@famuvie @ikosmidis Yes, there is some work in that direction. For example, Baran & Nemoda proposed to use a censored shifted gamma distribution for modeling precipitation (non-negative with point mass at zero).
But I haven't tried how reliably their exceedence parameter can be estimated in practice (without shrinkage towards zero).
https://doi.org/10.1002/env.2391
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