Created
May 20, 2020 00:45
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Load the table data files" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(8708, 9)\n", | |
"(8708, 2)\n", | |
"(8708, 2)\n", | |
"(8708, 8)\n" | |
] | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"from matplotlib import pyplot as plt\n", | |
"import rasterio\n", | |
"import numpy as np\n", | |
"\n", | |
"# scaling factor applied to MODIS imagery \n", | |
"scaling=0.0001 \n", | |
"\n", | |
"# read the LUT\n", | |
"lut = np.loadtxt(\"LUT.txt\")\n", | |
"print(lut.shape)\n", | |
"\n", | |
"# read FMC\n", | |
"params = np.loadtxt(\"FMC.txt\")\n", | |
"print(params.shape)\n", | |
"\n", | |
"# read vegtype 1=Grass, 2=Shrub and 3=Forest\n", | |
"vegtype = np.loadtxt(\"VEGTYPE.txt\")\n", | |
"print(vegtype.shape)\n", | |
"\n", | |
"sq_lut = np.square(lut[:,1:])\n", | |
"print(sq_lut.shape)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Load the vegetation cover map" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 75, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/prl900/miniconda3/lib/python3.7/site-packages/rasterio/__init__.py:216: NotGeoreferencedWarning: Dataset has no geotransform set. The identity matrix may be returned.\n", | |
" s = DatasetReader(path, driver=driver, sharing=sharing, **kwargs)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"((2400, 2400), array([ 1., 2., 3., nan], dtype=float32))" | |
] | |
}, | |
"execution_count": 75, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"classif = rasterio.open(\"Landcover_AU_merged_2013.01.01_h30v12.tif\").read(1)\n", | |
"\n", | |
"plt.imshow(classif)\n", | |
"classif.shape, np.unique(classif)[:4]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Read the Modis reflectances and compute derived indices." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(2400, 2400, 5)\n", | |
"(2400, 2400, 6)\n", | |
"(2400, 2400, 6)\n" | |
] | |
} | |
], | |
"source": [ | |
"import xarray as xr\n", | |
"\n", | |
"ds = xr.open_dataset(\"MCD43A4.A2000049.h30v12.005.2006269094918.hdf\")\n", | |
"\n", | |
"#read bands 1,2,4,6,7 into a cube \n", | |
"refs = np.dstack([ds[f\"Nadir_Reflectance_Band{i}\"].values for i in [1,2,4,6,7]]) * scaling\n", | |
"print(refs.shape)\n", | |
"\n", | |
"#original code ndii=(B2_masked-B6_masked)/(B2_masked+B6_masked)\n", | |
"ndii=(refs[:,:,1]-refs[:,:,3])/(refs[:,:,1]+refs[:,:,3])\n", | |
"#original code ndvi=(B2_masked-B1_masked)/(B2_masked+B1_masked)\n", | |
"ndvi=(refs[:,:,1]-refs[:,:,0])/(refs[:,:,1]+refs[:,:,0])\n", | |
"\n", | |
"refs = np.concatenate((refs,ndii[:,:,None]),axis=2)\n", | |
"print(refs.shape)\n", | |
"\n", | |
"# Calculate square (does not include NDVI in the ref implementation)\n", | |
"refs_sq = np.square(refs)\n", | |
"print(refs_sq.shape)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Read and plot output from Marta's algorithm" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 76, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(3.0, 106.875)" | |
] | |
}, | |
"execution_count": 76, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 576x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fmc_obj = rasterio.open(\"FMC.tif\").read(1)\n", | |
"\n", | |
"plt.figure(figsize=(8,8))\n", | |
"plt.imshow(fmc_obj)\n", | |
"classif[500,2000], fmc_obj[500,2000]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Define function to compute FMC value for a given i, j pixel" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def get_fmc(i, j, top_n=40):\n", | |
" ref_modis = refs[j,i,:]\n", | |
" mask = vegtype[:,1] == classif[j,i]\n", | |
" lut_veg = lut[mask,:][:,[1,2,4,6,7,8]]\n", | |
" \n", | |
" θ = np.arccos(np.einsum('ij,j->i', lut_veg, ref_modis)/(np.einsum('i,i->', ref_modis, ref_modis)**.5*np.einsum('ij,ij->i',lut_veg, lut_veg)**.5))\n", | |
"\n", | |
" idxs = np.argpartition(θ, top_n)[:top_n] + np.argmax(mask)\n", | |
" \n", | |
" return params[idxs,1].mean()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### For example for pixel 2000,500 we get" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 77, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"107.97749999999999" | |
] | |
}, | |
"execution_count": 77, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"get_fmc(2000,500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Iterate through the whole image writing a new FMC output" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 73, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"out = np.zeros((2400,2400), dtype=np.float32) * np.nan\n", | |
"\n", | |
"for j in range(2400):\n", | |
" for i in range(2400):\n", | |
" if ndvi[j, i] < .15:\n", | |
" continue\n", | |
" if np.isnan(fmc_obj[j,i]):\n", | |
" continue\n", | |
" out[j,i] = get_fmc(i,j)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Plot new output" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 72, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f896c8ac390>" | |
] | |
}, | |
"execution_count": 72, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(8,8))\n", | |
"plt.imshow(out)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Plot differences between both FMC outputs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 79, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f896496aa90>" | |
] | |
}, | |
"execution_count": 79, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(8,8))\n", | |
"plt.imshow(out-fmc_obj)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Histogram with values for the new FMC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 69, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"_ = plt.hist(out)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Histogram with values for the reference FMC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 70, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"_ = plt.hist(fmc_obj)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"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": "3.7.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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