martibosch/decentlab-bias-correction

Decentlab LCD Temperature Bias Correction

Radiation-based temperature bias correction model for the Decentlab low-cost device (LCD), trained on parallel measurements against the MeteoSwiss Zollikofen (BER) reference station (summer 2025).

Metrics

	Value
Training R² (EBM)	0.755
Best radiation window	120 min

Usage

from meteora.correction import apply_bias_correction

cor_ts_df = apply_bias_correction(
    lcd_ts_df,
    ref_ts,  # pd.Series, pd.DataFrame or xr.Dataset with shortwave radiation
    "martibosch/decentlab-bias-correction",
    trusted=['interpret.glassbox._ebm._ebm.ExplainableBoostingRegressor', 'meteora.correction.BestScaleRadiationTransformer'],
)

Files

• model.skops: fitted scikit-learn pipeline (ExplainableBoostingRegressor + BestScaleRadiationTransformer)