{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Half-cell OCP\n", "\n", "In this example, we use the MSMR model to fit the half-cell OCPs, using the synthetic GITT data for each half-cell.\n", "The fitted parameters are saved to the \"fitted_parameters\" folder for use in later examples.\n", "\n", "Before running this example, make sure to run the script `true_parameters/generate_data.py` to generate the synthetic data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:30:33.030654Z", "start_time": "2024-03-28T15:30:32.046496Z" } }, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import ionworkspipeline as iwp\n", "import pandas as pd\n", "import iwutil" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We first set up our initial guesses for the parameters in each electrode. For the MSMR model, good initial guesses can be found using dVdQ analysis and/or by first using the `iwp.optimizers.Interactive()` optimizer, which allows users to interactively fit the model to the data in a Jupyter notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:30:33.034229Z", "start_time": "2024-03-28T15:30:33.031580Z" } }, "outputs": [], "source": [ "def initial_guess(electrode):\n", " if electrode == \"negative\":\n", " ocp_msmr_param_init = {\n", " \"U0_n_0\": 0.08,\n", " \"X_n_0\": 0.30,\n", " \"w_n_0\": 0.1,\n", " \"U0_n_1\": 0.13,\n", " \"X_n_1\": 0.25,\n", " \"w_n_1\": 0.04,\n", " \"U0_n_2\": 0.15,\n", " \"X_n_2\": 0.15,\n", " \"w_n_2\": 0.9,\n", " \"U0_n_3\": 0.22,\n", " \"X_n_3\": 0.11,\n", " \"w_n_3\": 4.1,\n", " \"U0_n_4\": 0.22,\n", " \"X_n_4\": 0.03,\n", " \"w_n_4\": 0.05,\n", " \"U0_n_5\": 0.55,\n", " \"X_n_5\": 0.13,\n", " \"w_n_5\": 8.5,\n", " }\n", " voltage_limits = (0, 1.5)\n", " else:\n", " ocp_msmr_param_init = {\n", " \"U0_p_0\": 3.6,\n", " \"X_p_0\": 0.13,\n", " \"w_p_0\": 1,\n", " \"U0_p_1\": 3.7,\n", " \"X_p_1\": 0.32,\n", " \"w_p_1\": 1.4,\n", " \"U0_p_2\": 3.9,\n", " \"X_p_2\": 0.21,\n", " \"w_p_2\": 3.5,\n", " \"U0_p_3\": 4.2,\n", " \"X_p_3\": 0.33,\n", " \"w_p_3\": 5.5,\n", " }\n", " voltage_limits = (2.5, 5)\n", " ocp_msmr_param_init[f\"Number of reactions in {electrode} electrode\"] = int(\n", " len(ocp_msmr_param_init) // 3\n", " )\n", " return ocp_msmr_param_init, voltage_limits" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next we create a function to fit, plot and save the results for each half-cell. \n", "\n", "The function first loads in and processes the data, then sets up the parameters to be fitted. In the MSMR model we fit the reaction potentials $U_j$, the fractional site occupancies $X_j$ (or, equivalently, the fractional capacities $Q_j$), and the parameters $\\omega_j$ that describe the level of disorder of the reaction represented by $j$. We can also fit the electrode capacity and lower excess capacity. Initial values and bounds are set when creating the `iwp.Parameter` objects.\n", "\n", "Next we set up the MSMR objective and datafit, and create a pipeline that first fits the MSMR model parameters to the data, and then saves the fitted stoichiometry-voltage values which can subsequently be used to create a parameter set for a lithium-ion model.\n", "\n", "Finally, we fit the model to the data and plot the results. The fitted parameters are saved to the \"fitted_parameters\" folder for use in later examples." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:30:33.038657Z", "start_time": "2024-03-28T15:30:33.034982Z" } }, "outputs": [], "source": [ "def fit_plot_save(electrode):\n", " Electrode = electrode.capitalize()\n", " # Load data\n", " gitt_data = pd.read_csv(\n", " Path(\"synthetic_data\") / f\"half_cell_{electrode}_electrode\" / \"gitt.csv\"\n", " )\n", " # Extract relaxed voltages from GITT to get OCP data\n", " ocp_data = iwp.data_fits.preprocess.pulse_data_to_ocp(gitt_data)\n", "\n", " # Initialize Parameter objects to be fitted\n", " Q_use = ocp_data[\"Capacity [A.h]\"].max()\n", " ocp_msmr_param_init, voltage_limits = initial_guess(electrode)\n", " # helper function add U0_j, Q_j and w_j Parameters\n", " ocp_msmr_params = iwp.objectives.get_msmr_params_for_fit(\n", " ocp_msmr_param_init, electrode, Q_use, species_format=\"Qj\"\n", " )\n", " # and the lower excess capacity\n", " # Add additional parameters\n", " ocp_msmr_params.update(\n", " {\n", " f\"{Electrode} electrode lower excess capacity [A.h]\": (\n", " iwp.Parameter(\n", " \"Q_lowex\", initial_value=0.01 * Q_use, bounds=(0, 0.2 * Q_use)\n", " )\n", " ),\n", " }\n", " )\n", "\n", " # Set up objective and data fit\n", " # we can set dUdq_cutoff to ignore extrema in the dUdq curve\n", " dUdQ_cutoff = iwp.data_fits.util.calculate_dUdQ_cutoff(ocp_data)\n", " objective = iwp.objectives.MSMRHalfCell(\n", " electrode,\n", " ocp_data,\n", " options={\n", " \"dUdQ cutoff\": dUdQ_cutoff,\n", " },\n", " )\n", " ocp_msmr = iwp.DataFit(objective, parameters=ocp_msmr_params)\n", "\n", " # Run the fit at the given temperature\n", " known_params = {\"Ambient temperature [K]\": 298.15}\n", " params_fit = ocp_msmr.run(known_params)\n", "\n", " # Plot results\n", " ocp_msmr.plot_fit_results()\n", "\n", " # Save the scalar parameters\n", " params_to_save = {k: v for k, v in params_fit.items() if k in ocp_msmr_param_init}\n", " Q_total = params_fit[f\"{Electrode} electrode capacity [A.h]\"]\n", " params_to_save.update(\n", " {\n", " f\"Half-cell {electrode} electrode capacity [A.h]\": Q_total,\n", " }\n", " )\n", " iwutil.save.json(\n", " params_to_save, Path(\"fitted_parameters\") / f\"{electrode}_electrode_ocp.json\"\n", " )\n", "\n", " # Save the stoichiometry-voltage values\n", " df = iwp.data_fits.util.generate_msmr_ocp_data(\n", " electrode,\n", " voltage_limits,\n", " {**params_fit, **known_params},\n", " )\n", "\n", " iwutil.save.csv(df, f\"fitted_parameters/{electrode}_electrode_ocp.csv\")\n", "\n", " return params_fit" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Then we run the fit for each electrode" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:30:33.647631Z", "start_time": "2024-03-28T15:30:33.039143Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "positive\n", "negative\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/env/lib/python3.11/site-packages/pybamm/expression_tree/functions.py:152: RuntimeWarning: overflow encountered in exp\n", " return self.function(*evaluated_children)\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for electrode in [\"positive\", \"negative\"]:\n", " print(electrode)\n", " params_fit = fit_plot_save(electrode)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:30:33.661086Z", "start_time": "2024-03-28T15:30:33.657085Z" } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "iwp", "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": "3.11.6" }, "vscode": { "interpreter": { "hash": "6b12f1f625627d6c4a17ef696ddbbbd9bd4b12881121180de40e09e7956aa05c" } } }, "nbformat": 4, "nbformat_minor": 2 }