{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GEONE - DEESSE - Multivariate simulations (II)\n", "\n", "## Main points addressed\n", "\n", "- deesse simulations with a non-stationary training image\n", "- how to deal with non-stationarity by using an auxiliary variable (bivariate simulations)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import what is required" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import time\n", "import os\n", "\n", "# import package 'geone'\n", "import geone as gn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sys.version_info(major=3, minor=13, micro=7, releaselevel='final', serial=0)\n", "geone version: 1.3.0\n" ] } ], "source": [ "# Show version of python and version of geone\n", "import sys \n", "print(sys.version_info)\n", "print('geone version: ' + gn.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Non stationary training image (TI)\n", "Read the univariate training image and plot it." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0., 1., 2.])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read file \n", "data_dir = 'data'\n", "filename = os.path.join(data_dir, 'ti3.txt')\n", "ti = gn.img.readImageTxt(filename)\n", "\n", "# Values taken in ti\n", "ti.get_unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the image using the function `geone.imgplot.drawImage2D`. This image is clearly non-stationary: the density of \"orange balls\" depends on a vertical trend." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "categ_val = [0, 1, 2]\n", "categ_col = ['lightblue', 'darkgreen', 'orange']\n", "\n", "plt.figure(figsize=(5,7))\n", "gn.imgplot.drawImage2D(ti, categ=True, categVal=categ_val, categCol=categ_col)\n", "plt.title('TI')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation grid\n", "Define the simulation grid (number of cells in each direction, cell unit, origin)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "nx, ny, nz = 300, 400, 1 # number of cells\n", "sx, sy, sz = ti.sx, ti.sy, ti.sz # cell unit\n", "ox, oy, oz = 0.0, 0.0, 0.0 # origin (corner of the \"first\" grid cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Univariate simulation (not accounting for non-stationarity)\n", "\n", "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun_mp: DeeSse running on 2 process(es)... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun_mp: DeeSse run complete (all process(es))\n", "Elapsed time: 5.3 sec\n" ] } ], "source": [ "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.15,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=2)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun_mp(deesse_input, nproc=2, nthreads_per_proc=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One observes on the results that the non-stationarity is uncontrolled: region with high density of \"orange balls\" can be found anywhere. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the results\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.subplots(1, 2, figsize=(11,7), sharey=True) # 1 x 2 sub-plots\n", "for i in range(2):\n", " plt.subplot(1, 2, i+1) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col,\n", " title=f'Real. #{i} (not accounting for non-stationarity)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dealing with non-stationarity\n", "To deal with the non-stationarity, the idea is to use an auxiliary variable to describe the non-stationarity in the TI. In this example, a simple vertical trend is sufficient.\n", "\n", "### Define an auxiliary variable in the TI describing its non-stationarity" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "*** Img object ***\n", "name = 'data/ti3.txt'\n", "(nx, ny, nz) = (250, 500, 1) # number of cells along each axis\n", "(sx, sy, sz) = (1.0, 1.0, 1.0) # cell size (spacing) along each axis\n", "(ox, oy, oz) = (0.0, 0.0, 0.0) # origin (coordinates of bottom-lower-left corner)\n", "nv = 2 # number of variable(s)\n", "varname = ['aux', np.str_('code')]\n", "val: (2, 1, 500, 250)-array\n", "*****" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get the y coordinates of the centers of grid cell (meshgrid)\n", "yy = ti.yy()\n", "\n", "# Define an auxiliary variable describing the trend (non stationarity)\n", "# - normalize yy\n", "aux_var = (yy - np.min(yy))/(np.max(yy) - np.min(yy)) # vertical trend\n", "\n", "# Insert the new variable (index 0)\n", "ti.insert_var(aux_var, varname='aux')\n", "ti" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display\n", "plt.subplots(1, 2, figsize=(11,7), sharey=True) # 1 x 2 sub-plots\n", "\n", "plt.subplot(1,2,1)\n", "gn.imgplot.drawImage2D(ti, iv=0, title=f'TI, 1st var: {ti.varname[0]}')\n", "\n", "plt.subplot(1,2,2)\n", "gn.imgplot.drawImage2D(ti, iv=1, categ=True, categVal=categ_val, categCol=categ_col, \n", " title=f'TI, 2nd var: {ti.varname[1]}')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bivariate simulation (accounting for non stationarity)\n", "\n", "### Build an auxiliary variable in the simulation grid\n", "An auxiliary variable is built on the simulation grid to control the non-stationarity. This auxiliary variable is of the same nature as the auxiliary variable on the TI (same range of values) and allows to describe which types of pattern for the original variable will be simulated in which regions of the simulation grid. In this example, patterns with high density of \"orange balls\" will be simulated where the auxiliary variable has high values (close to one). \n", "\n", "Below is a piece of python code to build an auxiliary variable on the simulation grid." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set an image with simulation grid geometry defined above, and no variable\n", "im = gn.img.Img(nx, ny, nz, sx, sy, sz, ox, oy, oz, nv=0)\n", "\n", "# Get the x and y coordinates of the centers of grid cell (meshgrid)\n", "xx = im.xx()\n", "yy = im.yy()\n", "\n", "# Define an auxiliary variable describing (controlling) the trend (non stationarity) in the simulation grid\n", "aux = np.sqrt((xx - im.xmin())**2 + (yy - im.ymax())**2)\n", "aux = 1.0 - (aux - np.min(aux))/(np.max(aux) - np.min(aux))\n", "\n", "# Set variable aux in image im\n", "im.append_var(aux, varname='aux')\n", "\n", "# Display\n", "plt.figure(figsize=(7,7))\n", "gn.imgplot.drawImage2D(im, title=f'Sim. grid: {im.varname[0]}')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse\n", "Then a bivariate simulation is done, with the auxiliary variable and the original (categorical variable). The auxiliary variable is *exhaustively known* on the simulation grid, and then it is set as hard data. It can be passed to deesse as an image (keyword argument `dataImage`). \n", "\n", "**Notes:**\n", "\n", "- For the auxiliary variable which is exhaustively known, it can be sufficient to specify a small number of neighbors. Furthermore, one can also relax the corresponding acceptation threshold, so that the auxiliary variable does not filter out sampled region in the TI too strictly.\n", "- As the auxiliary variable is exhaustively known, it is not necessary to retrieve it as output: the corresponding flag, keyword argument `outputVarFlag`, can be set to `False`.\n", "- Deesse can run faster if the auxiliary variable is set as the first one (index 0)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun_mp: DeeSse running on 2 process(es)... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun_mp: DeeSse run complete (all process(es))\n", "Elapsed time: 6.2 sec\n" ] } ], "source": [ "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=2, varname=['aux', 'code'], # number of variable(s), name of the variable(s)\n", " TI=ti,\n", " dataImage=im, # set auxiliary variable as hard data (image defined above)\n", " outputVarFlag=[False, True], # set which variable will be retrieved in output\n", " distanceType=['continuous', 'categorical'], # distance type for each variable\n", " nneighboringNode=[1, 24], # max. number of neighbors (for the patterns), for each variable\n", " distanceThreshold=[.1,.02], # acceptation threshold (for distance between patterns), for each variable\n", " maxScanFraction=0.15,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=2)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun_mp(deesse_input, nproc=2, nthreads_per_proc=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the results\n", "sim = deesse_output['sim'] # list of realization (image), each with one variable\n", "\n", "# Display\n", "plt.subplots(1, 3, figsize=(15,5), sharey=True) # 1 x 3 sub-plots\n", "\n", "plt.subplot(1,3,1)\n", "gn.imgplot.drawImage2D(im, title='Trend / auxiliary variable (1st var)')\n", "\n", "for i in range(2):\n", " plt.subplot(1, 3, i+2) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col,\n", " title=f'Real. #{i} (controlling the non-stationarity)')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding conditioning data for the original variable\n", "Of course, some hard data can be handled for the original (categorical) variable.\n", "\n", "Define some hard data (point set)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "npt = 5 # number of points\n", "nv = 4 # number of variables including x, y, z coordinates\n", "varname = ['x', 'y', 'z', 'code'] # list of variable names\n", "v = np.array([\n", " [ 10.5, 10.5, 0.5, 0], # x, y, z, code: 1st point\n", " [ 100.5, 20.5, 0.5, 1], # ...\n", " [ 60.5, 200.5, 0.5, 2],\n", " [ 120.5, 260.5, 0.5, 2],\n", " [ 276.5, 354.5, 0.5, 1]\n", " ]).T # variable values: (nv, npt)-array\n", "hd = gn.img.PointSet(npt=npt, nv=nv, varname=varname, val=v)\n", "\n", "# Figure\n", "# ------\n", "# Get the colors for values of the variable of index 3 in the point set, \n", "# according to the color settings used for the TI\n", "hd_col = gn.imgplot.get_colors_from_values(hd.val[3], categ=True, categVal=categ_val, categCol=categ_col)\n", "\n", "# Plot\n", "plt.figure(figsize=(8,5))\n", "\n", "# Plot empty simulation grid and specify colors\n", "gn.imgplot.drawImage2D(im, plot_empty_grid=True, categ=True, categVal=categ_val, categCol=categ_col)\n", "\n", "# Add hard data points\n", "plt.scatter(hd.x(), hd.y(), marker='o', s=50, color=hd_col, edgecolors='black', linewidths=1)\n", "\n", "plt.title(f'Hard data ({hd.varname[3]})')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun_mp: DeeSse running on 2 process(es)... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun_mp: DeeSse run complete (all process(es))\n", "Elapsed time: 66 sec\n" ] } ], "source": [ "nreal = 20\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=2, varname=['aux', 'code'],\n", " TI=ti,\n", " dataImage=im,\n", " dataPointSet=hd, # hard data for the variable 'code'\n", " outputVarFlag=[False, True],\n", " distanceType=['continuous', 'categorical'],\n", " nneighboringNode=[1, 24],\n", " distanceThreshold=[.1,.02],\n", " maxScanFraction=0.15,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun_mp(deesse_input, nproc=2, nthreads_per_proc=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realizations\n", "sim = deesse_output['sim'] # list of realization (image), each with one variable\n", "\n", "# Do some statistics on the realizations\n", "# compute the pixel-wise proportion for the given categories\n", "all_sim_stats = gn.img.imageListCategProp(sim, categ_val)\n", "\n", "# Color map for proportion of each category\n", "prop_col=['blue', 'darkgreen', 'orange'] # colors for the proportion maps\n", "prop_cmap = [gn.customcolors.custom_cmap(['white', c]) for c in prop_col]\n", "\n", "# Display\n", "plt.subplots(2,3, figsize=(15,10), sharex=True, sharey=True)\n", "plt.subplot(2,3,1)\n", "gn.imgplot.drawImage2D(im, title='Trend / auxiliary variable (1st var)')\n", "\n", "for i in range(2):\n", " plt.subplot(2, 3, i+2) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col, title=f'Real. #{i}')\n", " plt.scatter(hd.x(), hd.y(), marker='o', s=50, \n", " color=hd_col, edgecolors='black', linewidths=1) # add hard data points\n", " plt.scatter(hd.x(), hd.y(), marker='o', s=50, \n", " color=hd_col, edgecolors='black', linewidths=1) # add hard data points\n", "for i in range(3):\n", " plt.subplot(2, 3, i+4) # select next sub-plot\n", " gn.imgplot.drawImage2D(all_sim_stats, iv=i, cmap=prop_cmap[i],\n", " title=f'Prop. of categ. {i} (over {nreal} real.)')\n", " plt.plot(hd.x(), hd.y(), '+', c='black', markersize=30) # add hard data points\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ... using pyramids" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun_mp: DeeSse running on 2 process(es)... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun_mp: DeeSse run complete (all process(es))\n", "Elapsed time: 1.4e+02 sec\n" ] } ], "source": [ "# Deesse input\n", "# - with 2 additional levels (npyramidLevel=2) \n", "# and a reduction factor of 2 along x and y axes between the original image \n", "# and the 1st pyramid level and between the 1st pyramid level to the second one \n", "# (kx=[2, 2], ky=[2, 2], kz=[0, 0]: do not apply reduction along z axis)\n", "pyrGenParams = gn.deesseinterface.PyramidGeneralParameters(npyramidLevel=2, kx=[2, 2], ky=[2, 2], kz=[0, 0])\n", "pyrParams = [gn.deesseinterface.PyramidParameters(nlevel=2, pyramidType='continuous'),\n", " gn.deesseinterface.PyramidParameters(nlevel=2, pyramidType='categorical_auto')]\n", "\n", "nreal = 20\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=2, varname=['aux', 'code'],\n", " TI=ti,\n", " dataImage=im,\n", " dataPointSet=hd,\n", " outputVarFlag=[False, True],\n", " distanceType=['continuous', 'categorical'],\n", " nneighboringNode=[1, 24],\n", " distanceThreshold=[.1,.02],\n", " maxScanFraction=0.15,\n", " pyramidGeneralParameters=pyrGenParams, # pyramid general parameters\n", " pyramidParameters=pyrParams, # pyramid parameters for each variable\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun_mp(deesse_input, nproc=2, nthreads_per_proc=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realizations\n", "sim = deesse_output['sim'] # list of realization (image), each with one variable\n", "\n", "# Do some statistics on the realizations\n", "# compute the pixel-wise proportion for the given categories\n", "all_sim_stats = gn.img.imageListCategProp(sim, categ_val)\n", "\n", "# Color map for proportion of each category\n", "prop_col=['blue', 'darkgreen', 'orange'] # colors for the proportion maps\n", "prop_cmap = [gn.customcolors.custom_cmap(['white', c]) for c in prop_col]\n", "\n", "# Display\n", "plt.subplots(2,3, figsize=(15,10), sharex=True, sharey=True)\n", "plt.subplot(2,3,1)\n", "gn.imgplot.drawImage2D(im, title='Trend / auxiliary variable (1st var)')\n", "\n", "for i in range(2):\n", " plt.subplot(2, 3, i+2) # select next sub-plot\n", " gn.imgplot.drawImage2D(sim[i], categ=True, categVal=categ_val, categCol=categ_col, title=f'Real. #{i}')\n", " plt.scatter(hd.x(), hd.y(), marker='o', s=50, \n", " color=hd_col, edgecolors='black', linewidths=1) # add hard data points\n", " plt.scatter(hd.x(), hd.y(), marker='o', s=50, \n", " color=hd_col, edgecolors='black', linewidths=1) # add hard data points\n", "for i in range(3):\n", " plt.subplot(2, 3, i+4) # select next sub-plot\n", " gn.imgplot.drawImage2D(all_sim_stats, iv=i, cmap=prop_cmap[i],\n", " title=f'Prop. of categ. {i} (over {nreal} real.)')\n", " plt.plot(hd.x(), hd.y(), '+', c='black', markersize=30) # add hard data points\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "py313", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 4 }