{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "e0bf8629", "metadata": {}, "source": [ "# RA2CE feature: single link redundancy without the example data" ] }, { "attachments": {}, "cell_type": "markdown", "id": "43bce1c4", "metadata": {}, "source": [ "This notebook contains an example of the **single link redundancy analysis** of the RA2CE tool. This notebook does not require the example data. However, it does require a network. If the user is not familiair with this, they should first go through the ra2ce_basics notebook and configure a network!\n", "\n", "In this notebook, we will guide you through the single link redundancy analysis, which gives insight into network criticality.\n", "\n", "First of all, we will import the packages we need to execute the notebook:" ] }, { "cell_type": "code", "execution_count": null, "id": "e67d001f", "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "from IPython.display import display\n", "from pathlib import Path" ] }, { "attachments": {}, "cell_type": "markdown", "id": "0c5e8b7c", "metadata": {}, "source": [ "Import the RA2CE Handler" ] }, { "cell_type": "code", "execution_count": null, "id": "0d6562dd", "metadata": {}, "outputs": [], "source": [ "from ra2ce.ra2ce_handler import Ra2ceHandler # import the ra2cehandler to run ra2ce analyses" ] }, { "attachments": {}, "cell_type": "markdown", "id": "a92b918a", "metadata": {}, "source": [ "## Configuring RA2CE for a Single link redundancy analyis" ] }, { "attachments": {}, "cell_type": "markdown", "id": "e2aa8dd8", "metadata": {}, "source": [ "Now, we will look into the analyses.ini. The single link redundancy analysis gives insight into the criticality of (road) networks. This analysis removes each link of the network one at a time. For each disrupted link, a redundancy analysis is performed. It identifies the best existing alternative route or, if there is no redundancy, the lack of alternative routes. This is performed sequentially, for each link of the network. The redundancy of each link is expressed in total distance or time for the alternative route, difference in distance/time between the alternative route and the original route (additional distance/time), and if there is an alternative route available, or not" ] }, { "attachments": { "image1.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "a6364f20", "metadata": {}, "source": [ "![image1.png](attachment:image1.png)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5b1a507f", "metadata": {}, "source": [ "In this example, we perform a single link redundancy analysis for the network which we created in the **RA2CE Basics** example. The relevant function for this type of analysis is *single_link_redundancy*. Other types of losses analyses can be found [here](https://deltares.github.io/ra2ce/analysis_module/analysis_module.html#indirect-losses-network-criticality). You can set this in the analyses.ini which we will later use to call RA2CE. The redundancy of each link is expressed in the total distance (weighing) for the alternative route (weighing = distance).\n", "\n", "Open your analysis.ini and specify the following parameters in the same way as below:" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c9047579", "metadata": {}, "source": [ "> [project]
\n", "name = beira
\n", "
\n", "[analysis1]
\n", "name = beira_redundancy
\n", "analysis = single_link_redundancy
\n", "weighing = distance
\n", "save_gpkg = True
\n", "save_csv = True
" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1f851d45", "metadata": {}, "source": [ "Then, we find the analyses.ini on our local machine. " ] }, { "cell_type": "code", "execution_count": null, "id": "4b086c33", "metadata": {}, "outputs": [], "source": [ "root_dir = Path(\"data\", \"single_link_redun\") # set path to your RA2CE folder which holds the input data and a pre-defined network\n", "\n", "_network_ini_name = \"network.ini\" # set the name for the network.ini settings file\n", "_analyses_ini_name = \"analyses.ini\" # set the name for the analysis.ini\n", "\n", "network_ini = root_dir / _network_ini_name # set path to network.ini\n", "analyses_ini = root_dir / _analyses_ini_name # set path to analysis.ini\n", "\n", "assert network_ini.is_file() # check whether the network.ini file exists\n", "assert analyses_ini.is_file() # check whether the analysis.ini file exists" ] }, { "attachments": {}, "cell_type": "markdown", "id": "a91027a7", "metadata": {}, "source": [ "## Running RA2CE\n", "We configure and run the single link redundancy analysis with the following methods from the Ra2ceHandler class. We do not have to introduce a new network as we use the existing graph that we created before.
