{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "ec7eed95", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/johannus/anaconda3/envs/avrenningarokid/lib/python3.12/site-packages/dask/dataframe/__init__.py:42: FutureWarning: \n", "Dask dataframe query planning is disabled because dask-expr is not installed.\n", "\n", "You can install it with `pip install dask[dataframe]` or `conda install dask`.\n", "This will raise in a future version.\n", "\n", " warnings.warn(msg, FutureWarning)\n" ] } ], "source": [ "from utils import find_steepest_descent, loadMap, plotFigure\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from sklearn.cluster import KMeans\n", "import alphashape" ] }, { "cell_type": "code", "execution_count": 2, "id": "46def29c", "metadata": {}, "outputs": [], "source": [ "#bounds = (-7.0277, 61.380, -6.6362, 61.656) # SuĂ°uroy\n", "#bounds = (-6.351157171442581, 62.30967342287517, -6.2411181682078976, 62.360487093395776) # Fugloy\n", "bounds = (-8, 59, -5, 64)\n", "file_path = 'FO_DSM_2017_FOTM_10M.tif'" ] }, { "cell_type": "code", "execution_count": 3, "id": "3d24fefa-a169-4dea-ac6e-1b0eac48380e", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "outputs": [], "source": [ "image_array, img_pil = loadMap(file_path, bounds)" ] }, { "cell_type": "code", "execution_count": 4, "id": "3a0d89a6-374d-46a6-871a-df075d832986", "metadata": {}, "outputs": [], "source": [ "image_array, img_pil = loadMap(file_path, bounds)\n", "height, width = image_array.shape\n", "\n", "grid_size = 200\n", "\n", "paths = []\n", "grid_x = np.linspace(0, image_array.shape[0] - 1, grid_size)\n", "grid_y = np.linspace(0, image_array.shape[1] - 1, grid_size)\n", "\n", "start_positions = [(int(x), int(y)) for x in grid_x for y in grid_y]\n", "\n", "for x in grid_x:\n", " for y in grid_y:\n", " start_pos = (int(x), int(y))\n", " path = find_steepest_descent(image_array, start_pos, max_radius=40)\n", " if len(path) > 1:\n", " paths.append(path)\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "49ee41e7-5a6c-46d4-a342-af32e6c02eff", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Create a figure and axis\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Flip the image vertically and horizontally to correct the orientation\n", "ax.imshow(image_array, extent=[0, width, height, 0])\n", "\n", "# Loop through each path and plot it\n", "for path in paths:\n", " path = np.array(path) # Convert path to numpy array for easier handling\n", " ax.plot(path[:, 1], path[:, 0], color='red', linewidth=1) # path[:, 1] for x, path[:, 0] for y\n", "\n", "# Optionally, set axis labels or title\n", "ax.set_title('Steepest Descent Paths')\n", "ax.set_xlabel('X')\n", "ax.set_ylabel('Y')\n", "\n", "# Show the plot\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "bb3957d2-2a94-4fd7-8a94-753de09e87b6", "metadata": {}, "outputs": [], "source": [ "path_lengths = [len(path) for path in paths]\n", "\n", "# Replicate end points based on path lengths\n", "weighted_end_points = []\n", "original_end_points = []\n", "for path, length in zip(paths, path_lengths):\n", " weighted_end_points.extend([path[-1]] * length)\n", " original_end_points.append(path[-1])\n", "\n", "weighted_end_points = np.array(weighted_end_points)\n", "original_end_points = np.array(original_end_points)" ] }, { "cell_type": "code", "execution_count": 7, "id": "5c266527-ff5b-4b82-9560-add43efb9246", "metadata": {}, "outputs": [], "source": [ "n_clusters = 6\n", "range_in_meters=100" ] }, { "cell_type": "code", "execution_count": null, "id": "5cfcf5bb-420a-4533-94d6-86680337789d", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.cluster import KMeans\n", "\n", "# Assuming weighted_end_points and original_end_points