{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dfsu - 3D sigma-z\n", "This notebook demonstrates, reading from a sigma-z dfsu file, top- and bottom elements, extracting a profile, save selected layers to new dfsu file and save to mesh. \n", "\n", "It also shows how to read a sigma-z vertical slice file. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib_inline.backend_inline import set_matplotlib_formats\n", "set_matplotlib_formats('png')\n", "from mikeio import Dfsu" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Dfsu3DSigmaZ\n", "Number of elements: 17118\n", "Number of nodes: 12042\n", "Projection: UTM-33\n", "Number of sigma layers: 4\n", "Max number of z layers: 5\n", "Items:\n", " 0: Z coordinate (meter)\n", " 1: Temperature (degree Celsius)\n", " 2: Salinity (PSU)\n", "Time: 3 steps with dt=10800.0s\n", " 1997-09-15 21:00:00 -- 1997-09-16 03:00:00" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename = \"../tests/testdata/oresund_sigma_z.dfsu\"\n", "dfs = Dfsu(filename)\n", "dfs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0 5 9 13 17 21 25 29 33 37]\n", "[ 4 8 12 16 20 24 28 32 36 40]\n", "3700\n" ] } ], "source": [ "elem_ids = dfs.bottom_elements\n", "print(elem_ids[:10])\n", "print(dfs.top_elements[:10])\n", "print(len(dfs.bottom_elements))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Unstructured Geometry\n", "Number of nodes: 2820\n", "Number of elements: 3700\n", "Number of layers: 6\n", "Projection: UTM-33" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geom = dfs.elements_to_geometry(elem_ids, node_layers='bottom')\n", "geom" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-33.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ze = geom.element_coordinates[:,2]\n", "ze.min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save bottom layer to new mesh file\n", "Note that for sigma-z files the mesh will be not match the original mesh in areas where z-layers are present! " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "outmesh = \"mesh_oresund_extracted.mesh\"\n", "dfs.to_mesh(outmesh)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate top layer" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "elem_ids = dfs.top_elements" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (3, 3700)\n", "Time: 1997-09-15 21:00:00 - 1997-09-16 03:00:00\n", "Items:\n", " 0: Z coordinate (meter)\n", " 1: Temperature (degree Celsius)\n", " 2: Salinity (PSU)\n", "Maximum temperature in top layer: 17.5\n" ] } ], "source": [ "ds = dfs.read(elements=elem_ids)\n", "print(ds)\n", "max_t = ds['Temperature'].max()\n", "print(f'Maximum temperature in top layer: {max_t:.1f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find position of max temperature in first time step and plot" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(333934.085102392, 6158101.508170851)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timestep = 0\n", "max_elem = ds['Temperature'][timestep,:].argmax()\n", "top_element_coordinates = dfs.element_coordinates[dfs.top_elements]\n", "max_x = top_element_coordinates[max_elem][0]\n", "max_y = top_element_coordinates[max_elem][1]\n", "max_x, max_y" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = dfs.plot(z=ds['Temperature'][timestep,:], figsize=(6,7), label=\"Temperature\")\n", "ax.plot(max_x, max_y, marker='*', markersize=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Read 1D profile from 3D file\n", "Find water column which has highest temperature and plot profile for all 3 time steps using static(!) z information." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "elem_ids = dfs.find_nearest_profile_elements(max_x, max_y)\n", "z_profile = dfs.element_coordinates[elem_ids,2]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "ds_profile = dfs.read(items=['Temperature'], elements=elem_ids)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for timestep in range(len(ds_profile.time)):\n", " plt.plot(ds_profile[0][timestep, :], z_profile, label=f\"{ds.time[timestep]}\")\n", "plt.title(\"Temperature profiles with static z\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the profile using the dynamic z-values. We then need to read the z values in the nodes together with the temperature data for each time step. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "ds_dyn = dfs.read(items=['Z coordinate','Temperature'], elements=elem_ids)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Static z: [-7. -5. -3. -1.], \n", "Actual z: [-6.982 -4.945 -2.909 -0.872] (first time step)\n" ] } ], "source": [ "ec_dyn = dfs.calc_element_coordinates(elements=elem_ids, zn=ds_dyn['Z coordinate'][0,:])\n", "ze_dyn = ec_dyn[:,2]\n", "print(f\"Static z: {z_profile}, \\nActual z: {ze_dyn.round(3)} (first time step)\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for timestep in range(len(ds_dyn.time)):\n", " ec_dyn = dfs.calc_element_coordinates(elements=elem_ids, zn=ds_dyn['Z coordinate'][timestep,:])\n", " plt.plot(ds_dyn['Temperature'][timestep, :],ec_dyn[:,2], label=f\"{ds.time[timestep]}\")\n", "plt.title(\"Temperature profiles with dynamic z\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "5320" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bot_elem_id = dfs.find_nearest_elements(max_x, max_y, -7)\n", "bot_elem_id" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[17.61092186],\n", " [17.52342224],\n", " [17.46005821]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfs.read(items=['Temperature'], elements=[bot_elem_id]).data[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Select top elements of a smaller area" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "eid = dfs.top_elements\n", "xc = dfs.element_coordinates[eid,0]\n", "yc = dfs.element_coordinates[eid,1]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "118" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mask = (yc>6192000)*(yc<6198000)\n", "elem_ids = eid[mask]\n", "len(elem_ids)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (3, 118)\n", "Time: 1997-09-15 21:00:00 - 1997-09-16 03:00:00\n", "Items:\n", " 0: Z coordinate (meter)\n", " 1: Temperature (degree Celsius)\n", " 2: Salinity (PSU)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_sub = dfs.read(elements=elem_ids)\n", "ds_sub" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfs.plot(z=ds_sub.data[1][0,:], elements=elem_ids, figsize=(6,7), label='Temperature');" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\jem\\source\\mikeio\\mikeio\\dfsu.py:325: UserWarning: Warning: Only 1 layer in new geometry (hence 2d), but you have kept both top and bottom nodes! Hint: use node_layers='top' or 'bottom'\n", " warnings.warn(\n" ] } ], "source": [ "dfs.write(\"oresund_data_extracted.dfsu\", ds_sub, elements=elem_ids)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Select top 2 layers and write to new file\n", "get_layer_elements() can take a list of layers. Layers are counted positive from the bottom starting at 0 or alternatively counted negative from the top starting at -1. Here we take layers -1 and -2, i.e., the two top layers. \n", "\n", "Next data is read from source file and finally written to a new dfsu file (which is now sigma-only dfsu file)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "elem_ids = dfs.get_layer_elements([-2, -1])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "ds_top2 = dfs.read(elements=elem_ids)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "outfile = \"oresund_top2_layers.dfsu\"\n", "dfs.write(outfile, ds_top2, elements=elem_ids)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Read vertical slice" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DfsuVerticalProfileSigmaZ\n", "Number of elements: 441\n", "Number of nodes: 550\n", "Projection: UTM-33\n", "Number of sigma layers: 4\n", "Max number of z layers: 5\n", "Items:\n", " 0: Z coordinate (meter)\n", " 1: Temperature (degree Celsius)\n", " 2: Salinity (PSU)\n", "Time: 3 steps with dt=10800.0s\n", " 1997-09-15 21:00:00 -- 1997-09-16 03:00:00" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename = \"../tests/testdata/oresund_vertical_slice.dfsu\"\n", "dfs = Dfsu(filename)\n", "dfs" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0 5 10 15 20 24 28 32 36]\n", "[5 5 5 5 4 4 4 4 4]\n", "[ 4 9 14 19 23 27 31 35 39]\n" ] } ], "source": [ "print(dfs.bottom_elements[:9])\n", "print(dfs.n_layers_per_column[:9])\n", "print(dfs.top_elements[:9])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Clean up" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.remove(\"mesh_oresund_extracted.mesh\")\n", "os.remove(\"oresund_data_extracted.dfsu\")\n", "os.remove(\"oresund_top2_layers.dfsu\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" }, "kernelspec": { "display_name": "Python 3.8.10 64-bit ('base': conda)", "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }