diff --git a/sources/02b NDVI.ipynb b/sources/02b NDVI.ipynb index 84d9bcb..05982c7 100644 --- a/sources/02b NDVI.ipynb +++ b/sources/02b NDVI.ipynb @@ -64,7 +64,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -110,8 +110,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.38 s, sys: 82.6 ms, total: 1.47 s\n", - "Wall time: 539 ms\n" + "CPU times: user 1.38 s, sys: 82.1 ms, total: 1.46 s\n", + "Wall time: 538 ms\n" ] }, { @@ -206,9 +206,116 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "> Areas of barren rock, sand, or snow usually show very low NDVI values (for example, 0.1 or less). Sparse vegetation such as shrubs and grasslands or senescing crops may result in moderate NDVI values (approximately 0.2 to 0.5). High NDVI values (approximately 0.6 to 0.9) correspond to dense vegetation such as that found in temperate and tropical forests or crops at their peak growth stage. \n", + "> Calculations of NDVI for a given pixel always result in a number that ranges from minus one (-1) to plus one (+1); however, no green leaves gives a value close to zero. A zero means no vegetation and close to +1 (0.8 - 0.9) indicates the highest possible density of green leaves.\n", "\n", - "Source: [USGS](https://www.usgs.gov/core-science-systems/eros/phenology/science/ndvi-foundation-remote-sensing-phenology?qt-science_center_objects=0#qt-science_center_objects)" + "Source: [NASA Earth Observatory](https://www.earthobservatory.nasa.gov/features/MeasuringVegetation/measuring_vegetation_2.php)\n", + "\n", + "These properties can be shown when looking at different sections of the area:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# draw rectangles on ndvi plot\n", + "import matplotlib.patches as patches\n", + "\n", + "fig, axs = plt.subplots(ncols=3, figsize=(27,9))\n", + "fig.suptitle('Tempelhofer Feld NDVI', fontsize=18)\n", + "\n", + "# hide background grid\n", + "axs[0].grid(False)\n", + "axs[1].grid(False)\n", + "axs[2].grid(False)\n", + "\n", + "# use same color scale for all plots\n", + "vmin = ndvi.min()\n", + "vmax = ndvi.max()\n", + "\n", + "# plot ndvi first\n", + "axs[0].imshow(ndvi[0])\n", + "\n", + "# mark different areas on first plot\n", + "runway = patches.Rectangle((16, 105), 15, 15, facecolor='none', edgecolor='white')\n", + "grass = patches.Rectangle((105, 105), 15, 15, facecolor='none', edgecolor='white')\n", + "\n", + "axs[0].add_patch(runway)\n", + "axs[0].add_patch(grass)\n", + "axs[0].set_title('Complete area')\n", + "\n", + "# use array indexing to plot the areas marked by the rectangles\n", + "# indices are z,y,x\n", + "runway_extracted = ndvi[0,105:120,16:31] \n", + "axs[1].imshow(runway_extracted, vmin=vmin, vmax=vmax)\n", + "axs[1].set_title('Runway')\n", + "\n", + "grass_extracted = ndvi[0,105:120,105:120]\n", + "im = axs[2].imshow(grass_extracted, vmin=vmin, vmax=vmax)\n", + "axs[2].set_title('Grass')\n", + "\n", + "# add color bar\n", + "cbar = fig.colorbar(im, ax=axs.ravel().tolist(), shrink=0.5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The average NDVI of the runway is positioned towards the lower end of the scale, while the part that is covered by grass tends towards higher values:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Grass NDVI')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, sharey=True, tight_layout=True)\n", + "fig.suptitle('Histogram Comparison', fontsize=18)\n", + "\n", + "axs[0].hist(runway_extracted.flatten())\n", + "axs[0].set_title('Runway NDVI')\n", + "\n", + "axs[1].hist(grass_extracted.flatten())\n", + "axs[1].set_title('Grass NDVI')" ] }, {