Satellite-based land surface temperature and soil moisture observations accurately predict soil respiration in temperate deciduous and coniferous forests

•We estimated soil respiration using empirical and machine learning algorithms.•We calibrated algorithms with in-situ and satellite soil moisture and temperature.•Satellite-based soil respiration had comparable accuracy to ground-based estimates.•Algorithms that included soil moisture outperformed those driven solely by temperature.