{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Coupled Eletric Device\n", "\n", "Note: The example shown in this notebook is taken from the companion book [Nonlinear System Identification and Forecasting: Theory and Practice with SysIdentPy](https://sysidentpy.org/book/0-Preface/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CE8 coupled electric drives [dataset - Nonlinear Benchmark](https://www.nonlinearbenchmark.org/benchmarks) presents a compelling use case for demonstrating the performance of SysIdentPy. This system involves two electric motors driving a pulley with a flexible belt, creating a dynamic environment ideal for testing system identification tools.\n", "\n", "> The [nonlinear benchmark website](https://www.nonlinearbenchmark.org/benchmarks) stands as a significant contribution to the system identification and machine learning community. The users are encouraged to explore all the papers referenced on the site.\n", "\n", "### System Overview\n", "\n", "The CE8 system, illustrated in Figure 1, features:\n", "- **Two Electric Motors**: These motors independently control the tension and speed of the belt, providing symmetrical control around zero. This enables both clockwise and counterclockwise movements.\n", "- **Pulley Mechanism**: The pulley is supported by a spring, introducing a lightly damped dynamic mode that adds complexity to the system.\n", "- **Speed Control Focus**: The primary focus is on the speed control system. The pulley’s angular speed is measured using a pulse counter, which is insensitive to the direction of the velocity.\n", "\n", "![](https://github.com/wilsonrljr/sysidentpy-data/blob/4085901293ba5ed5674bb2911ef4d1fa20f3438d/book/assets/ce8_design.png?raw=true)\n", "> Figure 1. CE8 system design.\n", "\n", "### Sensor and Filtering\n", "\n", "The measurement process involves:\n", "- **Pulse Counter**: This sensor measures the angular speed of the pulley without regard to the direction.\n", "- **Analogue Low Pass Filtering**: This reduces high-frequency noise, followed by anti-aliasing filtering to prepare the signal for digital processing. The dynamic effects are mainly influenced by the electric drive time constants and the spring, with the low pass filtering having a minimal impact on the output.\n", "\n", "### SOTA Results\n", "\n", "SysIdentPy can be used to build robust models for identifying and modeling the complex dynamics of the CE8 system. The performance will be compared against a benchmark provided by [Max D. Champneys, Gerben I. Beintema, Roland Tóth, Maarten Schoukens, and Timothy J. Rogers - Baselines for Nonlinear Benchmarks, Workshop on Nonlinear System Identification Benchmarks, 2024.](https://arxiv.org/pdf/2405.10779)\n", "\n", "![](https://github.com/wilsonrljr/sysidentpy-data/blob/4085901293ba5ed5674bb2911ef4d1fa20f3438d/book/assets/ce8_sota.png?raw=true)\n", "\n", "The benchmark evaluate the average metric between the two experiments. That's why the SOTA method do not have the better metric for `test 1`, but it is still the best overall. The goal of this case study is not only to showcase the robustness of SysIdentPy but also provides valuable insights into its practical applications in real-world dynamic systems.\n", "\n", "### Required Packages and Versions\n", "\n", "To ensure that you can replicate this case study, it is essential to use specific versions of the required packages. Below is a list of the packages along with their respective versions needed for running the case studies effectively.\n", "\n", "To install all the required packages, you can create a `requirements.txt` file with the following content:\n", "\n", "```\n", "sysidentpy==0.4.0\n", "pandas==2.2.2\n", "numpy==1.26.0\n", "matplotlib==3.8.4\n", "nonlinear_benchmarks==0.1.2\n", "```\n", "\n", "Then, install the packages using:\n", "```\n", "pip install -r requirements.txt\n", "```\n", "\n", "- Ensure that you use a virtual environment to avoid conflicts between package versions.\n", "- Versions specified are based on compatibility with the code examples provided. If you are using different versions, some adjustments in the code might be necessary.\n", "\n", "### SysIdentPy configuration\n", "\n", "In this section, we will demonstrate the application of SysIdentPy to the CE8 coupled electric drives dataset. This example showcases the robust performance of SysIdentPy in modeling and identifying complex dynamic systems. The following code will guide you through the process of loading the dataset, configuring the SysIdentPy parameters, and building a model for CE8 system.\n", "\n", "This practical example will help users understand how to effectively utilize SysIdentPy for their own system identification tasks, leveraging its advanced features to handle the complexities of real-world dynamic systems. Let's dive into the code and explore the capabilities of SysIdentPy." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from sysidentpy.model_structure_selection import FROLS\n", "from sysidentpy.basis_function import Polynomial, Fourier\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.parameter_estimation import LeastSquares\n", "from sysidentpy.metrics import root_mean_squared_error\n", "from sysidentpy.utils.plotting import plot_results\n", "\n", "import nonlinear_benchmarks\n", "\n", "train_val, test = nonlinear_benchmarks.CED(atleast_2d=True)\n", "data_train_1, data_train_2 = train_val\n", "data_test_1, data_test_2 = test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We used the `nonlinear_benchmarks` package to load the data. The user is referred to the package documentation [GerbenBeintema - nonlinear_benchmarks: The official dataload for nonlinear benchmark datasets](https://github.com/GerbenBeintema/nonlinear_benchmarks/tree/master) to check the details of how to use it.\n", "\n", "The following plot detail the training and testing data of both experiments. Here we are trying to get two models, one for each experiment, that have a better performance than the mentioned baselines." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data_train_1.u)\n", "plt.plot(data_train_1.y)\n", "plt.title(\"Experiment 1: training data\")\n", "plt.show()\n", "\n", "plt.plot(data_test_1.u)\n", "plt.plot(data_test_1.y)\n", "plt.title(\"Experiment 1: testing data\")\n", "plt.show()\n", "\n", "plt.plot(data_train_2.u)\n", "plt.plot(data_train_2.y)\n", "plt.title(\"Experiment 2: training data\")\n", "plt.show()\n", "\n", "plt.plot(data_test_2.u)\n", "plt.plot(data_test_2.y)\n", "plt.title(\"Experiment 2: testing data\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results\n", "\n", "First, we will set the exactly same configuration to built models for both experiments. We can have better models by optimizing the configurations individually, but we will start simple.\n", "\n", "A basic configuration of FROLS using a polynomial basis function with degree equal 2 is defined. The information criteria will be the default one, the `aic`. The `xlag` and `ylag` are set to $7$ in this first example.\n", "\n", "Model for experiment 1:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\parameter_estimation\\estimators.py:75: UserWarning: Psi matrix might have linearly dependent rows.Be careful and check your data\n", " self._check_linear_dependence_rows(psi)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_train = data_train_1.y\n", "y_test = data_test_1.y\n", "x_train = data_train_1.u\n", "x_test = data_test_1.u\n", "\n", "n = data_test_1.state_initialization_window_length\n", "\n", "basis_function = Polynomial(degree=2)\n", "model = FROLS(\n", " xlag=7,\n", " ylag=7,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " info_criteria=\"aic\",\n", " n_info_values=120,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "y_test = np.concatenate([y_train[-model.max_lag :], y_test])\n", "x_test = np.concatenate([x_train[-model.max_lag :], x_test])\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag, :])\n", "rmse = root_mean_squared_error(y_test[model.max_lag + n :], yhat[model.max_lag + n :])\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=f\"Free Run simulation. Model 1 -> RMSE: {round(rmse, 4)}\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Model for experiment 2:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\wilso\\miniconda3\\envs\\sysidentpyv04\\Lib\\site-packages\\sysidentpy\\parameter_estimation\\estimators.py:75: UserWarning: Psi matrix might have linearly dependent rows.Be careful and check your data\n", " self._check_linear_dependence_rows(psi)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_train = data_train_2.y\n", "y_test = data_test_2.y\n", "x_train = data_train_2.u\n", "x_test = data_test_2.u\n", "\n", "n = data_test_2.state_initialization_window_length\n", "\n", "basis_function = Polynomial(degree=2)\n", "model = FROLS(\n", " xlag=7,\n", " ylag=7,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " info_criteria=\"aic\",\n", " n_info_values=120,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "y_test = np.concatenate([y_train[-model.max_lag :], y_test])\n", "x_test = np.concatenate([x_train[-model.max_lag :], x_test])\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag, :])\n", "rmse = root_mean_squared_error(y_test[model.max_lag + n :], yhat[model.max_lag + n :])\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=f\"Free Run simulation. Model 2 -> RMSE: {round(rmse, 4)}\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first configuration for experiment 1 is already better than the **LTI ARX**, **LTI SS**, **GRU**, **LSTM**, **MLP NARX**, **MLP FIR**, **OLSTM**, and the **SOTA** models shown in the benchmark table. Better than 8 out 11 models shown in the benchmark. For experiment 2, its better than **LTI ARX**, **LTI SS**, **GRU**, **RNN**, **LSTM**, **OLSTM**, and **pNARX** (7 out 11). It's a good start, but let's check if the performance improves if we set a higher lag for both `xlag` and `ylag`.\n", "\n", "The average metric is $(0.1131 + 0.1059)/2 = 0.1095$, which is very good, but worse than the SOTA ($0.0945$). We will now increase the lags for `x` and `y` to check if we get a better model. Before increasing the lags, the information criteria is shown:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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o+lS8lQsREZFk3D6Fl5GRgfLycuzevRs6nQ5btmzBunXr0LlzZ3z++efeqJEa4VjGgKfwiIiIfM/tDtS2bdvw2WefoW/fvpDL5YiPj8eQIUMQHByMhQsXYtiwYd6ok36F60ARERFJx+0OVFVVFdq0aQMACA0NxYULFwAAPXr0wP79+z1bHV3TlXvhMUARERH5mtsBqkuXLjh27BgAoFevXnjzzTdRVFSEVatWISYmxuMFUuPYgSIiIpKO26fwpk+fjnPnzgEAsrKyMHToULz33ntQq9VYu3atp+uja7hyLzxB4kqIiIhaH7cD1KOPPir+nJycjJ9++gn5+flo3749IiIiPFocXRs7UERERNK54XWgHAICAtCnTx9P1EJuuHIvPC4bQURE5GsuBagZM2bgL3/5C/R6PWbMmNHk2FdffdUjhVHTxGUM6nkKj4iIyNdcClAHDhxAXV0dAGD//v2QyWSNjrvWdvI8Ne+FR0REJBmXAtT27dvFn3fs2OGtWsgNKoU9rDJAERER+Z5byxjU1dVBqVTi8OHD3qqHXKRWKgBwEjkREZEU3ApQKpUK7du35/3umgFehUdERCQdtxfSnDt3LubMmYOysjJv1EMucpzC40rkREREvuf2Mgavv/46Tp48idjYWMTHx0Ov1zvt5+1cfEPDDhQREZFk3A5Qo0aN8kIZ5C4V74VHREQkGbcDVFZWljfqIDc55kCZ2YEiIiLyObfnQAFAeXk53n77bcyePVucC7V//34UFRV5tDi6NhXXgSIiIpKM2x2oQ4cOIS0tDQaDAWfPnsXkyZMRFhaGTz75BAUFBfjnP//pjTrpV8SVyBmgiIiIfM7tDtSMGTMwfvx4nDhxAlqtVtz+u9/9Dt98841Hi6NrE1ci5yk8IiIin3M7QO3ZswdPPPHEVdvbtm2LkpISjxRF13elA8V74REREfma2wFKo9HAZDJdtf348eOIjIz0SFF0fexAERERScftADVixAi8+OKL4s2FZTIZCgoKMHPmTDzwwAMeL5Aap+I6UERERJJxO0AtXboUlZWVaNOmDWpqanDnnXeiU6dOCAoKwoIFC7xRI86ePYtJkyYhMTEROp0OHTt2RFZWFiwWi9O4Q4cOYdCgQdBqtYiLi8OiRYuueq0NGzaga9eu0Gq16NGjB7788kun/YIgYN68eYiJiYFOp0NaWhpOnDjhlc/1W6h/cRWeIPA0HhERkS+5fRWewWBAdnY2/ve//+HgwYOorKxEnz59kJaW5o36AAD5+fmw2Wx488030alTJxw+fBiTJ09GVVUVlixZAgAwmUy45557kJaWhlWrVuGHH37AxIkTERISgilTpgAAdu3ahbFjx2LhwoW49957sX79eowaNQr79+9H9+7dAQCLFi3C8uXLsW7dOiQmJuKFF15Aeno6fvzxR6dJ81JzzIEC7POg1EqZhNUQERG1MoKb1q1bJ9TW1l613Ww2C+vWrXP35W7YokWLhMTERPH3v//970JoaKhgNpvFbTNnzhS6dOki/v773/9eGDZsmNPr9OvXT3jiiScEQRAEm80mREdHC4sXLxb3l5eXCxqNRnj//fevWUttba1gNBrFR2FhoQBAMBqNv/lzXku1uV6In7lZiJ+5WaisrfPa+xAREbUWRqPR5e9vt0/hTZgwAUaj8artFRUVmDBhggcinWuMRiPCwsLE33Nzc3HHHXdArVaL29LT03Hs2DFcvnxZHPPrTll6ejpyc3MBAGfOnEFJSYnTGIPBgH79+oljGrNw4UIYDAbxERcX55HP2JRfdqA4D4qIiMi33A5QgiBAJrv6dNHPP/8Mg8HgkaKu5+TJk1ixYoXTcgolJSWIiopyGuf43bG8wrXG/HL/L5/X2JjGzJ49G0ajUXwUFhbe4CdznUIug7zhHwMX0yQiIvItl+dAJSUlQSaTQSaTYfDgwVAqrzzVarXizJkzGDp0qFtvPmvWLLzyyitNjjl69Ci6du0q/l5UVIShQ4di9OjRmDx5slvv5y0ajQYajcbn76tWylFbZ+P98IiIiHzM5QA1atQoAEBeXh7S09MRGBgo7lOr1UhISHB7GYPMzEyMHz++yTEdOnQQfy4uLkZqaioGDBiA1atXO42Ljo5GaWmp0zbH79HR0U2O+eV+x7aYmBinMb1793b9g/mIWmEPULwfHhERkW+5HKCysrIAAAkJCXjooYc8ckVaZGSky4tvFhUVITU1FcnJyVizZg3kcuezjykpKZg7dy7q6uqgUqkAANnZ2ejSpQtCQ0PFMTk5OcjIyBCfl52djZSUFABAYmIioqOjkZOTIwYmk8mE3bt346mnnvqNn9bzeD88IiIiabg9B2rcuHE+v5y/qKgId911F9q3b48lS5bgwoULKCkpcZqX9PDDD0OtVmPSpEk4cuQIPvzwQ7z22muYMWOGOGb69OnYsmULli5divz8fMyfPx979+7F008/DcC+KGhGRgZeeuklfP755/jhhx/w2GOPITY2VuzANSdcjZyIiEgaLnWgwsLCcPz4cURERCA0NLTRSeQOZWVlHivOITs7GydPnsTJkyfRrl07p31CwyKSBoMBX3/9NaZOnYrk5GRERERg3rx54hpQADBgwACsX78ezz//PObMmYPOnTtj48aN4hpQAPDcc8+hqqoKU6ZMQXl5OW6//XZs2bKlWa0B5aBiB4qIiEgSMkG4/jLW69atw5gxY6DRaLBu3bomx44bN85jxfkrk8kEg8EAo9GI4OBgr73PkFd34sT5Sqyf3A8DOkZ47X2IiIhaA3e+v13qQDlCUX19PWQyGdLT06+61J98T8374REREUnCrTlQSqUSTz75JGpra71VD7lBpXCcwuO98IiIiHzJ7Unkt912Gw4cOOCNWshN7EARERFJw+2bCf/xj39EZmYmfv75ZyQnJ0Ov1zvt79mzp8eKo6apFZxETkREJAW3A9SYMWMAANOmTRO3yWQy8RYvVqvVc9VRk9iBIiIikobbAerMmTPeqINugEphX07CzA4UERGRT7kdoOLj471RB90AtVIBAKhjB4qIiMinXJ5Evm/fPqSmpsJkMl21z2g0IjU1FQcPHvRocdQ0cSVydqCIiIh8yuUAtXTpUtx9992NLixlMBgwZMgQLF682KPFUdPUSvspPHagiIiIfMvlALV7926MHDnymvuHDx+OXbt2eaQocg07UERERNJwOUAVFRUhKCjomvsDAwNx7tw5jxRFrtGq7HOgaut45SMREZEvuRygIiMjcezYsWvuz8/PR0QE78fmSwFq+zUAVRYGKCIiIl9yOUClpaVhwYIFje4TBAELFixAWlqaxwqj69Nr7B2oanO9xJUQERG1Li4vY/D8888jOTkZ/fr1Q2ZmJrp06QLA3nlaunQpjh8/jrVr13qrTmoEO1BERETScDlAdezYEVu3bsX48eMxZswYyGT2K8AEQcDNN9+M7OxsdOrUyWuF0tXEDpSFHSgiIiJfcmshzb59++Lw4cPIy8vDiRMnIAgCbrrpJvTu3dtL5VFTxA6UmR0oIiIiX3J7JXIA6N27N0NTM6BXswNFREQkBZcnkVPzE6BhB4qIiEgKDFB+jB0oIiIiaTBA+TGxA8Wr8IiIiHyKAcqPOTpQlnob6ng7FyIiIp+5oUnk5eXl+P7773H+/HnYbM5f3I899phHCqPrc1yFBwDVZisMAczDREREvuB2gNq0aRMeeeQRVFZWIjg4WFwPCgBkMhkDlA+plXKoFXJYrDZUWephCFBJXRIREVGr4HbLIjMzExMnTkRlZSXKy8tx+fJl8VFWVuaNGqkJAVxMk4iIyOfcDlBFRUWYNm0aAgICvFEPuUnPxTSJiIh8zu0AlZ6ejr1793qjFroBAQ0TyavYgSIiIvIZt+dADRs2DP/3f/+HH3/8ET169IBK5TzvZsSIER4rjq7PsZRBNTtQREREPuN2gJo8eTIA4MUXX7xqn0wmg9XKL3Jf0rMDRURE5HNuB6hfL1tA0nIsZVDNxTSJiIh8hgsH+Tl9w1V4VWZ2oIiIiHzlhgLUzp07MXz4cHTq1AmdOnXCiBEj8N///tfTtZEL2IEiIiLyPbcD1Lvvvou0tDQEBARg2rRpmDZtGnQ6HQYPHoz169d7o0ZqAudAERER+Z7bc6AWLFiARYsW4dlnnxW3TZs2Da+++ir+8pe/4OGHH/ZogdQ0Pa/CIyIi8jm3O1CnT5/G8OHDr9o+YsQInDlzxiNFkes4B4qIiMj33A5QcXFxyMnJuWr71q1bERcX55GiyHWOOVA8hUdEROQ7bp/Cy8zMxLRp05CXl4cBAwYAAP73v/9h7dq1eO211zxeIDVNL94Lj6fwiIiIfMXtAPXUU08hOjoaS5cuxUcffQQA6NatGz788EOMHDnS4wVS08QOFE/hERER+YzbAQoA7rvvPtx3332eroVugJ7LGBAREfkcF9L0cwEaLmNARETkay51oMLCwnD8+HFEREQgNDQUMpnsmmPLyso8Vhxdn9iB4jIGREREPuNSgFq2bBmCgoLEn5sKUORbAVxIk4iIyOdcClDjxo0Tfx4/fry3aqEb4FhIs7bOBqtNgELOcEtERORtbs+BUigUOH/+/FXbL126BIVC4ZGiyHWODhQAVLMLRURE5BNuByhBEBrdbjaboVarf3NB5B6NUg5lQ9eJV+IRERH5hssBavny5Vi+fDlkMhnefvtt8ffly5dj2bJlmDp1Krp27eqVIs+ePYtJkyYhMTEROp0OHTt2RFZWFiwWizhmx44dGDlyJGJiYqDX69G7d2+89957V73Whg0b0LVrV2i1WvTo0QNffvml035BEDBv3jzExMRAp9MhLS0NJ06c8Mrn8gSZTCZ2oSq5FhQREZFPuLwO1LJlywDYA8aqVaucTtep1WokJCRg1apVnq8QQH5+Pmw2G95880106tQJhw8fxuTJk1FVVYUlS5YAAHbt2oWePXti5syZiIqKwubNm/HYY4/BYDDg3nvvFceMHTsWCxcuxL333ov169dj1KhR2L9/P7p37w4AWLRoEZYvX45169YhMTERL7zwAtLT0/Hjjz9Cq9V65fP9VnqNEqbael6JR0RE5CMy4Vrn5K4hNTUVn3zyCUJDQ71Vk0sWL16MlStX4vTp09ccM2zYMERFReGdd94BADz00EOoqqrC5s2bxTH9+/dH7969sWrVKgiCgNjYWGRmZuJPf/oTAMBoNCIqKgpr167FmDFjGn0fs9kMs9ks/m4ymRAXFwej0Yjg4GBPfNwmDV66A6cuVOGDKf3Rv0O419+PiIioJTKZTDAYDC59f7s9B2r79u2ShyfAHmzCwsLcGpObm4u0tDSnMenp6cjNzQUAnDlzBiUlJU5jDAYD+vXrJ45pzMKFC2EwGMSHr2+q7LgSj5PIiYiIfOOGbuXy888/4/PPP0dBQYHTPCQAePXVVz1SWFNOnjyJFStWiKfvGvPRRx9hz549ePPNN8VtJSUliIqKchoXFRWFkpIScb9j27XGNGb27NmYMWOG+LujA+Ur4lpQPIVHRETkE24HqJycHIwYMQIdOnRAfn4+unfvjrNnz0IQBPTp08et15o1axZeeeWVJsccPXrUaXJ6UVERhg4ditGjR2Py5MmNPmf79u2YMGEC3nrrLdxyyy1u1XQjNBoNNBqN19/nWq7cD48dKCIiIl9wO0DNnj0bf/rTn/DnP/8ZQUFB+Pe//402bdrgkUcewdChQ916rczMzOsuzNmhQwfx5+LiYqSmpmLAgAFYvXp1o+N37tyJ4cOHY9myZXjsscec9kVHR6O0tNRpW2lpKaKjo8X9jm0xMTFOY3r37u3qx/K5gIZTeOxAERER+YbbAero0aN4//337U9WKlFTU4PAwEC8+OKLGDlyJJ566imXXysyMhKRkZEujS0qKkJqaiqSk5OxZs0ayOVXT9/asWMH7r33XrzyyiuYMmXKVftTUlKQk5ODjIwMcVt2djZSUlIAAImJiYiOjkZOTo4YmEwmE3bv3u3W5/I1fcMpPHagiIiIfMPtAKXX68V5TzExMTh16pR4muzixYuera5BUVER7rrrLsTHx2PJkiW4cOGCuM/RNdq+fTvuvfdeTJ8+HQ888IA4Z0mtVosTyadPn44777wTS5cuxbBhw/DBBx9g7969YjdLJpMhIyMDL730Ejp37iwuYxAbG4tRo0Z55bN5QkDDKbwqLqRJRETkE24HqP79++Pbb79Ft27d8Lvf/Q6ZmZn44Ycf8Mknn6B///7eqBHZ2dk4efIkTp48iXbt2jntc6zCsG7dOlRXV2PhwoVYuHChuP/OO+/Ejh07AAADBgzA+vXr8fzzz2POnDno3LkzNm7cKK4BBQDPPfccqqqqMGXKFJSXl+P222/Hli1bmu0aUACg1zR0oLiQJhERkU+4vQ7U6dOnUVlZiZ49e6KqqgqZmZnYtWsXOnfujFdffRXx8fHeqtVvuLOOhCes2nkKL3+VjweT22HJ6F5efz8iIqKWyJ3vb7c7UL+c1K3X6722+ji5Ti8uY8AOFBERkS/c0DpQDpWVlbDZbE7bfNFxIWecA0VERORbbq9EfubMGQwbNgx6vR4GgwGhoaEIDQ1FSEhIs1ihvDXiHCgiIiLfcrsD9eijj0IQBLzzzjuIioqCTCbzRl3kBnagiIiIfMvtAHXw4EHs27cPXbp08UY9dAPEDhTXgSIiIvIJt0/h3XrrrSgsLPRGLXSDxA4UVyInIiLyCbc7UG+//TaefPJJFBUVoXv37lCpVE77e/bs6bHiyDW8Fx4REZFvuR2gLly4gFOnTmHChAniNplMBkEQIJPJYLWyC+JrAeIpPCtsNgFyOeelEREReZPbAWrixIlISkrC+++/z0nkzYSjAwUANXVW6DW/aXUKIiIiug63v2l/+uknfP755+jUqZM36qEboFXJIZcBNgGostQzQBEREXmZ25PI7777bhw8eNAbtdANkslkV+ZBcSI5ERGR17ndqhg+fDieffZZ/PDDD+jRo8dVk8hHjBjhseLIdQEaBSrM9ajkYppERERe53aAevLJJwEAL7744lX7OIlcOvYOlBnVXEyTiIjI69wOUL++9x01D44r8aq4lAEREZHXuTUHqq6uDkqlEocPH/ZWPXSDAjgHioiIyGfcClAqlQrt27fnabpmSK9mB4qIiMhX3L4Kb+7cuZgzZw7Kysq8UQ/doACNowPFAEVERORtbs+Bev3113Hy5EnExsYiPj4eer3eaf/+/fs9Vhy57koHit1BIiIib3M7QI0aNcoLZdBvFcD74REREfmM2wEqKyvLG3XQb6R3XIXHSeRERERed8P3/Ni3bx+OHj0KALjllluQlJTksaLIfexAERER+Y7bAer8+fMYM2YMduzYgZCQEABAeXk5UlNT8cEHHyAyMtLTNZILAhsmkXMOFBERkfe5fRXeM888g4qKChw5cgRlZWUoKyvD4cOHYTKZMG3aNG/USC4IaJhEzqvwiIiIvM/tDtSWLVuwdetWdOvWTdx2880344033sA999zj0eLIdXpHB4pzoIiIiLzO7Q6UzWa76gbCgH2RTd7mRToBXEiTiIjIZ9wOUHfffTemT5+O4uJicVtRURGeffZZDB482KPFkescHSjeTJiIiMj73A5Qr7/+OkwmExISEtCxY0d07NgRiYmJMJlMWLFihTdqJBeIHSjOgSIiIvI6t+dAxcXFYf/+/di6dSvy8/MBAN26dUNaWprHiyPX6dXsQBEREfmKSwEqLCwMx48fR0REBCZOnIjXXnsNQ4YMwZAhQ7xdH7koQHNlDpQgCJDJZBJXRERE1HK5dArPYrHAZDIBANatW4fa2lqvFkXuc3SgBAGoreNkfiIiIm9yqQOVkpKCUaNGITk5GYIgYNq0adDpdI2OfeeddzxaILlGp1KIP1dZ6qFTK5oYTURERL+FSwHq3XffxbJly3Dq1CnIZDIYjUZ2oZoZuVwGvVqBKosV1WYrECh1RURERC2XSwEqKioKL7/8MgAgMTER//rXvxAeHu7Vwsh9ARolqixWrgVFRETkZW5fhXfmzBlv1EEeoFcrcAG8oTAREZG3uR2gACAnJwc5OTk4f/78VauPcw6UdAIaJpJX8nYuREREXuV2gPrzn/+MF198EX379kVMTAwvl29GAhtWI6+orZO4EiIiopbN7QC1atUqrF27Fn/4wx+8UQ/9BmF6NQCgrMoicSVEREQtm9u3crFYLBgwYIA3aqHfKCLIHqAuVjJAEREReZPbAerxxx/H+vXrvVEL/Ubheg0A4FKlWeJKiIiIWja3T+HV1tZi9erV2Lp1K3r27AmVSuW0/9VXX/VYceSeiEB7B+oSO1BERERe5XaAOnToEHr37g0AOHz4sNM+TiiXVnhgQweqih0oIiIib3I7QG3fvt0bdZAHhOs5B4qIiMgX3J4DRc1XRJC9A3WRc6CIiIi8yuUO1P333+/SuE8++eSGi7mWs2fP4i9/+Qu2bduGkpISxMbG4tFHH8XcuXOhVquvGn/y5EkkJSVBoVCgvLzcad+GDRvwwgsv4OzZs+jcuTNeeeUV/O53vxP3C4KArKwsvPXWWygvL8fAgQOxcuVKdO7c2eOfy9MiGiaRV9TWw1xvhUbJGwoTERF5g8sdKIPB4NLDG/Lz82Gz2fDmm2/iyJEjWLZsGVatWoU5c+ZcNbaurg5jx47FoEGDrtq3a9cujB07FpMmTcKBAwcwatQojBo1ymku16JFi7B8+XKsWrUKu3fvhl6vR3p6ul/cPDlYp4RSbp+HxrWgiIiIvEcmCIIgdRE3YvHixVi5ciVOnz7ttH3mzJkoLi7G4MGDkZGR4dSBeuihh1BVVYXNmzeL2/r374/evXtj1apVEAQBsbGxyMzMxJ/+9CcAgNFoRFRUFNauXYsxY8a4VJvJZILBYIDRaERwcPBv/7Bu6PfXrSg1mbH5mdvRva13Ai0REVFL5M73t9/OgTIajQgLC3Patm3bNmzYsAFvvPFGo8/Jzc1FWlqa07b09HTk5uYCsN8ouaSkxGmMwWBAv379xDGNMZvNMJlMTg+pONaCusB5UERERF7jlwHq5MmTWLFiBZ544glx26VLlzB+/HisXbv2mqmxpKQEUVFRTtuioqJQUlIi7ndsu9aYxixcuNDpNGZcXNwNfS5PcEwk51pQRERE3iNpgJo1axZkMlmTj/z8fKfnFBUVYejQoRg9ejQmT54sbp88eTIefvhh3HHHHb7+GJg9ezaMRqP4KCws9HkNDhF6x2Ka7EARERF5i9vrQHlSZmYmxo8f3+SYDh06iD8XFxcjNTUVAwYMwOrVq53Gbdu2DZ9//jmWLFkCwH41nc1mg1KpxOrVqzFx4kRER0ejtLTU6XmlpaWIjo4GAPHP0tJSxMTEOI1xLB7aGI1GA41Gc93P6wvhjtXIOYmciIjIayQNUJGRkYiMjHRpbFFREVJTU5GcnIw1a9ZALndunuXm5sJqtYq/f/bZZ3jllVewa9cutG3bFgCQkpKCnJwcZGRkiOOys7ORkpICAEhMTER0dDRycnLEwGQymbB792489dRTv+GT+