{ "cells": [ { "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": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mikeio import Dfsu, Mesh" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "output_type": "execute_result", "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" ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "filename = \"../tests/testdata/oresund_sigma_z.dfsu\"\n", "dfs = Dfsu(filename)\n", "dfs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[ 0 5 9 13 17 21 25 29 33 37]\n[ 4 8 12 16 20 24 28 32 36 40]\n3700\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": [ { "output_type": "execute_result", "data": { "text/plain": [ "Unstructured Geometry\n", "Number of nodes: 2820\n", "Number of elements: 3700\n", "Number of layers: 6\n", "Projection: UTM-33" ] }, "metadata": {}, "execution_count": 4 } ], "source": [ "geom = dfs.elements_to_geometry(elem_ids, node_layers='bottom')\n", "geom" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "-33.0" ] }, "metadata": {}, "execution_count": 5 } ], "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": [ { "output_type": "stream", "name": "stdout", "text": [ "\nDimensions: (3, 3700)\nTime: 1997-09-15 21:00:00 - 1997-09-16 03:00:00\nItems:\n 0: Z coordinate (meter)\n 1: Temperature (degree Celsius)\n 2: Salinity (PSU)\nMaximum 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": [ { "output_type": "execute_result", "data": { "text/plain": [ "(333934.085102392, 6158101.508170851)" ] }, "metadata": {}, "execution_count": 9 } ], "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": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "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": [ "# Assess profile\n", "Find water column which has highest temperature and plot profile for all 3 time steps" ] }, { "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": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "for timestep in range(len(ds_profile.time)):\n", " plt.plot(ds_profile[0][timestep, :],z_profile)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "5320" ] }, "metadata": {}, "execution_count": 14 } ], "source": [ "bot_elem_id = dfs.find_nearest_element(max_x, max_y, -7)\n", "bot_elem_id" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[17.61092186],\n", " [17.52342224],\n", " [17.46005821]])" ] }, "metadata": {}, "execution_count": 15 } ], "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": 16, "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": 17, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "118" ] }, "metadata": {}, "execution_count": 17 } ], "source": [ "mask = (yc>6192000)*(yc<6198000)\n", "elem_ids = eid[mask]\n", "len(elem_ids)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "output_type": "execute_result", "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)" ] }, "metadata": {}, "execution_count": 18 } ], "source": [ "ds_sub = dfs.read(elements=elem_ids)\n", "ds_sub" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 19 }, { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "dfs.plot(z=ds_sub.data[1][0,:], elements=elem_ids, figsize=(6,7), label='Temperature')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [] }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "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'\nwill redo extraction in 2d!\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 1 or alternatively counted negative from the top starting at 0. Here we take layers 0 and -1 which means 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": 21, "metadata": {}, "outputs": [], "source": [ "elem_ids = dfs.get_layer_elements([-1, 0])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "ds_top2 = dfs.read(elements=elem_ids)" ] }, { "cell_type": "code", "execution_count": 23, "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": 24, "metadata": {}, "outputs": [ { "output_type": "execute_result", "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" ] }, "metadata": {}, "execution_count": 24 } ], "source": [ "filename = \"../tests/testdata/oresund_vertical_slice.dfsu\"\n", "dfs = Dfsu(filename)\n", "dfs" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [] }, "outputs": [ { "output_type": "stream", "name": "stdout", "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])" ] }, { "source": [ "# Clean up" ], "cell_type": "markdown", "metadata": {} }, { "cell_type": "code", "execution_count": 26, "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\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.7-final" } }, "nbformat": 4, "nbformat_minor": 4 }