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