are provided\n", "\n", "# Step 1: Perform KMeans clustering\n", "kmeans = KMeans(n_clusters=n_clusters, random_state=0).fit(weighted_end_points)\n", "kmeans_labels = kmeans.predict(original_end_points) # Label the original end points\n", "\n", "# Parameters\n", "representative_points = []\n", "\n", "# Plot background image and contours\n", "plt.figure(figsize=(20, 12))\n", "plt.imshow(img_pil, aspect='equal')\n", "contour_levels = [0, 100, 150, 200, 250, 300]\n", "plt.contour(image_array, levels=contour_levels, colors='black', linewidths=1, origin='image')\n", "plt.gca().invert_yaxis() # Adjust axis if necessary depending on data orientation\n", "plt.axis('off') # Turn off the axis\n", "\n", "# Step 2: Loop through each cluster and find the representative paths\n", "unique_labels = set(kmeans_labels)\n", "for k, col in zip(unique_labels, plt.cm.Spectral(np.linspace(0, 1, len(unique_labels)))):\n", " class_member_mask = (kmeans_labels == k) # Get mask for current cluster\n", " cluster_end_points = original_end_points[class_member_mask] # Get end points for this cluster\n", " cluster_paths = [paths[i] for i in range(len(paths)) if class_member_mask[i]] # Get paths in this cluster\n", "\n", " # Calculate the distance matrix for end points in the cluster\n", " distances = np.linalg.norm(cluster_end_points[:, np.newaxis] - cluster_end_points, axis=2)\n", " \n", " # Find the point with the minimum sum of distances to all other points (closest to most others)\n", " sum_distances = distances.sum(axis=1)\n", " nearest_index = np.argmin(sum_distances) # Get the index of the \"central\" end point\n", " \n", " representative_point = cluster_end_points[nearest_index]\n", " representative_points.append(representative_point)\n", " \n", " # Plot the clustered end points with colors\n", " xy = cluster_end_points\n", " #plt.plot(xy[:, 1], xy[:, 0] * -1 + height, 'o', markerfacecolor=col,markeredgecolor='k', markersize=4, alpha=0.6)\n", "\n", "# Step 3: Plot paths and calculate the number of paths within the range\n", "path_assigned_to_cluster = np.zeros(len(paths), dtype=bool)\n", "for k, col in zip(unique_labels, plt.cm.Spectral(np.linspace(0, 1, len(unique_labels)))):\n", " representative_point = representative_points[k]\n", " cluster_start_points_k = 0\n", " for path_index, path in enumerate(paths):\n", " end_point = path[-1] # Get the last point of the path (end point)\n", " distance = np.linalg.norm(end_point - representative_point) # Distance to representative point\n", " x_coords = [coord[1] for coord in path]\n", " y_coords = [coord[0] * -1 + height for coord in path]\n", " if distance <= range_in_meters / 10: # Example: 100 meters (10 in 10x10 meter grid)\n", " plt.plot(x_coords, y_coords, color=col, alpha=0.6)\n", " path_assigned_to_cluster[path_index] = True\n", " cluster_start_points_k += 1\n", " else:\n", " plt.plot(x_coords, y_coords, 'black', alpha=0.01)\n", "\n", "# Step 4: Plot the final representative points\n", "for representative_point in representative_points:\n", " plt.plot(representative_point[1], representative_point[0] * -1 + height, 'o', markerfacecolor='red',\n", " markeredgecolor='k', markersize=12, alpha=0.9)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "d6cf8cca-e7af-4740-a0d0-b251e9369833", "metadata": {}, "outputs": [], "source": [ "def calculate_coverage_percentage_and_plot(n_clusters, weighted_end_points, original_end_points, paths, height,\n", " range_in_meters=100):\n", " kmeans = KMeans(n_clusters=n_clusters, random_state=0).fit(weighted_end_points)\n", " kmeans_labels = kmeans.predict(original_end_points)\n", " unique_labels = set(kmeans_labels)\n", " figures_dir = \"figures\"\n", " representative_points = []\n", " cluster_start_points = 0\n", " total_start_points = len(paths)\n", "\n", " # Plot initial image and contours\n", " plt.clf()\n", " plt.figure(figsize=(12, 17))\n", " plt.imshow(img_pil, aspect='equal')\n", " #contour_levels = [0, 100, 150, 200, 250, 300]\n", " contour_levels = [0]\n", " plt.contour(image_array, levels=contour_levels, colors='black', linewidths=1, origin='image')\n", " plt.gca().invert_yaxis() # Adjust axis if necessary depending on data orientation\n", " plt.axis('off') # Turn off the axis\n", "\n", " for k, col in zip(unique_labels, plt.cm.Spectral(np.linspace(0, 1, len(unique_labels)))):\n", " class_member_mask = (kmeans_labels == k)\n", " cluster_end_points = original_end_points[class_member_mask]\n", " centroid = cluster_end_points.mean(axis=0)\n", "\n", " # Find the nearest endpoint to the centroid\n", " distances = np.linalg.norm(cluster_end_points - centroid, axis=1)\n", " nearest_index = np.argmin(distances)\n", " representative_point = cluster_end_points[nearest_index]\n", " representative_points.append(representative_point)\n", "\n", " # Plot the clustered end points with colors\n", " xy = cluster_end_points\n", " #plt.plot(xy[:, 1], xy[:, 0] * -1 + height, 'o', markerfacecolor=col,\n", " # markeredgecolor='k', markersize=4, alpha=0.6)\n", "\n", " # Plot paths and calculate the number of paths within the range\n", " path_assigned_to_cluster = np.zeros(len(paths), dtype=bool)\n", " for k, col in zip(unique_labels, plt.cm.Spectral(np.linspace(0, 1, len(unique_labels)))):\n", " representative_point = representative_points[k]\n", " cluster_start_points_k = 0\n", " for path_index, path in enumerate(paths):\n", " end_point = path[-1]\n", " distance = np.linalg.norm(end_point - representative_point)\n", " x_coords = [coord[1] for coord in path]\n", " y_coords = [coord[0] * -1 + height for coord in path]\n", " if distance <= range_in_meters / 10: # 100 meters (10 in 10x10 meter grid)\n", " #plt.plot(x_coords, y_coords, color=col, alpha=0.6)\n", " path_assigned_to_cluster[path_index] = True\n", " cluster_start_points_k += 1\n", " #else:\n", " #plt.plot(x_coords, y_coords, 'black', alpha=0.01)\n", "\n", " # Calculate alpha shape for the first points\n", " if n_clusters > 50:\n", " makeShapes = False\n", " else:\n", " makeShapes = True\n", " if makeShapes:\n", " cluster_paths = [path for path, label in zip(paths, kmeans_labels) if label == k]\n", " first_points = np.array([path[0] for path in cluster_paths])\n", " first_points[:, 0] = height - first_points[:, 0] # Adjust y-coordinates\n", " alpha_shape = alphashape.alphashape(first_points, 0.0001)\n", " \n", " # Plot the alpha shape with the same color as the cluster markers\n", " if alpha_shape.geom_type == 'Polygon':\n", " x, y = alpha_shape.exterior.xy\n", " plt.plot(y, x, color=col, linestyle='-', linewidth=2)\n", " elif alpha_shape.geom_type == 'MultiPolygon':\n", " for polygon in alpha_shape:\n", " x, y = polygon.exterior.xy\n", " plt.plot(y, x, color=col, linestyle='-', linewidth=2)\n", " else:\n", " print(\"Alpha shape resulted in an empty geometry or invalid geometry:\", alpha_shape)\n", "\n", " cluster_start_points = np.sum(path_assigned_to_cluster)\n", " coverage_percentage = (cluster_start_points / total_start_points) * 100\n", "\n", " # Plot the representative endpoints\n", " for representative_point in representative_points:\n", " plt.plot(representative_point[1], representative_point[0] * -1 + height, 'o', markerfacecolor='red',\n", " markeredgecolor='k', markersize=12, alpha=0.9)\n", "\n", " plt.title(f'Paths with K-Means Clustering, Alpha Shapes, and Representative End Points\\n'\n", " f'Clusters: {n_clusters}, Coverage: {coverage_percentage:.2f}%')\n", "\n", " # Save the figure\n", " plt.savefig(f\"{figures_dir}/coverage_clusters_{n_clusters:03d}.png\")\n", " plt.close()\n", "\n", " return coverage_percentage" ] }, { "cell_type": "code", "execution_count": null, "id": "1b3954b2-a5df-462d-a328-624eb7ec8a0d", "metadata": {}, "outputs": [], "source": [ "import copy\n", "\n", "coverage_percentages = [] # Initialize the list to store coverage percentages\n", "n_clusters_range = np.unique(np.logspace(np.log10(1), np.log10(10000), num=50, dtype=int))\n", "\n", "figures_dir = \"figures\"\n", "coverage_percentages = []\n", "for n_clusters in n_clusters_range:\n", " # Create deep copies of the variables to avoid modifying them in each iteration\n", " weighted_end_points_copy = copy.deepcopy(weighted_end_points)\n", " original_end_points_copy = copy.deepcopy(original_end_points)\n", " paths_copy = copy.deepcopy(paths)\n", " height_copy = copy.deepcopy(height)\n", " \n", " # Pass the copies to the function to avoid changing the original data\n", " coverage_percentage = calculate_coverage_percentage_and_plot(\n", " n_clusters, \n", " weighted_end_points_copy, \n", " original_end_points_copy,\n", " paths_copy, \n", " height_copy, \n", " range_in_meters=500\n", " )\n", " \n", " # Store the coverage percentage\n", " coverage_percentages.append(coverage_percentage)\n", " \n", " # Print the results\n", " print(f\"Number of clusters: {n_clusters}, Coverage percentage: {coverage_percentage:.2f}%\")\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "2189d7ce-6689-4b4e-b6a7-fd28f5bcab5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Final plot of the number of clusters versus the coverage percentage\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(n_clusters_range[:34], coverage_percentages[:34], marker='o')\n", "plt.xlabel('Number of Clusters')\n", "plt.ylabel('Coverage Percentage (%)')\n", "plt.title('Coverage Percentage vs. Number of Clusters')\n", "plt.grid(True)\n", "plt.savefig(f\"{figures_dir}/coverage_clusters_final.png\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "e8872b91-fb4a-461f-9c14-c4770edf3d84", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[np.float64(0.11389521640091116),\n", " np.float64(0.292873413602343),\n", " np.float64(0.292873413602343),\n", " np.float64(1.561991539212496),\n", " np.float64(1.6108037748128863),\n", " np.float64(1.4480963228115846),\n", " np.float64(2.440611780019525),\n", " np.float64(3.058900097624471),\n", " np.float64(2.164009111617312),\n", " np.float64(3.9375203384315003),\n", " np.float64(3.254149040026033),\n", " np.float64(5.450699642043606),\n", " np.float64(3.6121054344288965),\n", " np.float64(6.117800195248942),\n", " np.float64(7.84249918646274),\n", " np.float64(9.550927432476406),\n", " np.float64(12.78880572730231),\n", " np.float64(17.214448421737714),\n", " np.float64(18.54864952814839),\n", " np.float64(26.374877969411),\n", " np.float64(33.37129840546697),\n", " np.float64(44.1750732183534),\n", " np.float64(49.593231369996744),\n", " np.float64(56.71981776765376),\n", " np.float64(63.781321184510254),\n", " np.float64(70.33843150016271),\n", " np.float64(75.69150667100554),\n", " np.float64(81.500162707452),\n", " np.float64(86.13732508948911),\n", " np.float64(90.59550927432475),\n", " np.float64(93.80084607875041),\n", " np.float64(96.61568499837293),\n", " np.float64(98.37292547998699),\n", " np.float64(99.47933615359584),\n", " np.float64(99.96745850959974),\n", " np.float64(100.0),\n", " np.float64(100.0),\n", " np.float64(100.0),\n", " np.float64(100.0),\n", " np.float64(100.0),\n", " np.float64(100.0)]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_clusters_range\n", "coverage_percentages" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 5 }