A novel automated two-step extraction method for lake ice phenology is proposed.
The first step makes use of NIR and the second step uses TIR derived LSWT data.
LSWT thresholds are derived from the data itself.
This avoids the definition of arbitrary or lake specific thresholds.
The method was validated for European lakes located in different climate regimes.