Examples/Example4.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c7027d59-ced7-40b6-83c9-014057444b73",
   "metadata": {},
   "source": [
    "# Example4 - Multisetup with Pre Global Estimation Re-scaling (PreGER) method"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48016108-c0fd-4cc3-ae15-f3e9b72cc81c",
   "metadata": {},
   "source": [
    "In this example, we'll be working with a simulated dataset generated from a finite element model of a fictitious three-story, L-shaped building. This model was created using OpenSeesPy, and the corresponding Python script can be found [here](https://github.com/dagghe/pyOMA-test-data/blob/main/test_data/3SL/model.py). \n",
    "\n",
    "As always, first we import the necessary modules. All the files needed to run this example are available [here](https://github.com/dagghe/pyOMA-test-data/tree/main/test_data/3SL)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a302263a-e67f-4420-8491-03ecfbed1677",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from pyoma2.algorithms import SSIdat_MS\n",
    "from pyoma2.setup import MultiSetup_PreGER\n",
    "from pyoma2.support.utils.sample_data import get_sample_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e16c688c-1833-45e8-96ac-5c07498ea323",
   "metadata": {},
   "source": [
    "For the **preGER** merging procedure, we adopt a strategy similar to that used for the single setup class. The first step involves instantiating the ```MultiSetup_PreGER``` class and passing the list of datasets, the lists of reference sensors, and their sampling frequency. Similarly to the single setup class, also for the ```MultiSetup_PreGER``` we have access to a wide set of tools to pre-process the data and get more information regarding its quality (e.g. ```decimate_data()```, ```filter_data()```, ```plot_ch_info()``` methods)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ba84512c-b8a7-47ec-a2a3-bab2e2aee6f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-01-22 20:27:41,885 - pyoma2.support.utils.sample_data - INFO - set1.npy already exists locally. (sample_data:49)\n",
      "2025-01-22 20:27:41,889 - pyoma2.support.utils.sample_data - INFO - set2.npy already exists locally. (sample_data:49)\n",
      "2025-01-22 20:27:41,891 - pyoma2.support.utils.sample_data - INFO - set3.npy already exists locally. (sample_data:49)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import data files\n",
    "set1 = np.load(get_sample_data(filename=\"set1.npy\", folder=\"3SL\"), allow_pickle=True)\n",
    "set2 = np.load(get_sample_data(filename=\"set2.npy\", folder=\"3SL\"), allow_pickle=True)\n",
    "set3 = np.load(get_sample_data(filename=\"set3.npy\", folder=\"3SL\"), allow_pickle=True)\n",
    "\n",
    "# list of datasets and reference indices\n",
    "data = [set1, set2, set3]\n",
    "ref_ind = [[0, 1, 2], [0, 1, 2], [0, 1, 2]]\n",
    "\n",
    "# Create multisetup\n",
    "msp = MultiSetup_PreGER(fs=100, ref_ind=ref_ind, datasets=data)\n",
    "\n",
    "# decimate data\n",
    "msp.decimate_data(q=2)\n",
    "\n",
    "# Plot TH, PSD and KDE of the (selected) channels of the (selected) datasets\n",
    "_, _ = msp.plot_ch_info(data_idx=[1], ch_idx=[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bec2907d-8df2-40be-8e93-6745d2454c55",
   "metadata": {},
   "source": [
    "Again if we want to be able to plot the mode shapes later, then we need to define the geometry of the structure. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7a6f9e34-2705-4940-9afa-985defb7618c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-01-22 20:27:42,259 - pyoma2.support.utils.sample_data - INFO - Geo1.xlsx already exists locally. (sample_data:49)\n",
      "2025-01-22 20:27:42,260 - pyoma2.support.utils.sample_data - INFO - Geo2.xlsx already exists locally. (sample_data:49)\n"
     ]
    }
   ],
   "source": [
    "# Geometry 1\n",
    "_geo1 = get_sample_data(filename=\"Geo1.xlsx\", folder=\"3SL\")\n",
    "# Geometry 2\n",
    "_geo2 = get_sample_data(filename=\"Geo2.xlsx\", folder=\"3SL\")\n",
    "\n",
    "# Define geometry1\n",
    "msp.def_geo1_by_file(_geo1)\n",
    "# Define geometry 2\n",
    "msp.def_geo2_by_file(_geo2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93e03054-658f-444e-af18-b9b1220be29c",
   "metadata": {},
   "source": [
    "Now we need to instantiate the multi-setup versions of the algorithms we wish to execute, such as SSIdat."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b51671c7-7df3-48a0-9cc7-54367d7b9d19",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-01-22 20:27:42,357 - pyoma2.setup.base - INFO - Running SSIdat... (base:123)\n",
      "2025-01-22 20:27:42,370 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: dat... (ssi:82)                                                  | 0/3 [00:00<?, ?it/s]\n",
      "2025-01-22 20:27:43,903 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: dat... (ssi:82)                                          | 1/3 [00:01<00:03,  1.53s/it]\n",
      "2025-01-22 20:27:45,385 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: dat... (ssi:82)                                          | 2/3 [00:03<00:01,  1.50s/it]\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:04<00:00,  1.45s/it]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 81/81 [00:00<00:00, 22295.49it/s]\n",
      "2025-01-22 20:27:46,727 - pyoma2.functions.ssi - INFO - Calculating modal parameters for increasing model order... (ssi:484)\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 81/81 [00:00<00:00, 332.70it/s]\n",
      "2025-01-22 20:27:47,213 - pyoma2.setup.base - INFO - all done (base:102)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialise the algorithms\n",
    "ssidat = SSIdat_MS(name=\"SSIdat\", br=80, ordmax=80)\n",
    "\n",
    "# Add algorithms to the class\n",
    "msp.add_algorithms(ssidat)\n",
    "msp.run_all()\n",
    "\n",
    "# Plot\n",
    "_, _ = ssidat.plot_stab(freqlim=(2,18))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3c814f4-0db0-409f-b38c-38a01f082390",
   "metadata": {},
   "source": [
    "After the algorithms have been executed we can exctract the desired poles and plot the mode shapes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "44a282d8-ac3f-42c8-99e0-75c06caeb772",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-01-22 20:28:09,424 - pyoma2.setup.base - INFO - Getting mpe modal parameters from SSIdat (base:149)\n",
      "2025-01-22 20:28:09,425 - pyoma2.functions.ssi - INFO - Extracting SSI modal parameters (ssi:887)\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 9/9 [00:00<00:00, 10020.90it/s]\n",
      "/Users/dagghe/miniforge3/envs/pyOMA2/lib/python3.10/site-packages/pyvista/jupyter/notebook.py:37: UserWarning: Failed to use notebook backend: \n",
      "\n",
      "cannot import name 'vtk' from 'trame.widgets' (/Users/dagghe/miniforge3/envs/pyOMA2/lib/python3.10/site-packages/trame/widgets/__init__.py)\n",
      "\n",
      "Falling back to a static output.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1024x768>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get modal parameters\n",
    "msp.mpe(\n",
    "    \"SSIdat\",\n",
    "    sel_freq=[2.63, 2.69, 3.43, 8.29, 8.42, 10.62, 14.00, 14.09, 17.57],\n",
    "    order_in=80)\n",
    "\n",
    "# plot mode shapes\n",
    "_, _ = msp.plot_mode_geo1(algo_res=ssidat.result, mode_nr=1, view=\"3D\", scaleF=2)\n",
    "_ = msp.plot_mode_geo2(algo_res=ssidat.result, mode_nr=6, scaleF=2, notebook=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d7e89b53-5b8c-4f2d-b5e8-c6ed0ccbaabf",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2.63125782,  2.69635965,  3.42653623,  8.28781744,  8.4216651 ,\n",
       "       10.59955433, 13.97708409, 14.03198368, 17.50428592])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssidat.result.Fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e198383b-1fd4-4f4b-ad3e-5dc15ef43fb4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}