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Add efficiency calculations and new format of summary df

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This commit is contained in:
rasmusvt 2022-08-05 10:35:35 +02:00
parent 745522ed82
commit b8ce2b64cc
1 changed files with 33 additions and 6 deletions
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39
nafuma/electrochemistry/io.py
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@ -342,18 +342,31 @@ def process_neware_data(df, options={}):
df = add_columns(df=df, options=options) df = add_columns(df=df, options=options)
df = unit_conversion(df=df, options=options) df = unit_conversion(df=df, options=options)
#df = calculate_efficiency(df=df, options=options)
if options['splice_cycles']: if options['splice_cycles']:
df = splice_cycles(df=df, options=options) df = splice_cycles(df=df, options=options)
chg_df = df.loc[df['status'] == 'CC Chg'] chg_df = df.loc[df['status'] == 'CC Chg']
chg_df.reset_index(inplace=True)
dchg_df = df.loc[df['status'] == 'CC DChg'] dchg_df = df.loc[df['status'] == 'CC DChg']
dchg_df.reset_index(inplace=True)
cycles = [chg_df, dchg_df] # Construct new DataFrame
new_df = pd.DataFrame(chg_df["cycle"])
new_df.insert(1,'charge_capacity',chg_df['capacity'])
new_df.insert(1,'charge_specific_capacity',chg_df['specific_capacity'])
new_df.insert(1,'discharge_capacity',dchg_df['capacity'])
new_df.insert(1,'discharge_specific_capacity',dchg_df['specific_capacity'])
new_df.insert(1,'charge_energy',chg_df['energy'])
new_df.insert(1,'charge_specific_energy',chg_df['specific_energy'])
new_df.insert(1,'discharge_energy',dchg_df['energy'])
new_df.insert(1,'discharge_specific_energy',dchg_df['specific_energy'])
return cycles new_df = calculate_efficiency(df=new_df, options=options)
return new_df
@ -462,9 +475,23 @@ def add_columns(df, options):
return df return df
#def calculate_efficiency(df, options): def calculate_efficiency(df: pd.DataFrame, options: dict) -> pd.DataFrame:
#
# df['coulombic_efficiency'] =
default_options = {
'reference_index': 0
}
options = aux.update_options(options=options, required_options=default_options.keys(), default_options=default_options)
df['charge_capacity_fade'] = (df['charge_capacity'] / df['charge_capacity'].iloc[options['reference_index']])*100
df['discharge_capacity_fade'] = (df['discharge_capacity'] / df['discharge_capacity'].iloc[options['reference_index']])*100
df['coulombic_efficiency'] = (df['discharge_capacity'] / df['charge_capacity'])*100
df['energy_efficiency'] = (df['discharge_energy'] / df['charge_energy'])*100
return df
def unit_conversion(df, options): def unit_conversion(df, options):