{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Merging subdomain dfsu files\n", "\n", "during simulation MIKE will commonly split simulation files into subdomains and output results with a p_# suffix. This script will merge dfsu files of this type into a single file.\n", "\n", "Note: Below implementation considers a 2D dfsu file. For 3D dfsu file, the script needs to be modified accordingly.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**import libraries**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import mikeio\n", "import numpy as np\n", "from mikeio.spatial import GeometryFM2D" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "number of elements: 194\n", "number of nodes: 120\n", "projection: PROJCS[\"UTM-32\",GEOGCS[\"Unused\",DATUM[\"UTM Projections\",SPHEROID[\"WGS 1984\",6378137,298.257223563]],PRIMEM[\"Greenwich\",0],UNIT[\"Degree\",0.0174532925199433]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"False_Easting\",500000],PARAMETER[\"False_Northing\",0],PARAMETER[\"Central_Meridian\",9],PARAMETER[\"Scale_Factor\",0.9996],PARAMETER[\"Latitude_Of_Origin\",0],UNIT[\"Meter\",1]]\n", "items:\n", " 0: Surface elevation (meter)\n", " 1: Current speed (meter per sec)\n", " 2: Current direction (radian)\n", "time: 2014-01-01 00:00:00 - 2014-01-01 10:00:00 (3 records)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# (optional) check first file, items etc.\n", "mikeio.open(\"../tests/testdata/SimA_HD_p0.dfsu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**choose items to process**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# choose items to process (when in doubt look at one of the files you want to process with mikeio.open)\n", "items = [\"Surface elevation\", \"Current speed\", \"Current direction\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**read files**\n", "\n", "Option A: automatically find all with _p# suffix" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 4 files:\n", " - SimA_HD_p0.dfsu\n", " - SimA_HD_p1.dfsu\n", " - SimA_HD_p2.dfsu\n", " - SimA_HD_p3.dfsu\n" ] } ], "source": [ "import glob\n", "import os\n", "\n", "basename = \"../tests/testdata/SimA_HD\" # basename of the dfsu files\n", "\n", "\n", "def find_dfsu_files(basename):\n", " pattern = f\"{basename}_p*.dfsu\"\n", " files = sorted(glob.glob(pattern))\n", " if not files:\n", " raise ValueError(f\"No files found matching the pattern: {pattern}\")\n", " return files\n", "\n", "\n", "dfs_files = find_dfsu_files(basename)\n", "print(f\"Found {len(dfs_files)} files:\")\n", "for file in dfs_files:\n", " print(f\" - {os.path.basename(file)}\")\n", "\n", "dfs_list = [mikeio.read(file, items=items) for file in dfs_files]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Option B: manually select files" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# List of input dfsu files\n", "dfs_files = [\n", " \"../tests/testdata/SimA_HD_p0.dfsu\",\n", " \"../tests/testdata/SimA_HD_p1.dfsu\",\n", " \"../tests/testdata/SimA_HD_p2.dfsu\",\n", " \"../tests/testdata/SimA_HD_p3.dfsu\",\n", "]\n", "\n", "# read all dfsu files\n", "dfs_list = [mikeio.read(file, items=items) for file in dfs_files]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**extract data of all subdomains**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Create a dictionary to store data for each item\n", "data_dict = {item: [] for item in items}\n", "\n", "# Get time steps (assuming all files have the same time steps)\n", "time_steps = dfs_list[0][items[0]].time\n", "\n", "# loop over items and time steps and concatenate data from all subdomains\n", "for item in items:\n", " for i in range(len(time_steps)):\n", " # Extract and combine data for the current time step from all subdomains\n", " combined_data = np.concatenate([dfs[item].values[i, :] for dfs in dfs_list])\n", " data_dict[item].append(combined_data)\n", "\n", " # Convert the list to a numpy array\n", " data_dict[item] = np.array(data_dict[item])\n", "\n", "# Prepare Merged Data\n", "merged_data = np.array([data_dict[item] for item in items])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**merge geometry of all subdomains**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "geometries = [dfs.geometry for dfs in dfs_list]\n", "\n", "combined_node_coordinates = []\n", "combined_element_table = []\n", "node_offset = 0\n", "\n", "# loop through geometries to combine nodes and elements of all subdomains\n", "for geom in geometries:\n", " current_node_coordinates = geom.node_coordinates\n", " current_element_table = geom.element_table\n", "\n", " combined_node_coordinates.extend(current_node_coordinates)\n", " adjusted_element_table = [\n", " element + node_offset for element in current_element_table\n", " ]\n", " combined_element_table.extend(adjusted_element_table)\n", "\n", " node_offset += len(current_node_coordinates)\n", "\n", "combined_node_coordinates = np.array(combined_node_coordinates)\n", "combined_element_table = np.array(combined_element_table, dtype=object)\n", "projection = geometries[0]._projstr\n", "\n", "# create combined geometry\n", "combined_geometry = GeometryFM2D(\n", " node_coordinates=combined_node_coordinates,\n", " element_table=combined_element_table,\n", " projection=projection,\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combined_geometry.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**merge everything into dataset**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ds_out = mikeio.Dataset.from_numpy(\n", " data=merged_data, # n_items, timesteps, n_elements\n", " items=items,\n", " time=time_steps,\n", " geometry=combined_geometry,\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_out[items[0]].sel(time=1).plot() # plot the first time step of the first item" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**write output to single file**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "output_file = \"area_merged.dfsu\"\n", "ds_out.to_dfs(output_file)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 2 }