Tutorial 16 - add_soh

Step 0: Setup the project and prepare the data

from pathlib import Path

import pydpeet as eet

We will use “ERROR” as the logging style for better readability of the notebook

eet.set_logging_style("ERROR")

standardized_dataframes = eet.read(
    input_path=str(Path.cwd().parent.parent / "res" / "raw_data_from_cyclers"),
    config=eet.ReadConfig.Neware_8_0_0_516,
)

standardized_data = eet.merge_into_series(standardized_dataframes)

segmented_data = eet.add_primitive_segments(
    df=standardized_data,
    config=eet.PrimitiveConfig.DEFAULT,
)

eet.BatteryConfig.DEFAULT

_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)

Step 1: add_soh

data_with_soh = eet.add_soh(
    df=standardized_data,
    neware_bool=True,
    df_primitives=segmented_data,
    config=eet.BatteryConfig.DEFAULT,
    verbose=True,
)

added_cols = [c for c in data_with_soh.columns if c not in standardized_data.columns]
added_cols

['Capacity[Ah]', 'SOH']

data_with_soh.plot(x="Test_Time[s]", y="SOH", style="cx")

<Axes: xlabel='Test_Time[s]'>