{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Smoothing parameters and time-lapse inversion\n", "In this notebook, we will see what it the impact of the different smoothing parameters and how we can use them to perform time-lapse inversion." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import sys\n", "sys.path.append('../src')\n", "from emagpy import Problem\n", "datadir = '../src/examples/'" ] }, { "cell_type": "markdown", "metadata": { "collapsed": "false", "jupyter": { "outputs_hidden": "false" } }, "source": [ "## Smoothing parameters\n", "There are three different smoothing parameters:\n", "- `alpha`: linked to the vertical smoothing\n", "- `beta`: linked to lateral smoothing\n", "- `gamma`: linked to smoothing with the first inverted survey (usefull for time-lapse inversion)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removing 1 NaN from survey\n" ] }, { "data": { "image/png": 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", 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