{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Full-cell OCV" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we fit the electrode balance for a full-cell, using the half-cell MSMR functions fitted and saved in the previous notebook.\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": "2024-03-28T15:31:02.887452Z", "start_time": "2024-03-28T15:31:01.794453Z" } }, "outputs": [], "source": [ "from pathlib import Path\n", "import ionworkspipeline as iwp\n", "import pandas as pd\n", "import iwutil" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We first load in the data and the previously fitted MSMR parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:31:02.904676Z", "start_time": "2024-03-28T15:31:02.888389Z" } }, "outputs": [], "source": [ "# Load data\n", "gitt_data = pd.read_csv(Path(\"synthetic_data\") / \"full_cell\" / \"gitt.csv\")\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", "# Read in previously fitted parameters\n", "anode_params = iwp.direct_entries.from_json(\n", " Path(\"fitted_parameters\") / \"negative_electrode_ocp.json\"\n", ")\n", "cathode_params = iwp.direct_entries.from_json(\n", " Path(\"fitted_parameters\") / \"positive_electrode_ocp.json\"\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next we choose the parameters to fit. Here we fit the lower and upper excess capacities in each electrode. We create `iwp.Parameter` objects for the parameters we want to fit, and set the initial guess and bounds for the parameters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:31:02.907603Z", "start_time": "2024-03-28T15:31:02.905157Z" } }, "outputs": [], "source": [ "# Fit lower and upper excess capacities\n", "# also add the electrode capacities to the parameters\n", "Q_use = ocp_data[\"Capacity [A.h]\"].max()\n", "Q_n_lowex = iwp.Parameter(\n", " \"Q_n_lowex\", initial_value=0.01 * Q_use, bounds=(0, 0.2 * Q_use)\n", ")\n", "Q_p_lowex = iwp.Parameter(\"Q_p_lowex\", initial_value=0.1 * Q_use, bounds=(0, Q_use))\n", "Q_n_uppex = iwp.Parameter(\n", " \"Q_n_uppex\", initial_value=0.1 * Q_use, bounds=(0, 0.2 * Q_use)\n", ")\n", "Q_p_uppex = iwp.Parameter(\"Q_p_uppex\", initial_value=0.5 * Q_use, bounds=(0, Q_use))\n", "parameters = {\n", " \"Negative electrode lower excess capacity [A.h]\": Q_n_lowex,\n", " \"Positive electrode lower excess capacity [A.h]\": Q_p_lowex,\n", " \"Negative electrode upper excess capacity [A.h]\": Q_n_uppex,\n", " \"Positive electrode upper excess capacity [A.h]\": Q_p_uppex,\n", " \"Negative electrode capacity [A.h]\": Q_n_lowex + Q_use + Q_n_uppex,\n", " \"Positive electrode capacity [A.h]\": Q_p_lowex + Q_use + Q_p_uppex,\n", " \"Usable capacity [A.h]\": Q_use,\n", "}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next we construct the objective function and data fit object" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:31:02.910540Z", "start_time": "2024-03-28T15:31:02.908183Z" } }, "outputs": [], "source": [ "# Construct objective function and data fit for electrode balance\n", "objective = iwp.objectives.MSMRFullCell(\n", " ocp_data,\n", " options={\n", " # these are the voltage ranges over which to evaluate the half-cell OCP curves\n", " \"negative voltage limits\": (0, 2),\n", " \"positive voltage limits\": (2.5, 5),\n", " },\n", ")\n", "\n", "electrode_balance = iwp.DataFit(\n", " objective,\n", " parameters=parameters,\n", ")\n", "\n", "# Construct a pipeline element to calculate the electrode stoichiometry windows for the\n", "# full-cell based on the electrode total, lower and upper excess capacities\n", "sto_windows = iwp.calculations.StoichiometryLimitsFromCapacity()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "and put them into a pipeline" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:31:07.175380Z", "start_time": "2024-03-28T15:31:02.911800Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/miniconda3/envs/iwp/lib/python3.11/site-packages/pybamm/expression_tree/functions.py:152: RuntimeWarning: overflow encountered in exp\n", " return self.function(*evaluated_children)\n" ] } ], "source": [ "# Construct pipeline to load MSMR parameters and fit electrode balance\n", "pipeline = iwp.Pipeline(\n", " {\n", " \"temperature\": iwp.direct_entries.temperatures(298.15),\n", " \"anode MSMR\": anode_params,\n", " \"cathode MSMR\": cathode_params,\n", " \"electrode balance\": electrode_balance,\n", " \"stoichiometry windows\": sto_windows,\n", " }\n", ")\n", "params_fit = pipeline.run()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We save the results for use in the following notebook" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:31:07.179394Z", "start_time": "2024-03-28T15:31:07.176104Z" } }, "outputs": [], "source": [ "# Save full cell balance to json\n", "params_to_save_list = [\n", " \"Negative electrode lower excess capacity [A.h]\",\n", " \"Negative electrode capacity [A.h]\",\n", " \"Negative electrode upper excess capacity [A.h]\",\n", " \"Negative electrode stoichiometry at minimum SOC\",\n", " \"Negative electrode stoichiometry at maximum SOC\",\n", " \"Positive electrode lower excess capacity [A.h]\",\n", " \"Positive electrode capacity [A.h]\",\n", " \"Positive electrode upper excess capacity [A.h]\",\n", " \"Positive electrode stoichiometry at minimum SOC\",\n", " \"Positive electrode stoichiometry at maximum SOC\",\n", " \"Usable capacity [A.h]\",\n", "]\n", "params_to_save = {k: v for k, v in params_fit.items() if k in params_to_save_list}\n", "iwutil.save.json(params_to_save, Path(\"fitted_parameters\") / \"full_cell_balance.json\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we plot the results" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:31:07.796485Z", "start_time": "2024-03-28T15:31:07.180029Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/Documents/Ionworks/battery-parameter-pipeline/src/ionworkspipeline/data_fits/data_fit.py:568: UserWarning: The figure layout has changed to tight\n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "(
,\n", " array([,\n", " ,\n", " ,\n", " ,\n", " , ],\n", " dtype=object))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "electrode_balance.plot_fit_results()\n", "electrode_balance.plot_trace()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2024-03-28T15:31:07.799882Z", "start_time": "2024-03-28T15:31:07.797871Z" } }, "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": "3.11.9" }, "vscode": { "interpreter": { "hash": "6b12f1f625627d6c4a17ef696ddbbbd9bd4b12881121180de40e09e7956aa05c" } } }, "nbformat": 4, "nbformat_minor": 2 }