o5jNXKuBUVEROQ9kgYoVxUVFeGuu+5CfHw8lixZggsXLoj7HF2jbt26OT1n7969kMvl6N69u7ht+vTpuPPOO7F06VIMGzYMH3zwAfbu3St2s2QyGTIyMvDSSy+hc+fOSExMxAsvvIDY2FiMGjXK+x/UA7gaORERkff5RYDKzs7GyZMncfLkSbRr185pnzurMAwYMADr16/H888/jzlz5qBz587YuHGjU8h67rnnUFVVhSlTpqC8vBy33347tmzZAq1W67HP401XJpGzA0VEROQtfrsOVHMm5TpQP/xsxPDXv0V0sBbfzRns0/cmIiLyZ61iHShq3JVJ5Ga3unNERETkOgaoFiasYQ5UnVWAqbZe4mqIiIhaJgaoFkarUiBIY5/axivxiIiIvIMBqgXiauRERETexQDVAoVzNXIiIiKvYoBqgRwTyS9yNXIiIiKvYIBqgRyrkbMDRURE5B0MUC1QhLgaOQMUERGRNzBAtUCcRE5ERORdDFAtULieAYqIiMibGKBaoCuTyHkKj4iIyBsYoFqgCEeAqmCAIiIi8gYGqBbIcQrPVFsPS71N4mqIiIhaHgaoFsigU0EplwEAyrgWFBERkccxQLVAcrlMvKkwlzIgIiLyPAaoFkpcTJMdKCIiIo9jgGqhOJGciIjIexigWijxhsJcyoCIiMjjGKBaqIhALqZJRETkLQxQLZRjDtRFBigiIiKPY4BqoRyrkfMUHhERkecxQLVQ4iRyLmNARETkcQxQLRTnQBEREXkPA1QLFf6LACUIgsTVEBERtSwMUC2UYxkDi9UGU029xNUQERG1LAxQLZRWpUC7UB0A4L8nL0hcDRERUcvCANWCjerdFgDw730/S1wJERFRy8IA1YLd38ceoL45cRHnK2olroaIiKjlYIBqwTpEBiKpfQisNgGfHSiWuhwiIqIWgwGqhXugTzsAwL/38zQeERGRpzBAtXDDe8ZCrZQjv6QCR4qNUpdDRETUIjBAtXCGABWGdIsCAPx7X5HE1RAREbUMDFCtwAPJ9snkn+UVoc5qk7gaIiIi/8cA1QoM6hyJiEA1LlVZsPMY14QiIiL6rRigWgGVQo6RDWtCfcw1oYiIiH4zBqhW4sFk+9V4X/9YgvwSk8TVEBER+TcGqFaiW0ww/l/3aNgE4K9f5ktdDhERkV9jgGpFZv2/rlApZPjm+AXsPM65UERERDeKAaoViQ/X47GUBADAwi+PwmoTpC2IiIjITzFAtTLP3N0JBp0K+SUV2LC3UOpyiIiI/BIDVCsTEqDGM3d3AgAszT6OKnO9xBURERH5HwaoVuixlATEhwfgQoUZWZ8fgaWei2sSERG5gwGqFVIr5Xh+2M0A7OtC/f7NXBSV10hcFRERkf9ggGqlhtwchbce64tgrRJ5heUYtvy/2J5/XuqyiIiI/IJfBKizZ89i0qRJSExMhE6nQ8eOHZGVlQWLxeI0ThAELFmyBDfddBM0Gg3atm2LBQsWOI3ZsWMH+vTpA41Gg06dOmHt2rVXvd8bb7yBhIQEaLVa9OvXD99//703P55khtwchS+mDULPdgaUV9dhwto9+CyPNxwmIiK6Hr8IUPn5+bDZbHjzzTdx5MgRLFu2DKtWrcKcOXOcxk2fPh1vv/02lixZgvz8fHz++ee47bbbxP1nzpzBsGHDkJqairy8PGRkZODxxx/Hf/7zH3HMhx9+iBkzZiArKwv79+9Hr169kJ6ejvPnW2Z3Ji4sABueTMFDfeMAAFmfH8HFSrPEVRERETVvMkEQ/HIxoMWLF2PlypU4ffo0AODo0aPo2bMnDh8+jC5dujT6nJkzZ+KLL77A4cOHxW1jxoxBeXk5tmzZAgDo168fbr31Vrz++usAAJvNhri4ODzzzDOYNWtWo69rNpthNl8JHSaTCXFxcTAajQgODvbI5/W2OqsNI1//H348Z8K9PWPw+sN9pC6JiIjIp0wmEwwGg0vf337RgWqM0WhEWFiY+PumTZvQoUMHbN68GYmJiUhISMDjjz+OsrIycUxubi7S0tKcXic9PR25ubkAAIvFgn379jmNkcvlSEtLE8c0ZuHChTAYDOIjLi7OUx/TZ1QKORY92BMKuQybD51D9o+lUpdERETUbPllgDp58iRWrFiBJ554Qtx2+vRp/PTTT9iwYQP++c9/Yu3atdi3bx8efPBBcUxJSQmioqKcXisqKgomkwk1NTW4ePEirFZro2NKSkquWc/s2bNhNBrFR2Ghfy5Q2b2tAY8PSgQAPL/xB5hq6ySuiIiIqHmSNEDNmjULMpmsyUd+vvONb4uKijB06FCMHj0akydPFrfbbDaYzWb885//xKBBg3DXXXfhH//4B7Zv345jx4559XNoNBoEBwc7PfzVs2k3ISE8AKUmM17+ijcdJiIiaoxSyjfPzMzE+PHjmxzToUMH8efi4mKkpqZiwIABWL16tdO4mJgYKJVK3HTTTeK2bt26AQAKCgrQpUsXREdHo7TU+dRUaWkpgoODodPpoFAooFAoGh0THR19Ix/R72hVCiy8vyfGvvUd1u8uwPCesUjpGC51WURERM2KpB2oyMhIdO3atcmHWq0GYO883XXXXUhOTsaaNWsglzuXPnDgQNTX1+PUqVPituPHjwMA4uPjAQApKSnIyclxel52djZSUlIAAGq1GsnJyU5jbDYbcnJyxDGtQUrHcIy9rT0AYPYnh1BjsUpcERERUfPiF3OgHOGpffv2WLJkCS5cuICSkhKneUlpaWno06cPJk6ciAMHDmDfvn144oknMGTIELEr9eSTT+L06dN47rnnkJ+fj7///e/46KOP8Oyzz4qvM2PGDLz11ltYt24djh49iqeeegpVVVWYMGGCzz+3lGb/riuig7U4e6kay7Yel7ocIiKiZsUvAlR2djZOnjyJnJwctGvXDjExMeLDQS6XY9OmTYiIiMAdd9yBYcOGoVu3bvjggw/EMYmJifjiiy+QnZ2NXr16YenSpXj77beRnp4ujnnooYewZMkSzJs3D71790ZeXh62bNly1cTyli5Yq8KC+7oDAN7+72kcLCyXtiAiIqJmxG/XgWrO3FlHormb/sEBfJZXjC5RQdj0zO1QK/0icxMREbmtVawDRb4x796bEaZX41hpBf6+46TU5RARETULDFDUpPBADbKG3wwAeC3nBN765jTYtCQiotaOAYqua0SvWPyhfzwEAVjw5VE89/EhWOptUpdFREQkGQYoui6ZTIYXR96CeffeDLkM2LDvZzz69m5cqOBNh4mIqHXiJHIvaEmTyH9tx7HzeGb9AVSY66FWyJHaNRKjerdFatc20KoUUpdHRER0w9z5/maA8oKWHKAA4OT5CmR8mIfDRSZxW6BGiU5tAhFj0CLGoEPbUB16tjOgR1sDgxUREfkFBiiJtfQA5XD0nAmf5RXj87wiFBtrGx2jlMvQNSYIPduFoFt0ELrGBKNLdBCCtSofV0tERNQ0BiiJtZYA5WCzCThaYkJhWQ3OGWtQYqzF6YtVyCssv+Y8qQ4RegzqHIE7bopE/w7h0GskvS0jERERA5TUWluAuhZBEFBsrEVeQTkOFxuRf86EYyUVV3WrVAoZog1aGHQqGHQqhOjUiAzSoE2wBm2CtEiM0KNP+xDIZDKJPgkREbUG7nx/83/7yWtkMhnahujQNkSHYT2v3HanvNqC3WfK8M3xC/jmxAUUltXYH6i55msN6xmDl+/vgSCe+iMiomaAHSgvYAfKdYIgoKi8BqUmM0w1dSivseByVR0uVJpRaqrFeZMZ352+hHqbgITwALz+cB90b2uQumwiImqBeApPYgxQnrW/4DKeWX8AReU1UCvkePruTujRzoC2ITrEhugQyPlTRETkAQxQEmOA8rzyagv+tOEgth49f9W+rtFBmDyoA4b3iuXNjomI6IYxQEmMAco7BEHA+98XYlt+KYrKa1F0uRqm2npxf4xBi0m3J+LR/vFce4qIiNzGACUxBijfKauy4P3vC7Dmf2dxsdK+ZMKwnjF44+E+EldGRET+xp3vb57vIL8WpldjamonfDszFQvu6w4A+PKHcyi4VC1xZURE1JIxQFGLoFUp8Ei/eNxxUyQEAfhn7lmpSyIiohaMAYpalPED4gEAH+0tRLWl/jqjiYjI35jrrTh5vgI/XaqStA5e/00tyl03tUF8eAB+ulSNTw8U4ZF+8VKXREREbqqz2lBYVo2zl6pw5mI1zl6savi5CsXlNbAJwNjb4rDw/p6S1cgARS2KXC7DH/rH46UvjmLdrrN4+Lb2vAUMEVEzVGe14efLNTh70R6Mzl6qwtlL1fjpUhV+vlwDq+3a17jp1dJfac0ARS3O6L5xWPr1cRwvrUTu6UsY0DFC6pKIiFql+oaQdOZSFX66aA9IZy5W4adLVSi8TkjSqRSIDw9AYoQeCRF6JIbb/0yICEBkoEby/zlmgKIWx6BT4f4+bfHe7gKs23WWAYqIyIvqrTYUl9c2dJAaukkNYamwrBr1Loak+HA9EiMCGv7Uo02Q9CGpKQxQ1CKNG5CA93YXIPvHUmw+VIw2QVoEaZXQKOWotlhRU2dFtcUKS70NVpsN9TYB9VYBtQ3bqy31qK2zISJQjfhwPdqHB6BdqA4apfRtYyIiX3OEpJ/KqhpOudnnJ529WIXCy9Wos147JGmUciSE2ztHjk6SIyRFBTfvkNQUBihqkW6KCsKAjuHYdeoSnl5/wGOva9CpEK5XIzxQjXC9xv5noAaRgWq0DdWhS3QwYg1av/0LgYhaJ0EQcKHSjJ8v1+DnyzUoLKtu+LkaBWXVKLpc02QnSa2UIz4sQOwi/fKUW3SwFnJ5y/s7kQGKWqy5w7ph0ZZjuFxtQUVtPSpq62Gus0KrViBArYBOpYBGpYBKLoNSIYNCLoNWqUCARgm9WgG1Uo4SYy0Kyqrx06Vq1NRZYaypg7GmDqcvXvvy2SCtEl2jg3B/n3YYc2scwxQR+US1pR5lVRZcrqpDgEaB6GAt9A03WxcEAWVVFhSUVaOwIRg5wtLPl+0ByVxva/L11Uo52ocFICE8oKGjpBfnJ0UHa6FogSGpKbyVixfwVi4tj+Mvn7IqCy5VWXCp0oJLVWZcrLTgUqUZFyvNOHuxGqcuVDr9X9qwHjF4+YEeCNKqJKyeiPxVbZ0VReU1KLpcgxJjLUpMtThnrMXFSjOMNXUwNfxP3eVqC2rrrg5AQVolwvVqnK8wo9pibfK95DIgxqBD2xAd2oXp0C40AO1CdGgfHoD48ABEBbXMTtIvufP9zQ4UkQtkMhnCAzUID9SgcxPjLPU2nL5YiZyj5/G3rcfxxQ/ncKTYiDce6YNbYg0+q5eImj+rTcClSjPOV5hxvqIWxeW1KC6vEQNT4eVqlJrMbr2mWilHaIAKVWYrKs31YvcdAGQyICpIi7gwHeJC7fM624UGoG2o/fdogxZqJdfXdhU7UF7ADhQBwIGCy3h6/QEUlddArZTj8dsT8VhKAqINWqlLIyIvEwQBppp6XKisxYUKCy5WmnHOWOO0KGSpqRZNTCsSBagVaBeqQ4xBh+hgLaIMWkQGaRCiU8HQ8AgNUCMsUA29WiFOG6g016PEWItLlWZEBGnQNkQHrYoXwjTFne9vBigvYIAih/JqCzI/Ooic/PMAAKVchnt7xuDhfvEw6FSw2gTYBPtDEAABgE2wXxFYU2dFjcUKc70VbUN0uCXWAF0zWDyOqLWrttTjQoW9c1RirEWpyf4oMZlR2nCardRUe905RYD9tFl4oAZtgjSIMWjRNkSH2BAdYkJ0iAvVoX1YAML0as6l9BEGKIkxQNEv2WwCvv6xBP/49gz2nL18w6+jkMvQuU0gurc1IDJIg2CtCkFaJQI1SsjlMihkMijkgNVmnzdRW2+Fuc6G8EA1usUEo0OEHkoF2/NE1yMIAkpN5iurY/9ipezi8lpUml2/z2aQVonIIA0iAjWICtY6TcCOC9UhPFDT6iZfN2cMUBJjgKJrOfRzOd759gy+PXkRgmC/9YxcBshlMsgb/g9TJrPPY9Cp7FcKKhUynL5QhfMV7s2F+DW1Uo4uUUG4u2sbPHRrHGJDdJ74SK2CzSagvKYOZVUWGGvsVzmV19QBACKDNIgM1CAySIPQABVDajNlswmostjnA12s/GXnyIyyaguM1XUor7FfIOK46rYpWpUcbYK0iAq2B6PoYC2iDVr7zwYtooK0aBOs4SkzP8MAJTEGKPKGEmMt8grLkV9iQnl1XcPk0DpUW6yw2gRYBQGCIEAGGTQqObQqBTQNSzEcPWdC1S+uwJHLgDtvisTv+8YhLiwAgRol9BolgnXKFrtYqCAIMNfbUGmuh6mmDqZa+5+Xqxuurqy02L9Ia64cW/v+OpRXW1yaqwLY79Fl0KkQrFNBJpNBaDhFC9hXXdapFQhQNxxvrRLBOhWCtSoo5GhYxNW+kGt5dZ145WdFbT3C9GrEhmgRG2K/Sio+XI+E8ADEhQW0+i9pc70VxeW14qX5RZdrcM5Yi3NG+5VrFyrNqDTXw51vO4VchnahOiQ0LPiYEG5f2yguLABtgjQI1Ch5Wq0FYoCSGAMUNTc2m4DCy9XY99NlbNj7M3JPX2p0nEohQ1L7UNzROQKDOkeiS3QQ6m0C6uptqLPaEKxTufVlXW+1oai8BmcvVeNChRmmhnBiqq2Dpd6GepsNdVb7/K/OUYFIigtBj3YGBKivrF1TYa6HsdoedMqr7Z2fWosV9TZBXEW+ps6KKnM9qsz2P4019nHGavsl3lWWejFo/hZBWiVCA9QIDVDBEKC2Lz5YYV/G4lKVxa0vaE+RyYDIQA1CA9QwBKgQolNBAMTL2yvN9YgO1qJ7WwNujg3GLbHB6BIVJEmnzGoTUF5tEZf/cFx9dt5kRpXFiu5tg3FbQhg6tQkUw4nNJuBilb1jVFxeg+JyezAqLq/Fz+U1KC6vwQU3urMqhQxherV9MnZDtyhcr0FIgKrhoUZcqA5xYQFQsZvY6jBASYwBipq70xcq8eGeQuTkn4expg7V5nqnDlVT2gRpEBdmvwRapZDbJ8HbBNTbBNTW2WCut09+L6uyXPcWD41RyGWIC9WhymLF5SpLk6sf36ggjb3z4whEYYFqhOvVCA1QIyRAhaCG+WXBWhXC9GqE6u1XOTX1hVpvtYldLUcXS4C9IyiX2S8QqLFYUV1nRY2lHpVmKypq68TFWQUB9u6Uyr7QqyFAjTC9CmF6DYK1SlyqtKDYaL/E/efLNfjpUhXOXqx2az6Og06lQI92BiS1D0G36GAo5DLxQgaZDFDK5VAqZFApZFArFNCo5FAr5FAr5VAp7KebFXIZBAFiB89+erMO5npbw8MKU00dSk3mK6fKqswudfJCA1SID9c3TNSudenfIZ1K0XBZvg5tG65Yiw3RIjpYh8ggtdjp0yjl7BzRNTFASYwBivyRzSagoKwa/z15Ef89fgG5py6h4ga+nH9NrZQjITwA0QadeMrKfl9CxyrwctRbbfjxnAn7Cy43uu6NViW3d1h09i6BXm2fOK+U27/IdSoF9BolAtT2Px3jQnT25+g1V/YHqJUtZtKuY4HXc8bahu6cBZer6yADxMvb9RoFCsqqcaTIhCPFJhwuNorrAkklNEAlXnkWGWT/U6WQ40BBOQ4UXr5qQUiZDA1XqdlDkWOxR8fpzNgQLa9UI49ggJIYAxS1BNaGSbdqhRwqhRxyGXC5ug6FZdUovFyN4nL7vbEUDd0IuUwGnVoBrco+AT5Yq0J8hB4xbt4H65yxBmcvViNY5zhdpubyDR5kswk4fbES+wvKcaDgMs403JZILpNBJgMEAai3CqhvOD1qqbfB8ouukv3UqSCeDg3RqRAWqEaY3r4ukVYlh0Zpn38XqFUiKtg+0bpNkBZtgjQI1TfdybPU23C42Ijzplq0aZicHdkQsIi8jQFKYgxQRERE/sed729GeiIiIiI3MUARERERuYkBioiIiMhNDFBEREREbmKAIiIiInITAxQRERGRm/wiQJ09exaTJk1CYmIidDodOnbsiKysLFgsFqdx//nPf9C/f38EBQUhMjISDzzwAM6ePes0ZseOHejTpw80Gg06deqEtWvXXvV+b7zxBhISEqDVatGvXz98//33Xvx0RERE5G/8IkDl5+fDZrPhzTffxJEjR7Bs2TKsWrUKc+bMEcecOXMGI0eOxN133428vDz85z//wcWLF3H//fc7jRk2bBhSU1ORl5eHjIwMPP744/jPf/4jjvnwww8xY8YMZGVlYf/+/ejVqxfS09Nx/vx5n35mIiIiar78diHNxYsXY+XKlTh9+jQA4OOPP8bYsWNhNpshl9tz4aZNmzBy5EiYzWaoVCrMnDkTX3zxBQ4fPiy+zpgxY1BeXo4tW7YAAPr164dbb70Vr7/+OgDAZrMhLi4OzzzzDGbNmuVSbVxIk4iIyP+0ioU0jUYjwsLCxN+Tk5Mhl8uxZs0aWK1WGI1G/Otf/0JaWhpUKhUAIDc3F2lpaU6vk56ejtzcXACAxWLBvn37nMbI5XKkpaWJYxpjNpthMpmcHkRERNRy+WWAOnnyJFasWIEnnnhC3JaYmIivv/4ac+bMgUajQUhICH7++Wd89NFH4piSkhJERUU5vVZUVBRMJhNqampw8eJFWK3WRseUlJRcs56FCxfCYDCIj7i4OA99UiIiImqOJA1Qs2bNgkwma/KRn5/v9JyioiIMHToUo0ePxuTJk8XtJSUlmDx5MsaNG4c9e/Zg586dUKvVePDBB+Hts5SzZ8+G0WgUH4WFhV59PyIiIpKWUso3z8zMxPjx45sc06FDB/Hn4uJipKamYsCAAVi9erXTuDfeeAMGgwGLFi0St7377ruIi4vD7t270b9/f0RHR6O0tNTpeaWlpQgODoZOp4NCoYBCoWh0THR09DVr1Gg00Gg01/u4RERE1EJIGqAiIyMRGRnp0tiioiKkpqYiOTkZa9asESeKO1RXV1+1TaFQALBPBAeAlJQUfPnll05jsrOzkZKSAgBQq9VITk5GTk4ORo0aJT43JycHTz/9tNufj4iIiFomSQOUq4qKinDXXXchPj4eS5YswYULF8R9js7QsGHDsGzZMrz44osYO3YsKioqMGfOHMTHxyMpKQkA8OSTT+L111/Hc889h4kTJ2Lbtm346KOP8MUXX4ivN2PGDIwbNw59+/bFbbfdhr/97W+oqqrChAkTXK7XccqQk8mJiIj8h+N726WpP4IfWLNmjQCg0ccvvf/++0JSUpKg1+uFyMhIYcSIEcLRo0edxmzfvl3o3bu3oFarhQ4dOghr1qy56v1WrFghtG/fXlCr1cJtt90mfPfdd27VW1hYeM16+eCDDz744IOP5v0oLCy87ne9364D1ZzZbDYUFxcjKCgIMpnsN72WyWRCXFwcCgsLuaaUC3i8XMdj5R4eL/fweLmHx8s93jpegiCgoqICsbGxV00L+jW/OIXnb+RyOdq1a+fR1wwODuZ/VG7g8XIdj5V7eLzcw+PlHh4v93jjeBkMBpfG+eU6UERERERSYoAiIiIichMDVDOn0WiQlZXFdaZcxOPlOh4r9/B4uYfHyz08Xu5pDseLk8iJiIiI3MQOFBEREZGbGKCIiIiI3MQARUREROQmBigiIiIiNzFANWNvvPEGEhISoNVq0a9fP3z//fdSl9QsLFy4ELfeeiuCgoLQpk0bjBo1CseOHXMaU1tbi6lTpyI8PByBgYF44IEHUFpaKlHFzcfLL78MmUyGjIwMcRuPlbOioiI8+uijCA8Ph06nQ48ePbB3715xvyAImDdvHmJiYqDT6ZCWloYTJ05IWLF0rFYrXnjhBSQmJkKn06Fjx474y1/+4nQfsdZ8vL755hsMHz4csbGxkMlk2Lhxo9N+V45NWVkZHnnkEQQHByMkJASTJk1CZWWlDz+F7zR1vOrq6jBz5kz06NEDer0esbGxeOyxx1BcXOz0Gr48XgxQzdSHH36IGTNmICsrC/v370evXr2Qnp6O8+fPS12a5Hbu3ImpU6fiu+++Q3Z2Nurq6nDPPfegqqpKHPPss89i06ZN2LBhA3bu3Ini4mLcf//9ElYtvT179uDNN99Ez549nbbzWF1x+fJlDBw4ECqVCl999RV+/PFHLF26FKGhoeKYRYsWYfny5Vi1ahV2794NvV6P9PR01NbWSli5NF555RWsXLkSr7/+Oo4ePYpXXnkFixYtwooVK8Qxrfl4VVVVoVevXnjjjTca3e/KsXnkkUdw5MgRZGdnY/Pmzfjmm28wZcoUX30En2rqeFVXV2P//v144YUXsH//fnzyySc4duwYRowY4TTOp8fLrbvkks/cdtttwtSpU8XfrVarEBsbKyxcuFDCqpqn8+fPCwCEnTt3CoIgCOXl5YJKpRI2bNggjjl69KgAQMjNzZWqTElVVFQInTt3FrKzs4U777xTmD59uiAIPFa/NnPmTOH222+/5n6bzSZER0cLixcvFreVl5cLGo1GeP/9931RYrMybNgwYeLEiU7b7r//fuGRRx4RBIHH65cACJ9++qn4uyvH5scffxQACHv27BHHfPXVV4JMJhOKiop8VrsUfn28GvP9998LAISffvpJEATfHy92oJohi8WCffv2IS0tTdwml8uRlpaG3NxcCStrnoxGIwAgLCwMALBv3z7U1dU5Hb+uXbuiffv2rfb4TZ06FcOGDXM6JgCP1a99/vnn6Nu3L0aPHo02bdogKSkJb731lrj/zJkzKCkpcTpeBoMB/fr1a5XHa8CAAcjJycHx48cBAAcPHsS3336L//f//h8AHq+muHJscnNzERISgr59+4pj0tLSIJfLsXv3bp/X3NwYjUbIZDKEhIQA8P3x4s2Em6GLFy/CarUiKirKaXtUVBTy8/Mlqqp5stlsyMjIwMCBA9G9e3cAQElJCdRqtfgflUNUVBRKSkokqFJaH3zwAfbv3489e/ZctY/Hytnp06excuVKzJgxA3PmzMGePXswbdo0qNVqjBs3Tjwmjf232RqP16xZs2AymdC1a1coFApYrVYsWLAAjzzyCADweDXBlWNTUlKCNm3aOO1XKpUICwtr9cevtrYWM2fOxNixY8WbCfv6eDFAkV+bOnUqDh8+jG+//VbqUpqlwsJCTJ8+HdnZ2dBqtVKX0+zZbDb07dsXf/3rXwEASUlJOHz4MFatWoVx48ZJXF3z89FHH+G9997D+vXrccsttyAvLw8ZGRmIjY3l8SKvqaurw+9//3sIgoCVK1dKVgdP4TVDERERUCgUV10JVVpaiujoaImqan6efvppbN68Gdu3b0e7du3E7dHR0bBYLCgvL3ca3xqP3759+3D+/Hn06dMHSqUSSqUSO3fuxPLly6FUKhEVFcVj9QsxMTG4+eabnbZ169YNBQUFACAeE/63afd///d/mDVrFsaMGYMePXrgD3/4A5599lksXLgQAI9XU1w5NtHR0VddOFRfX4+ysrJWe/wc4emnn35Cdna22H0CfH+8GKCaIbVajeTkZOTk5IjbbDYbcnJykJKSImFlzYMgCHj66afx6aefYtu2bUhMTHTan5ycDJVK5XT8jh07hoKCglZ3/AYPHowffvgBeXl54qNv37545JFHxJ95rK4YOHDgVUtiHD9+HPHx8QCAxMREREdHOx0vk8mE3bt3t8rjVV1dDbnc+WtEoVDAZrMB4PFqiivHJiUlBeXl5di3b584Ztu2bbDZbOjXr5/Pa5aaIzydOHECW7duRXh4uNN+nx8vj09LJ4/44IMPBI1GI6xdu1b48ccfhSlTpgghISFCSUmJ1KVJ7qmnnhIMBoOwY8cO4dy5c+KjurpaHPPkk08K7du3F7Zt2ybs3btXSElJEVJSUiSsuvn45VV4gsBj9Uvff/+9oFQqhQULFggnTpwQ3nvvPSEgIEB49913xTEvv/yyEBISInz22WfCoUOHhJEjRwqJiYlCTU2NhJVLY9y4cULbtm2FzZs3C2fOnBE++eQTISIiQnjuuefEMa35eFVUVAgHDhwQDhw4IAAQXn31VeHAgQPiVWOuHJuhQ4cKSUlJwu7du4Vvv/1W6Ny5szB27FipPpJXNXW8LBaLMGLECKFdu3ZCXl6e09/9ZrNZfA1fHi8GqGZsxYoVQvv27QW1Wi3cdtttwnfffSd1Sc0CgEYfa9asEcfU1NQIf/zjH4XQ0FAhICBAuO+++4Rz585JV3Qz8usAxWPlbNOmTUL37t0FjUYjdO3aVVi9erXTfpvNJrzwwgtCVFSUoNFohMGDBwvHjh2TqFppmUwmYfr06UL79u0FrVYrdOjQQZg7d67TF1prPl7bt29v9O+qcePGCYLg2rG5dOmSMHbsWCEwMFAIDg4WJkyYIFRUVEjwabyvqeN15syZa/7dv337dvE1fHm8ZILwiyVjiYiIiOi6OAeKiIiIyE0MUERERERuYoAiIiIichMDFBEREZGbGKCIiIiI3MQARUREROQmBigiIiIiNzFAEREREbmJAYqIiIjITQxQRNTqyWQybNy4UeoyiMiPMEAREXlIXV2d1CUQkY8wQBFRi3DXXXdh2rRpeO655xAWFobo6GjMnz//us9LSEgAANx3332QyWTi7wDw2WefoU+fPtBqtejQoQP+/Oc/o76+Xtwvk8mwcuVKjBgxAnq9HgsWLMD8+fPRu3dvvPPOO2jfvj0CAwPxxz/+EVarFYsWLUJ0dDTatGmDBQsWiK8jCALmz5+P9u3bQ6PRIDY2FtOmTfPUoSEiL1BKXQARkaesW7cOM2bMwO7du5Gbm4vx48dj4MCBGDJkyDWfs2fPHrRp0wZr1qzB0KFDoVAoAAD//e9/8dhjj2H58uUYNGgQTp06hSlTpgAAsrKyxOfPnz8fL7/8Mv72t79BqVTinXfewalTp/DVV19hy5YtOHXqFB588EGcPn0aN910E3bu3Ildu3Zh4sSJSEtLQ79+/fDvf/8by5YtwwcffIBbbrkFJSUlOHjwoHcPFhH9NgIRUQtw5513CrfffrvTtltvvVWYOXPmdZ8LQPj000+dtg0ePFj461//6rTtX//6lxATE+P0vIyMDKcxWVlZQkBAgGAymcRt6enpQkJCgmC1WsVtXbp0ERYuXCgIgiAsXbpUuOmmmwSLxXLdWomoeeApPCJqMXr27On0e0xMDM6fP39Dr3Xw4EG8+OKLCAwMFB+TJ0/GuXPnUF1dLY7r27fvVc9NSEhAUFCQ+HtUVBRuvvlmyOVyp22O2kaPHo2amhp06NABkydPxqeffup0qpCImh+ewiOiFkOlUjn9LpPJYLPZbui1Kisr8ec//xn333//Vfu0Wq34s16vd6mOpmqLi4vDsWPHsHXrVmRnZ+OPf/wjFi9ejJ07d171PCJqHhigiKjVU6lUsFqtTtv69OmDY8eOoVOnTj6pQafTYfjw4Rg+fDimTp2Krl274ocffkCfPn188v5E5B4GKCJq9RISEpCTk4OBAwdCo9EgNDQU8+bNw7333ov27dvjwQcfhFwux8GDB3H48GG89NJLHn3/tWvXwmq1ol+/fggICMC7774LnU6H+Ph4j74PEXkO50ARUau3dOlSZGdnIy4uDklJSQCA9PR0bN68GV9//TVuvfVW9O/fH8uWLfNKqAkJCcFbb72FgQMHomfPnti6dSs2bdqE8PBwj78XEXmGTBAEQeoiiIiIiPwJO1BEREREbmKAIqIW7b333nNaiuCXj1tuuUXq8ojIT/EUHhG1aBUVFSgtLW10n0ql4kRtIrohDFBEREREbuIpPCIiIiI3MUARERERuYkBioiIiMhNDFBEREREbmKAIiIiInITAxQRERGRmxigiIiIiNz0/wGMSpKxmLHYRgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xaxis = np.arange(1, model.n_info_values + 1)\n", "plt.plot(xaxis, model.info_values)\n", "plt.xlabel(\"n_terms\")\n", "plt.ylabel(\"Information Criteria\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It can be observed that after 22 regressors, adding new regressors do not improve the model performance (considering the configuration defined for that model). Because we want to try models with higher lags and higher nonlinearity degree, the stopping criteria will be changed to `err_tol` instead of information criteria. This will made the algorithm runs considerably faster." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(22, 2) 0.9970964868326048\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# experiment 1\n", "y_train = data_train_1.y\n", "y_test = data_test_1.y\n", "x_train = data_train_1.u\n", "x_test = data_test_1.u\n", "\n", "n = data_test_1.state_initialization_window_length\n", "\n", "basis_function = Polynomial(degree=2)\n", "model = FROLS(\n", " xlag=14,\n", " ylag=14,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " err_tol=0.9996,\n", " n_terms=22,\n", " order_selection=False,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "print(model.final_model.shape, model.err.sum())\n", "y_test = np.concatenate([y_train[-model.max_lag :], y_test])\n", "x_test = np.concatenate([x_train[-model.max_lag :], x_test])\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag, :])\n", "\n", "rmse = root_mean_squared_error(y_test[model.max_lag + n :], yhat[model.max_lag + n :])\n", "\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=f\"Free Run simulation. Model 1 -> RMSE: {round(rmse, 4)}\",\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# experiment 2\n", "y_train = data_train_2.y\n", "y_test = data_test_2.y\n", "x_train = data_train_2.u\n", "x_test = data_test_2.u\n", "\n", "n = data_test_2.state_initialization_window_length\n", "\n", "basis_function = Polynomial(degree=2)\n", "model = FROLS(\n", " xlag=14,\n", " ylag=14,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " info_criteria=\"aicc\",\n", " err_tol=0.9996,\n", " n_terms=22,\n", " order_selection=False,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "y_test = np.concatenate([y_train[-model.max_lag :], y_test])\n", "x_test = np.concatenate([x_train[-model.max_lag :], x_test])\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag, :])\n", "\n", "rmse = root_mean_squared_error(y_test[model.max_lag + n :], yhat[model.max_lag + n :])\n", "\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=f\"Free Run simulation. Model 2 -> RMSE: {round(rmse, 4)}\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the first experiment, the model showed a slight improvement, while the performance of the second experiment experienced a minor decline. Increasing the lag settings with these configurations did not result in significant changes. Therefore, let's set the polynomial degree to $3$ and increase the number of terms to build the model to `n_terms=40` if the `err_tol` is not reached. It's important to note that these values are chosen empirically. We could also adjust the parameter estimation technique, the `err_tol`, the model structure selection algorithm, and the basis function, among other factors. Users are encouraged to employ hyperparameter tuning techniques to find the optimal combinations of hyperparameters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(40, 3) 0.9982136069197526\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# experiment 1\n", "y_train = data_train_1.y\n", "y_test = data_test_1.y\n", "x_train = data_train_1.u\n", "x_test = data_test_1.u\n", "\n", "n = data_test_1.state_initialization_window_length\n", "\n", "basis_function = Polynomial(degree=3)\n", "model = FROLS(\n", " xlag=14,\n", " ylag=14,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " err_tol=0.9996,\n", " n_terms=40,\n", " order_selection=False,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "print(model.final_model.shape, model.err.sum())\n", "y_test = np.concatenate([y_train[-model.max_lag :], y_test])\n", "x_test = np.concatenate([x_train[-model.max_lag :], x_test])\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag, :])\n", "\n", "rmse = root_mean_squared_error(y_test[model.max_lag + n :], yhat[model.max_lag + n :])\n", "\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=f\"Free Run simulation. Model 1 -> RMSE: {round(rmse, 4)}\",\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# experiment 2\n", "y_train = data_train_2.y\n", "y_test = data_test_2.y\n", "x_train = data_train_2.u\n", "x_test = data_test_2.u\n", "\n", "n = data_test_2.state_initialization_window_length\n", "\n", "basis_function = Polynomial(degree=3)\n", "model = FROLS(\n", " xlag=14,\n", " ylag=14,\n", " basis_function=basis_function,\n", " estimator=LeastSquares(),\n", " info_criteria=\"aicc\",\n", " err_tol=0.9996,\n", " n_terms=40,\n", " order_selection=False,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "y_test = np.concatenate([y_train[-model.max_lag :], y_test])\n", "x_test = np.concatenate([x_train[-model.max_lag :], x_test])\n", "yhat = model.predict(X=x_test, y=y_test[: model.max_lag, :])\n", "\n", "rmse = root_mean_squared_error(y_test[model.max_lag + n :], yhat[model.max_lag + n :])\n", "\n", "plot_results(\n", " y=y_test[model.max_lag :],\n", " yhat=yhat[model.max_lag :],\n", " n=10000,\n", " title=f\"Free Run simulation. Model 2 -> RMSE: {round(rmse, 4)}\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown in the plot, we have surpassed the state-of-the-art (SOTA) results with an average metric of $(0.0969 + 0.0731)/2 = 0.0849$. Additionally, the metric for the first experiment matches the best model in the benchmark, and the metric for the second experiment slightly exceeds the benchmark's best model. Using the same configuration for both models, we achieved the best overall results!" ] } ], "metadata": { "kernelspec": { "display_name": "sysidentpyv04", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }