{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# More Dfsu spectral files" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import mikeio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Output from directional-sector-MIKE 21 SW run\n", "\n", "MIKE 21 SW can be run with dicretized directions only in a directional sector. The reading and plotting of such spectra are also supported in MIKE IO." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DfsuSpectral2D\n", "number of elements: 40\n", "number of nodes: 33\n", "number of directions: 19\n", "number of frequencies: 25\n", "projection: LONG/LAT\n", "items:\n", " 0: Energy density (meter pow 2 sec per deg)\n", "time: 3 steps with dt=9000.0s\n", " 2017-10-27 00:00:00 -- 2017-10-27 05:00:00" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/MIKE21SW_dir_sector_area_spectra.dfsu\"\n", "dfs = mikeio.open(fn)\n", "dfs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfs.is_spectral" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Energy density\n", "dims: (element:40, direction:19, frequency:25)\n", "time: 2017-10-27 00:00:00 (time-invariant)\n", "geometry: DfsuSpectral2D (40 elements, 33 nodes)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da = dfs.read(time=0)[\"Energy density\"]\n", "da" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.plot();" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Energy density\n", "dims: (direction:19, frequency:25)\n", "time: 2017-10-27 00:00:00 (time-invariant)\n", "geometry: Point Spectrum Geometry(frequency:25, direction:19, x:2.58616, y:52.13755)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da_pt = da.isel(element=0)\n", "da_pt" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da_pt.plot(rmax=10, vmin=0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Frequency spectra\n", "\n", "Frequency spectra have 0 directions. They can be of type point, line and area." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Point frequency spectrum" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "fn = \"../tests/testdata/pt_freq_spectra.dfsu\"" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Point 1: Directional integrated energy d\n", "dims: (time:31, frequency:25)\n", "time: 2017-10-27 00:00:00 - 2017-10-27 05:00:00 (31 records)\n", "geometry: Point Spectrum Geometry(frequency:25, direction:0)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da = mikeio.read(fn)[0]\n", "da" ] }, { "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": [ "da.sel(time=\"2017-10-27 02:00\").plot();" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.055 , 0.0605 , 0.06655 , 0.073205 , 0.0805255 ,\n", " 0.08857805, 0.09743585, 0.10717944, 0.11789738, 0.12968713,\n", " 0.14265583, 0.15692142, 0.17261356, 0.18987492, 0.20886241,\n", " 0.22974865, 0.25272352, 0.27799585, 0.30579546, 0.336375 ,\n", " 0.3700125 , 0.40701374, 0.44771513, 0.49248663, 0.5417353 ],\n", " dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.frequencies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute significant wave height time series" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Significant wave height\n", "dims: (time:31)\n", "time: 2017-10-27 00:00:00 - 2017-10-27 05:00:00 (31 records)\n", "geometry: GeometryPoint2D(x=None, y=None)\n", "values: [1.61, 1.641, ..., 1.856]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Hm0 = da.to_Hm0()\n", "Hm0" ] }, { "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": [ "Hm0.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Area frequency spectra" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Directional integrated energy density\n", "dims: (time:3, element:40, frequency:25)\n", "time: 2017-10-27 00:00:00 - 2017-10-27 05:00:00 (3 records)\n", "geometry: DfsuSpectral2D (40 elements, 33 nodes)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/area_freq_spectra.dfsu\"\n", "da = mikeio.read(fn)[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(25, 0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.n_frequencies, da.n_directions" ] }, { "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": [ "da.plot();" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da.sel(x=2.7, y=52.4).plot();" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "elem = 0\n", "plt.plot(da.frequencies, da[:,elem].to_numpy().T)\n", "plt.legend(da.time)\n", "plt.xlabel(\"frequency [Hz]\")\n", "plt.ylabel(\"directionally integrated energy [m*m*s]\")\n", "plt.title(f\"Area dfsu file, frequency spectrum in element {elem}\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Directional spectra\n", "\n", "Directional spectra have 0 frequencies. They can be of type point, line and area." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line directional spectra" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Frequency integrated energy density\n", "dims: (time:4, node:10, direction:16)\n", "time: 2017-10-27 00:00:00 - 2017-10-27 05:00:00 (4 records)\n", "geometry: DfsuSpectral1D (9 elements, 10 nodes)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn = \"../tests/testdata/line_dir_spectra.dfsu\"\n", "da = mikeio.read(fn)[0]\n", "da" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 16)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da.n_frequencies, da.n_directions" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "name: Frequency integrated energy density\n", "dims: (direction:16)\n", "time: 2017-10-27 00:00:00 (time-invariant)\n", "geometry: Point Spectrum Geometry(frequency:0, direction:16, x:4.21642, y:52.90296)\n", "values: [0.04428, 0.01052, ..., 0.08194]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "da5 = da.isel(time=0).isel(node=5)\n", "da5" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "da5.plot();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" }, "kernelspec": { "display_name": "Python 3.8.10 64-bit ('base': conda)", "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": "3.8.10" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }