{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Fitting OCP hysteresis\n", "\n", "In this example, we show how to fit the lithiation and delithiation OCPs at the same time in a way that is consistent with the MSMR model. In particular, we want the total capacity to be the same during lithiation and delithiation. To ensure this, we fit a single capacity for each species, and separate reference potential and activities for lithiation and delithiation (`5n` parameters for `n` species)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import ionworkspipeline as iwp\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.signal import savgol_filter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use data from half-cells constructed from an LGM50 cell, as reported in https://github.com/paramm-team/pybamm-param" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = {}\n", "Q_max_data = 0\n", "fig, ax = plt.subplots(1, 3, figsize=(10, 5))\n", "for direction in [\"lithiation\", \"delithiation\"]:\n", " # Smooth\n", " raw_ocp_data = pd.read_csv(f\"anode_ocp_{direction}.csv\", comment=\"#\")\n", " q_smoothed = savgol_filter(\n", " raw_ocp_data[\"Capacity [A.h]\"].values, window_length=11, polyorder=1\n", " )\n", " U_smoothed = savgol_filter(\n", " raw_ocp_data[\"Voltage [V]\"].values, window_length=11, polyorder=1\n", " )\n", "\n", " # Store in a dataframe\n", " ocp_data = pd.DataFrame({\"Capacity [A.h]\": q_smoothed, \"Voltage [V]\": U_smoothed})\n", " # Preprocess\n", " ocp_data = iwp.data_fits.preprocess.sort_capacity_and_ocp(ocp_data)\n", " ocp_data = iwp.data_fits.preprocess.remove_ocp_extremes(ocp_data)\n", " q = ocp_data[\"Capacity [A.h]\"].values\n", " U = ocp_data[\"Voltage [V]\"].values\n", " data[direction] = ocp_data\n", " # Maximum capacity, will be used later as an initial guess for the electrode capacity\n", " Q_max_data = max(Q_max_data, ocp_data[\"Capacity [A.h]\"].max())\n", "\n", " # Plot\n", " dUdQ = -np.gradient(U, q)\n", " dQdU = -np.gradient(q, U)\n", " ax[0].plot(q, U, \"-x\", label=direction)\n", " ax[0].set_xlabel(\"Capacity [A.h]\")\n", " ax[0].set_ylabel(\"Voltage [V]\")\n", " ax[1].plot(q, dUdQ, \"-x\")\n", " ax[1].set_xlabel(\"Capacity [A.h]\")\n", " ax[1].set_ylabel(\"dU/dQ [V/A.h]\")\n", " ax[1].set_ylim(0, 0.5)\n", " ax[2].plot(dQdU, U, \"-x\")\n", " ax[2].set_xlabel(\"dQ/dU [A.h/V]\")\n", " ax[2].set_ylabel(\"Voltage [V]\")\n", " ax[2].set_xlim(0, 200)\n", "ax[0].legend()\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit the lithiation and delithiation separately to get an initial guess and bounds for the parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See `ocp_fitting.ipynb` for details." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/Documents/Ionworks/ionworkspipeline/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": [ "# Initial guess of Graphite from Verbrugge et al 2017 J. Electrochem. Soc. 164 E3243\n", "msmr_param_init = iwp.Material(\"GRAPHITE_VERBRUGGE2017\").parameter_values\n", "\n", "msmr_param_fit = {}\n", "for direction, data_ in data.items():\n", " Q_use = data_[\"Capacity [A.h]\"].max()\n", "\n", " # Add Parameter objects for the MSMR parameters X_j, U0_j, and w_j\n", " def bounds_function(var, initial_value, Q_total):\n", " if var.startswith(\"Q\"):\n", " return 0, Q_total\n", " elif var.startswith(\"X\"):\n", " return 0, 1\n", " elif var.startswith(\"U\"):\n", " return max(0, initial_value - 0.1), initial_value + 0.1\n", " elif var.startswith(\"w\"):\n", " return 1e-2, 100\n", "\n", " msmr_params = {\n", " **iwp.objectives.get_msmr_capacity_params_for_fit(\n", " {\"Q_n_lowex\": 0.01 * Q_use},\n", " \"negative\",\n", " Q_use,\n", " parameter_format=\"lower excess capacity only\",\n", " ),\n", " **iwp.objectives.get_msmr_params_for_fit(\n", " msmr_param_init, \"negative\", Q_use, bounds_function=bounds_function\n", " ),\n", " }\n", "\n", " # Set up objective and fit\n", " objective = iwp.objectives.MSMRHalfCell(\n", " \"negative\", data_, options={\"constrain_Xj\": \"false\", \"voltage limits\": (0, 1.5)}\n", " )\n", " ocp_msmr = iwp.DataFit(objective, parameters=msmr_params)\n", "\n", " # Run the fit\n", " msmr_param_fit[direction] = ocp_msmr.run({\"Ambient temperature [K]\": 298.15})\n", " fig_ax = ocp_msmr.plot_fit_results()[\"MSMRHalfCell\"]\n", " ax = fig_ax[0][1]\n", " # ax[2].set_xlim(0, 200)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Sort each one by Q so that we get capacities that are close to each other\n", "# for the same electrode at the same time\n", "msmr_param_fit_sorted = {\n", " direction: iwp.objectives.msmr_sort_params(params, sort_by=\"Q_n\")\n", " for direction, params in msmr_param_fit.items()\n", "}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/kn/v6614yy91fq6tjmkj9hx7fc40000gn/T/ipykernel_43495/1576170936.py:16: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " _ = ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha=\"right\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot msmr param fit as a scatter plot on a log scale with the names as the x axis\n", "# make sure each point has the same color in each direction\n", "fig, ax = plt.subplots()\n", "markers = {\"delithiation\": \"o\", \"lithiation\": \"x\"}\n", "for direction, msmr_param in msmr_param_fit_sorted.items():\n", " ax.set_prop_cycle(None)\n", " msmr_param_sorted = dict(sorted(msmr_param.items()))\n", " for name, value in msmr_param_sorted.items():\n", " if \"_0\" in name:\n", " ax.set_prop_cycle(None)\n", " if \"X_\" in name:\n", " continue\n", " ax.scatter(name, value, label=direction, marker=markers[direction])\n", "ax.set_yscale(\"log\")\n", "# rotate the x axis labels\n", "_ = ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha=\"right\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit the MSMR half-cell model with hysteresis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we specify a custom callback that we will use to show the fit results on a single plot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "class Callback(iwp.callbacks.SaveResultsCallback):\n", " def __init__(self, folder=None):\n", " self.folder = folder\n", " self.data = []\n", " self.fit_results = []\n", "\n", " def on_objective_build(self, logs):\n", " self.data.append(logs[\"data\"])\n", "\n", " def on_datafit_finish(self, logs):\n", " self.fit_results.append(logs)\n", "\n", " def plot_fit_results(self):\n", " import matplotlib.pyplot as plt\n", "\n", " colors = [{\"data\": \"C0\", \"fit\": \"C0\"}, {\"data\": \"C1\", \"fit\": \"C1\"}]\n", " labels = [\n", " {\"data\": \"Data (delithiation)\", \"fit\": \"Fit (delithiation)\"},\n", " {\"data\": \"Data (lithiation)\", \"fit\": \"Fit (lithiation)\"},\n", " ]\n", "\n", " fig, axes = plt.subplots(1, 3, figsize=(10, 4))\n", " for idx, (data, fit_result) in enumerate(zip(self.data, self.fit_results)):\n", " iwp.objectives.plot_half_cell_ocp(\n", " data,\n", " fit_result[\"outputs\"],\n", " fig_axes=(fig, axes),\n", " colors=colors[idx],\n", " labels=labels[idx],\n", " )\n", "\n", " fig.tight_layout()\n", "\n", " return fig, axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then create objectives, parameters, and datafit, and run" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/robertwtimms/Documents/Ionworks/ionworkspipeline/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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def hysteresis_bounds_function(var, initial_value, Q_use):\n", " if var.startswith(\"Q_\") and \"lowex\" not in var:\n", " return 0, Q_use\n", " if \"lowex\" in var:\n", " var = \"Negative electrode lower excess capacity [A.h]\"\n", " var_lit = msmr_param_fit_sorted[\"lithiation\"][var]\n", " var_delit = msmr_param_fit_sorted[\"delithiation\"][var]\n", " min_var = min(var_lit, var_delit)\n", " max_var = max(var_lit, var_delit)\n", " delta_var = max_var - min_var\n", " return min_var - 0.5 * delta_var, max_var + 0.5 * delta_var\n", "\n", "\n", "average_param_init = {}\n", "for var in msmr_param_fit_sorted[\"lithiation\"]:\n", " if \"X_\" in var:\n", " continue\n", " average_param_init[var] = np.mean(\n", " [msmr_param_fit_sorted[direction][var] for direction in data]\n", " )\n", "\n", "\n", "objectives = {}\n", "callback = Callback()\n", "n_species = len([k for k in msmr_param_init if \"U0_\" in k])\n", "for direction in [\"lithiation\", \"delithiation\"]:\n", " q_fn = q_fn_delith = iwp.objectives.get_q_half_cell_msmr(\n", " n_species, \"negative\", species_format=\"Qj\", direction=direction\n", " )\n", " objectives[direction] = iwp.objectives.MSMRHalfCell(\n", " \"negative\",\n", " data[direction],\n", " options={\n", " \"capacity function\": q_fn,\n", " \"constrain_Xj\": \"false\",\n", " \"dUdQ cutoff\": 0.6,\n", " \"voltage limits\": (0, 1.5),\n", " },\n", " callbacks=callback,\n", " )\n", "\n", "params_to_fit = {\n", " **iwp.objectives.get_msmr_params_for_fit(\n", " average_param_init,\n", " \"negative\",\n", " Q_max_data,\n", " bounds_function=hysteresis_bounds_function,\n", " species_format=\"Qj\",\n", " hysteresis=True,\n", " ),\n", "}\n", "\n", "# we fit the lower excess capacity for each direction\n", "for direction in [\"delithiation\", \"lithiation\"]:\n", " params_to_fit.update(\n", " iwp.objectives.get_msmr_capacity_params_for_fit(\n", " {\n", " \"Q_n_d_lowex\": average_param_init[\n", " \"Negative electrode lower excess capacity [A.h]\"\n", " ],\n", " \"Q_n_l_lowex\": average_param_init[\n", " \"Negative electrode lower excess capacity [A.h]\"\n", " ],\n", " },\n", " \"negative\",\n", " Q_max_data,\n", " parameter_format=\"lower excess capacity only\",\n", " direction=direction,\n", " bounds_function=hysteresis_bounds_function,\n", " )\n", " )\n", "\n", "data_fit = iwp.DataFit(objectives, parameters=params_to_fit)\n", "\n", "params_fit = data_fit.run({\"Ambient temperature [K]\": 298.15})\n", "fig, axes = callback.plot_fit_results()\n", "_ = axes[2].set_xlim(0, 200)" ] } ], "metadata": { "kernelspec": { "display_name": "bppenv", "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": "938a56cf8cc78a970178b6cd91dbc2084cfe03b4ddf365fda3eb6d44738b4092" } } }, "nbformat": 4, "nbformat_minor": 2 }