An EnsCGP-initialized ResNet-18 with ECDF bias correction emulates LISFLOOD-FP flood depths in downtown Chicago with R2 over 0.96 and median depth errors around 1 cm.
A digital elevation model based method for a rapid estimation of flood inundation depth.Journal of Flood Risk Management, 12:e12541, 2019
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Learning Surrogate Rainfall-driven Inundation Models with Few Data
An EnsCGP-initialized ResNet-18 with ECDF bias correction emulates LISFLOOD-FP flood depths in downtown Chicago with R2 over 0.96 and median depth errors around 1 cm.