{ "cells": [ { "cell_type": "markdown", "id": "e10b64c2", "metadata": {}, "source": [ "# MIMO for Event History" ] }, { "cell_type": "code", "execution_count": 1, "id": "a5714e1d-5706-4f80-b65c-f9d9faaee2e6", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import mdof\n", "import quakeio\n", "from mdof import modal, transform\n", "from mdof.utilities import Config, extract_channels, print_modes" ] }, { "attachments": {}, "cell_type": "markdown", "id": "af12ef54", "metadata": {}, "source": [ "## Data inputs" ] }, { "cell_type": "code", "execution_count": 2, "id": "57206505", "metadata": {}, "outputs": [], "source": [ "# PAINTER RIO DELL TRANSVERSE (CASE 1)\n", "station_id = 'CE89324'\n", "chan_config_direction = 'Transverse'" ] }, { "cell_type": "code", "execution_count": 3, "id": "66b05cd1", "metadata": {}, "outputs": [], "source": [ "directory = f\"uploads/{station_id}/\"\n", "pattern = \"????????*.[zZ][iI][pP]\"\n", "from pathlib import Path\n", "files = [file for file in Path(directory).glob(pattern)]" ] }, { "cell_type": "code", "execution_count": 4, "id": "3f886615-f4a7-4415-aa43-212e1ec5bcca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'inputs': [3, 17, 20], 'outputs': [7, 9, 4]}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from uploads.channel_conf import CHANNEL_CONF\n", "chan_conf = CHANNEL_CONF[station_id][chan_config_direction]\n", "chan_conf" ] }, { "attachments": {}, "cell_type": "markdown", "id": "755f4e2b", "metadata": {}, "source": [ "## Method Inputs" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8aad4938", "metadata": {}, "source": [ "### General Parameters\n", "parameter | value\n", "----------|-------\n", "`p ` | number of output channels\n", "`q ` | number of input channels\n", "`nt` | number of timesteps\n", "`dt` | timestep\n", "`decimation` | decimation (downsampling) factor\n", "`order` | model order (2 times number of DOF)\n", "\n", "### Observer Kalman Identification (OKID)\n", "parameter | value\n", "----------|-------\n", "`m` | number of Markov parameters to compute (at most = nt)\n", "\n", "### Eigensystem Realization Algorithm (ERA)\n", "parameter | value\n", "----------|-------\n", "`horizon` | number of observability parameters, or prediction horizon\n", "`nc` | number of controllability parameters\n", "\n", "### System Realization with Information Matrix (SRIM)\n", "parameter | value\n", "----------|-------\n", "`horizon` | number of steps used for identification, or prediction horizon" ] }, { "cell_type": "markdown", "id": "df09f41a", "metadata": {}, "source": [ "### Parameters for Mode Validation\n", "parameter | value\n", "----------|-------\n", "`outlook` | number of steps used for temporal consistency in EMAC" ] }, { "cell_type": "code", "execution_count": 5, "id": "fb6ea3c5", "metadata": {}, "outputs": [], "source": [ "# Set Parameters\n", "conf = Config()\n", "conf.m = 500\n", "conf.horizon = 190\n", "conf.nc = 190\n", "conf.order = 12\n", "conf.a = 0 \n", "conf.b = 0 \n", "conf.l = 10 \n", "conf.g = 3\n", "conf.period_band = (0.1,0.6)\n", "conf.damping = 0.06\n", "conf.pseudo = True\n", "conf.outlook = 190\n", "# conf.ss_decimation = 8" ] }, { "cell_type": "code", "execution_count": 6, "id": "16e7c4b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "uploads/CE89324/RioDell_14Sep2012_71842255_ce89324p.zip\n", "peak acceleration (cm/s/s): 0.07422310371023538\n", "event date/time: 2012-09-14T18:19:00\n", "okid-era\n", "Spectral quantities:\n", " T(s) ζ EMACO MPC EMACO*MPC\n", " 0.2884 -0.0222 1.0 0.2057 0.2057 \n", " 0.2535 -0.07056 1.0 0.9278 0.9278 \n", " 0.2169 0.02866 1.0 0.8527 0.8527 \n", " 0.1441 0.02229 1.0 0.7275 0.7275 \n", " 0.1211 -0.006544 1.0 0.9409 0.9409 \n", " 0.1042 -0.006533 1.0 0.4507 0.4507 \n", "Mean Period(s): 0.188027027684772\n", "Standard Dev(s): 0.06908592345454602\n", "srim\n", "Spectral quantities:\n", " T(s) ζ EMACO MPC EMACO*MPC\n", " 0.2778 0.0308 1.0 0.9286 0.9286 \n", " 0.2615 0.04845 1.0 0.365 0.365 \n", " 0.2265 0.01969 1.0 0.966 0.966 \n", " 0.2134 0.03212 1.0 0.9523 0.9523 \n", " 0.1966 0.008895 1.0 0.9523 0.9523 \n", " 0.17 0.03472 1.0 0.5898 0.5898 \n", "Mean Period(s): 0.22428764024351658\n", "Standard Dev(s): 0.03670161181150719\n", "uploads/CE89324/nc73821046_ce89324p.zip\n", "peak acceleration (cm/s/s): 0.14265523904696928\n", "event date/time: 2022-12-20T10:38:00\n", "okid-era\n", "Spectral quantities:\n", " T(s) ζ EMACO MPC EMACO*MPC\n", " 0.2816 -0.05093 1.0 0.9179 0.9179 \n", " 0.181 -0.05539 1.0 0.694 0.694 \n", " 0.02675 -0.00584 1.0 0.7033 0.7033 \n", " 0.02363 0.0003521 1.0 0.9577 0.9577 \n", " 0.02256 -0.00673 1.0 0.8654 0.8654 \n", " 0.0208 -0.008142 1.0 0.9159 0.9159 \n", "Mean Period(s): 0.09272418590637212\n", "Standard Dev(s): 0.10222028855682465\n", "srim\n", "Spectral quantities:\n", " T(s) ζ EMACO MPC EMACO*MPC\n", " 0.2839 -0.01308 1.0 0.9796 0.9796 \n", " 0.2498 0.0452 1.0 0.9634 0.9634 \n", " 0.2384 0.03007 1.0 0.9892 0.9892 \n", " 0.2126 0.0175 1.0 0.9258 0.9258 \n", " 0.1829 0.05683 1.0 0.9702 0.9702 \n", " 0.1696 -0.01089 1.0 0.5775 0.5775 \n", "Mean Period(s): 0.22285865543545277\n", "Standard Dev(s): 0.0392186967505266\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "event_modes = []\n", "from matplotlib import pyplot as plt\n", "\n", "methods = [\"okid-era\", \"srim\"]\n", "lstyles = [\"dashed\", \"dashdot\", \"dotted\"]\n", "colors = [\"purple\", \"orange\", \"black\"]\n", "realizations = {}\n", "summary_table = {}\n", "\n", "for i, file in enumerate(files[:2]):\n", " fig, ax = plt.subplots(figsize=(8,4))\n", " print(file)\n", " try:\n", " event = quakeio.read(file, exclusions=[\"*filter*\"])#, \"*date*\"])\n", " peak_accel = np.abs(event['peak_accel']*0.0010197162129779)\n", " event_date = event['event_date']\n", " print(\"peak acceleration (cm/s/s):\", peak_accel)\n", " print(\"event date/time:\", event_date)\n", " inputs, dt = extract_channels(event, chan_conf['inputs'])\n", " outpts, dt = extract_channels(event, chan_conf['outputs'])\n", " summary_table[event_date] = {\"peak acc\": np.round((peak_accel),3)}\n", " for method in methods:\n", " realizations[method] = mdof.system(method=method, inputs=inputs, outputs=outpts, threads=8, chunk=200, **conf)\n", " except Exception as e:\n", " print(e)\n", " print(\">>>>> Not read: \", file.name)\n", " continue\n", " for j,method in enumerate(methods):\n", " print(method)\n", " ss_modes = modal.system_modes(realizations[method],dt,**conf)\n", " ss_periods = [1/value[\"freq\"] for value in ss_modes.values() if value[\"energy_condensed_emaco\"]>0.5 and value[\"mpc\"]>0.5]\n", " ax.vlines(ss_periods, 0, 1, linestyles=lstyles[j], color=colors[j], linewidth=2, label=f\"{method.upper()}\")# if i==0 else None)\n", " summary_table[event_date][method] = np.round(np.max(ss_periods),3) if len(ss_periods)>0 else np.nan\n", " print_modes(ss_modes)\n", " periods, amplitudes = transform.fourier_transfer(inputs=inputs[0], outputs=outpts[0], step=dt, **conf)\n", " amplitudes = amplitudes/max(amplitudes)\n", " summary_table[event_date]['FSTF'] = np.round(modal.spectrum_modes(periods, amplitudes, prominence=0.1)[0][0],3)\n", " ax.plot(periods, amplitudes, label=\"FSTF\", color=\"blue\")\n", " periods, amplitudes = transform.response_transfer(inputs=inputs[0], outputs=outpts[0], step=dt, periods=periods, threads=8, **conf)\n", " amplitudes = amplitudes/max(amplitudes)\n", " summary_table[event_date]['RSTF'] = np.round(modal.spectrum_modes(periods, amplitudes, prominence=0.1)[0][0],3) if len(modal.spectrum_modes(periods, amplitudes)[0]) > 0 else np.nan\n", " ax.plot(periods, amplitudes, label=\"RSTF\", color=\"green\")\n", " ax.set_xlim(conf.period_band)\n", " ax.set_title(f\"Date/Time: {event_date}, Peak acceleration: {np.round(peak_accel,2)} g\")\n", " ax.set_xlabel(\"Period (s)\")\n", " ax.set_ylabel(\"Normalized Amplitude\")\n", " if i==1:\n", " ax.legend(loc='upper right', frameon=True, framealpha=0.5)" ] }, { "cell_type": "code", "execution_count": 7, "id": "f98aa396", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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peak accokid-erasrimFSTFRSTF
2012-09-14T18:19:000.0740.2530.2780.2330.228
2022-12-20T10:38:000.1430.2820.2840.4450.314
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" ], "text/plain": [ " peak acc okid-era srim FSTF RSTF\n", "2012-09-14T18:19:00 0.074 0.253 0.278 0.233 0.228\n", "2022-12-20T10:38:00 0.143 0.282 0.284 0.445 0.314" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "pd.DataFrame(summary_table).T" ] }, { "cell_type": "code", "execution_count": null, "id": "8a3522ec", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.5 ('cs189sp22')", "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": "3.12.5" }, "vscode": { "interpreter": { "hash": "b944da275fc40d5f9e33b056094a1f7a0fbd6b43847c12427d377e8ad9deab4f" } } }, "nbformat": 4, "nbformat_minor": 5 }