{ "cells": [ { "cell_type": "markdown", "id": "3227661c7ad98a63", "metadata": {}, "source": "# Tutorial 15 - add_soc" }, { "cell_type": "markdown", "id": "55bbc37fc6a453b4", "metadata": {}, "source": "## Step 0: Setup the project and prepare the data" }, { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2026-06-18T12:01:30.527739800Z", "start_time": "2026-06-18T12:01:30.009898800Z" } }, "source": [ "from pathlib import Path\n", "\n", "import pydpeet as eet" ], "outputs": [], "execution_count": 1 }, { "cell_type": "markdown", "id": "c44394f08aac949e", "metadata": {}, "source": "We will use \"ERROR\" as the logging style for better readability of the notebook" }, { "cell_type": "code", "id": "9edef9d707e9392f", "metadata": { "ExecuteTime": { "end_time": "2026-06-18T12:01:30.534489200Z", "start_time": "2026-06-18T12:01:30.528243Z" } }, "source": [ "eet.set_logging_style(\"ERROR\")" ], "outputs": [], "execution_count": 2 }, { "cell_type": "code", "id": "f07e60bdeabfbc23", "metadata": { "ExecuteTime": { "end_time": "2026-06-18T12:01:34.579760300Z", "start_time": "2026-06-18T12:01:30.535490300Z" } }, "source": [ "standardized_data = eet.read(\n", " input_path=str(Path.cwd().parent.parent / \"res\" / \"raw_data_from_cyclers\" / \"Cal_Ageing_Checkup1.xlsx\"),\n", " config=eet.ReadConfig.Neware_8_0_0_516,\n", ")" ], "outputs": [], "execution_count": 3 }, { "cell_type": "code", "id": "3af661b19a4db93b", "metadata": { "ExecuteTime": { "end_time": "2026-06-18T12:01:35.050036200Z", "start_time": "2026-06-18T12:01:34.581272800Z" } }, "source": [ "segmented_data = eet.add_primitive_segments(\n", " df=standardized_data,\n", " config=eet.PrimitiveConfig.DEFAULT,\n", ")" ], "outputs": [], "execution_count": 4 }, { "cell_type": "code", "id": "9186effcd32669ee", "metadata": { "ExecuteTime": { "end_time": "2026-06-18T12:01:35.068463500Z", "start_time": "2026-06-18T12:01:35.050036200Z" } }, "source": [ "eet.BatteryConfig.DEFAULT" ], "outputs": [ { "data": { "text/plain": [ "_BatteryConfigClass(cell_name='Default', c_ref=4.8, soc_start=0, max_voltage=4.2, min_voltage=2.5, threshold_current=0.075, voltage_intervall=0.01, minimal_current_for_capacity=-1.2, maximal_current_for_capacity=-0.8, min_current_diff=0.5, max_time_diff=0.5, min_voltage_diff=0, ignore_negative_resistance_values=False)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 5 }, { "cell_type": "markdown", "id": "3ce5298b8a8f6a8e", "metadata": {}, "source": "## Step 1: add_soc" }, { "cell_type": "code", "id": "7670108f21833e18", "metadata": { "ExecuteTime": { "end_time": "2026-06-18T12:01:36.275308Z", "start_time": "2026-06-18T12:01:35.069615300Z" } }, "source": [ "df = eet.add_soc(\n", " df=standardized_data,\n", " df_primitives=segmented_data,\n", " config=eet.BatteryConfig.DEFAULT,\n", " methods=[\n", " eet.SocMethod.WITHOUT_RESET,\n", " eet.SocMethod.WITH_RESET_WHEN_EMPTY,\n", " eet.SocMethod.WITH_RESET_WHEN_FULL,\n", " eet.SocMethod.WITH_RESET_WHEN_FULL_AND_EMPTY,\n", " ],\n", " verbose=True,\n", ")" ], "outputs": [], "execution_count": 6 }, { "cell_type": "code", "id": "added_cols_15", "metadata": { "ExecuteTime": { "end_time": "2026-06-18T12:01:36.292867900Z", "start_time": "2026-06-18T12:01:36.281935300Z" } }, "source": [ "added_cols = [c for c in df.columns if c not in standardized_data.columns]\n", "added_cols" ], "outputs": [ { "data": { "text/plain": [ "['Capacity[Ah]',\n", " 'SOC_WITHOUT_RESET',\n", " 'SOC_WITH_RESET_WHEN_EMPTY',\n", " 'SOC_WITH_RESET_WHEN_FULL',\n", " 'SOC_WITH_RESET_WHEN_FULL_AND_EMPTY']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 7 }, { "metadata": {}, "cell_type": "markdown", "source": [ "
\n", "Warning: If you're using an SOC method with reset the function will extrapolate the SOC backwards from the first reset point to deliver a better SOC estimate.\n", "
" ], "id": "fce9bfcb3b728ae" }, { "cell_type": "code", "id": "plot_15", "metadata": { "ExecuteTime": { "end_time": "2026-06-18T12:01:37.331263300Z", "start_time": "2026-06-18T12:01:36.302438700Z" } }, "source": "df.plot(x=\"Test_Time[s]\", y=added_cols[1:])", "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 8 } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }