomalySeparation_2D_SVD_notebook.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyMhhbrilTMGkNfszgRwz8MY",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "code",
"metadata": {
"id": "FUZ_SddgRr7y"
},
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"import scipy\n",
"from scipy.interpolate import griddata"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "pvulhvkYDaFT",
"outputId": "0491e530-ba97-4e09-dad8-df409b3c0b7c"
},
"source": [
"!git clone https://www.github.com/yohanesnuwara/computational-geophysics"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Cloning into 'computational-geophysics'...\n",
"warning: redirecting to https://github.com/yohanesnuwara/computational-geophysics.git/\n",
"remote: Enumerating objects: 548, done.\u001b[K\n",
"remote: Counting objects: 100% (311/311), done.\u001b[K\n",
"remote: Compressing objects: 100% (309/309), done.\u001b[K\n",
"remote: Total 548 (delta 197), reused 0 (delta 0), pack-reused 237\u001b[K\n",
"Receiving objects: 100% (548/548), 42.80 MiB | 25.52 MiB/s, done.\n",
"Resolving deltas: 100% (318/318), done.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ur4zoQPvD0R9"
},
"source": [
"Load gravity data from Roosevelt Hot Springs and display in grid map."
]
},
{
"cell_type": "code",
"metadata": {
"id": "hyN6f9LpDeO1"
},
"source": [
"data = np.loadtxt('/content/computational-geophysics/gravity/data/Gravity_UTM.txt')\n",
"utm_x = np.array(data[:,0])\n",
"utm_y = np.array(data[:,1])\n",
"CBA = np.array(data[:,2])"
],
"execution_count": 32,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "H2wJSe4xDfWt"
},
"source": [
"xi = np.linspace(min(utm_x), max(utm_x), 50)\n",
"yi = np.linspace(min(utm_y), max(utm_y), 50)\n",
"xi, yi = np.meshgrid(xi, yi)\n",
"\n",
"# Interpolation\n",
"zi = griddata((utm_x,utm_y),CBA,(xi,yi))"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 467
},
"id": "CRvsr13TDj7Y",
"outputId": "a6e4b159-46e9-4673-e9cb-821b216ae6eb"
},
"source": [
"# Min max coordinates\n",
"xmin, xmax = min(utm_x), max(utm_x)\n",
"ymin, ymax = min(utm_y), max(utm_y)\n",
"\n",
"plt.figure(figsize=(8,7))\n",
"\n",
"plt.scatter(utm_x, utm_y, s=3, color='black', alpha=0.5) # Plot stations\n",
"plt.imshow(zi, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='jet')\n",
"plt.title(\"Complete Bouguer Anomaly\", size=20, pad=10)\n",
"plt.xlabel(\"UTM X\"); plt.ylabel(\"UTM Y\")\n",
"plt.colorbar()\n",
"\n",
"plt.show()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "k-otRZhJD8uj"
},
"source": [
"def SVD2D(xi, yi, zi):\n",
" m, n = xi.shape\n",
"\n",
" # First derivative of g to x\n",
" f2dx_arr = []\n",
" for i in range (0,m-1):\n",
" for j in range (0,n-1):\n",
" fd=(zi[i+1][j+1]-zi[i][j])/(xi[i+1][j+1]-xi[i][j])\n",
" f2dx_arr.append(float(fd))\n",
" g_first_x = np.reshape(f2dx_arr, (m-1,n-1))\n",
"\n",
" # Calculate new x coordinates for g'(x) \n",
" x2d_arr = []\n",
" for i in range(0,m-1):\n",
" for j in range (0,n-1):\n",
" xd=(xi[i+1][j+1]-xi[i][j]) * 0.5\n",
" x2d_arr.append(float(xd))\n",
"\n",
" x_first = np.reshape(x2d_arr, (m-1,n-1))\n",
" x_new = xi[:-1,:-1]\n",
" x_first = x_new+x_first\n",
"\n",
" # First derivative of g to y\n",
" f2dy_arr = []\n",
" for i in range (0,m-1):\n",
" for j in range (0,n-1):\n",
" fd=(zi[i][j]-zi[i+1][j])/(yi[i][j]-yi[i+1][j])\n",
" f2dy_arr.append(float(fd)) \n",
" g_first_y = np.reshape(f2dy_arr, (m-1,n-1))\n",
"\n",
" # Calculate new y coordinates for g'(y)\n",
" y2d_arr = []\n",
" for i in range(0,m-1):\n",
" for j in range (0,n-1):\n",
" yd=(yi[i][j]-yi[i+1][j]) * 0.5\n",
" y2d_arr.append(float(yd))\n",
"\n",
" y_first = np.reshape(y2d_arr, (m-1,n-1))\n",
" y_new = yi[:-1,:-1]\n",
" y_first = y_new+y_first\n",
"\n",
" # Total of first derivatives\n",
" g_first = g_first_x + g_first_y\n",
"\n",
" # Second derivative of g to x\n",
" s2dx_arr = []\n",
" for i in range (0,m-2):\n",
" for j in range (0,n-2):\n",
" sd=(g_first[i+1][j+1]-g_first[i][j])/(x_first[i+1][j+1]-x_first[i][j])\n",
" s2dx_arr.append(float(sd))\n",
" g_second_x = np.reshape(s2dx_arr, (m-2,n-2))\n",
"\n",
" # Calculate new coordinates for g\"(x)\n",
" x2dd_arr = []\n",
" for i in range(0,m-2):\n",
" for j in range (0,n-2):\n",
" xdd=(x_first[i+1][j+1]-x_first[i][j]) * 0.5\n",
" x2dd_arr.append(float(xdd))\n",
"\n",
" x_second = np.reshape(x2dd_arr, (m-2,n-2))\n",
" x_new = x_first[:-1,:-1]\n",
" x_second = x_new+x_second \n",
"\n",
" # Second derivative of g to y\n",
" s2dy_arr = []\n",
" for i in range (0,m-2):\n",
" for j in range (0,n-2):\n",
" sd=(g_first[i][j]-g_first[i+1][j])/(y_first[i][j]-y_first[i+1][j])\n",
" s2dy_arr.append(float(sd)) \n",
" g_second_y = np.reshape(s2dy_arr, (m-2,n-2))\n",
"\n",
" # Calculate new coordinates for g\"(y)\n",
" y2dd_arr = []\n",
" for i in range(0,m-2):\n",
" for j in range (0,n-2):\n",
" ydd=(y_first[i][j]-y_first[i+1][j]) * 0.5\n",
" y2dd_arr.append(float(ydd))\n",
"\n",
" y_second = np.reshape(y2dd_arr, (m-2,n-2))\n",
" y_new = y_first[:-1,:-1]\n",
" y_second = y_new+y_second \n",
"\n",
" # Total of second derivatives\n",
" g_second = g_second_x + g_second_y\n",
"\n",
" # Residual anomaly (-g\"). Convert mgal/m2 to mgal/km2\n",
" res = -1 * g_second * 1e6\n",
"\n",
" # Re-gridding CBA to shape (m-2,n-2) because residual has lost shape\n",
" CBA_regrid = griddata((utm_x,utm_y),CBA,(x_second,y_second))\n",
"\n",
" # Regional. CBA minus residual\n",
" reg = CBA_regrid - res\n",
"\n",
" return res, reg, CBA_regrid"
],
"execution_count": 52,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "qb95RBdGKf4_"
},
"source": [
"# Calculate 2D Second Vertical Derivative\n",
"res, reg, CBA_regrid = SVD2D(xi, yi, zi)"
],
"execution_count": 38,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 334
},
"id": "yAkj-fPzNAyC",
"outputId": "d13c9217-fa5b-4a0c-91a0-ce2d859dd257"
},
"source": [
"# Min max coordinates\n",
"xmin, xmax = min(utm_x), max(utm_x)\n",
"ymin, ymax = min(utm_y), max(utm_y)\n",
"\n",
"# Grid map\n",
"plt.figure(figsize=(15,4.5))\n",
"\n",
"plt.subplot(1,3,1)\n",
"plt.imshow(CBA_regrid, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='terrain')\n",
"plt.title('Complete Bouguer Anomaly', size=20, pad=12)\n",
"plt.xlabel('UTM X'); plt.ylabel('UTM Y')\n",
"plt.colorbar()\n",
"\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(reg, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='terrain')\n",
"plt.title('Regional Anomaly', size=20, pad=12)\n",
"plt.xlabel('UTM X'); plt.ylabel('UTM Y')\n",
"plt.colorbar()\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(res, aspect='auto', extent=(xmin,xmax,ymax,ymin), cmap='terrain')\n",
"plt.title('Residual Anomaly', size=20, pad=12)\n",
"plt.xlabel('UTM X'); plt.ylabel('UTM Y')\n",
"plt.colorbar()\n",
"\n",
"plt.tight_layout(1.03)\n",
"plt.show()"
],
"execution_count": 49,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}