\n", "\n", "*Note: when there is an existing base_graph in the output_graph folder, RA2CE will always use this. However, it can be that you want to update something to that base_graph. In that case, you first have to remove the graph from the folder manually before rerunning.* " ] }, { "cell_type": "code", "execution_count": null, "id": "bfd63910", "metadata": { "scrolled": true }, "outputs": [], "source": [ "handler = Ra2ceHandler(network=network_ini, analysis=analyses_ini)\n", "handler.configure()\n", "handler.run_analysis()" ] }, { "attachments": {}, "cell_type": "markdown", "id": "12774f27", "metadata": {}, "source": [ "## Inspecting results\n", "Done. Let's inspect the results! " ] }, { "cell_type": "code", "execution_count": null, "id": "d9c98a5c", "metadata": {}, "outputs": [], "source": [ "analysis_output_folder = root_dir / \"output\" / \"single_link_redundancy\" # specify path to output folder" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8038a9da", "metadata": {}, "source": [ "Run the code below to inspect the results" ] }, { "cell_type": "code", "execution_count": null, "id": "12020e3b", "metadata": {}, "outputs": [], "source": [ "redundancy_gdf = gpd.read_file(analysis_output_folder/\"beira_redundancy.gpkg\") #specify the name of the geopackage holding your results (can be found in the analysis output folder)\n", "redundancy_gdf.head() #display the attributes of the file" ] }, { "attachments": {}, "cell_type": "markdown", "id": "0304db18", "metadata": {}, "source": [ "In the following maps, we will examine the outcomes of the single link redundancy assessment, which involves evaluating each individual link within the network to determine if a detour is feasible (i.e., if redundancy exists). The underlying concept is that if a link becomes unusable, such as during a flood, the absence of a viable detour presents a significant problem. In the legend provided, a value of '0' indicates the absence of redundancy, while a value of '1' signifies the presence of redundancy, indicating the possibility of a detour for that particular link." ] }, { "cell_type": "code", "execution_count": null, "id": "ca95b951", "metadata": { "scrolled": true }, "outputs": [], "source": [ "#Pick the right columns from the shapefile/geopackage\n", "redundancy_gdf['redundancy'] = redundancy_gdf['detour'].astype(str)\n", "redundant_roads_map = redundancy_gdf.explore(column='redundancy', tiles=\"CartoDB positron\", cmap=['red', 'green'])\n", "display(redundant_roads_map)\n", "\n", "#'0' means there is no redundancy\n", "#'1' means that there is redundancy, a detour is possible for that specific link" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1a01e18f", "metadata": {}, "source": [ "We can also plot the distance / length of every link in the road network, using the 'length' attribute." ] }, { "cell_type": "code", "execution_count": null, "id": "cdfca561", "metadata": {}, "outputs": [], "source": [ "normal_dist_map = redundancy_gdf.explore(column='length', tiles=\"CartoDB positron\", cmap='winter_r')\n", "display(normal_dist_map)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "fd0626ee", "metadata": {}, "source": [ "We can now check the lengths of the alternative distance for each link in the network with the attribute *'alt_dist'*. The alternative distance refers to the length of the detour for when the link itself is not available." ] }, { "cell_type": "code", "execution_count": null, "id": "0755104b", "metadata": {}, "outputs": [], "source": [ "alt_dist_gpd = redundancy_gdf[redundancy_gdf['detour']==1]\n", "alt_dist_map = alt_dist_gpd.explore(column='alt_length', tiles=\"CartoDB positron\", cmap='winter_r')\n", "display(alt_dist_map)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "0559007c", "metadata": {}, "source": [ "Finally, we will look at the difference in distance of the original length of the segments and the alternative route, for all of the links in our network. We do this by visualizing the attribute *'diff_dist'*." ] }, { "cell_type": "code", "execution_count": null, "id": "8774cde5", "metadata": {}, "outputs": [], "source": [ "alt_dist_gpd = redundancy_gdf[redundancy_gdf['detour']==1]\n", "alt_dist_map = alt_dist_gpd.explore(column='diff_length', tiles=\"CartoDB positron\", cmap='winter_r')\n", "display(alt_dist_map)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "3ecd4047", "metadata": {}, "source": [ "It should be noted that are cases where the original distance can be longer than the alternative distance. In the example below, from A (818) to B (828) the alternative distance between nodes 818 and 828 (road 1621) is shorter than the length of road nr. 1622. Therefore, the *'diff_dist'* attribute contains a negative value. The original link is longer than the alternative route! This is purely relevant from a network inspection point of view. In reality, most people will take road 1621 to get from A to B (if that road segment is available). " ] }, { "attachments": { "image2.png": { "image/png": "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" } }, "cell_type": "markdown", "id": "7728e8d7", "metadata": {}, "source": [ "![image2.png](attachment:image2.png)" ] } ], "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }