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{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# (Non) Conditional Gaussian Simulation: \n", "##\t Turning Bands 2D Spherical Covariance Example on Python\n", "\n", "Author: Esteban Jiménez \n", "<br>\n", "November, 2017.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of this project is to understand the turning bands algorithm for generating gaussian random function. All functions were programed \n", "<br>\n", "by the author following the ideas of Lantuéjoul (1994)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from Turning_bands_2D_Isotropic_Fx import*\n", "import matplotlib.pyplot as plt\n", "\n", " # Parameters #\n", " \n", "nbands = 500 # Number of bands\n", "xf = 10.0 # Maximum x coordinate\n", "yf = 10.0 # Maximum y coordinate\n", "nx = 100.0 # Number of nodes for x and y axes\n", "a = 2.0 # Range of the spherical covariance\n", "l = 100.0 # Band's length\n", "n_points = 300 # Number of point to sample for Sk and CS\n", "nsim = 1 # Number of Simulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the sake of this exercise a non-conditional simulation is regarded as the \"reality\". The latter is created as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "y_reality = non_cond_sim(nbands, xf, yf, nx, a, l, 1, 0) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By sampling this reality, a simple kriging interpolation is performed." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "samples = sampling(y_reality,n_points) # Sampling of the \"reality\"\n", "Lambdas, y_sk = skrig(samples,y_reality,a) # Simple kriging using the samples\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, a realization of the gaussian function, conditioned to the simple kriging estimates, is generated." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "y_cs = cond_sim(samples, y_sk, Lambdas, a, l, nbands, nsim) # Simulation conditioned to the data\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f78feec6810>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_3subplots(y_reality, y_sk, y_cs, nx, 'Unconditional Simulated \"Reality\"', 'Simple Kriging' , 'Conditional Simulation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "Lantuéjoul, C. 1994. Non Conditional Simulation of Stationary Isotropic Multigaussian Random Functions. On Geostatitical Simulations. Proceedings of the Geostatistical Simulation Workshop, Fontainebleau, France, 37-28 May 1993." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }
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