output
20112026
most citedDifferentiable modeling to unify machine learning and physical models and advance Geosciences

466 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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3 papers · 1 filter

stat.ME2019★ 9 cited

Accelerating Bayesian inference in hydrological modeling with a mechanistic emulator

David Machac, Peter Reichert, Jörg Rieckermann +2

As in many fields of dynamic modeling, the long runtime of hydrological models hinders Bayesian inference of model parameters from data. By replacing a model with an approximation…

stat.ME2016★ 47 cited

Appraisal of data-driven and mechanistic emulators of nonlinear hydrodynamic urban drainage simulators

Juan Pablo Carbajal, João Paulo Leitão, Carlo Albert +1

Many model based scientific and engineering methodologies, such as system identification, sensitivity analysis, optimization and control, require a large number of model evaluation…

stat.ME2011★ 12 cited

A Mechanistic Dynamic Emulator

Carlo Albert

In applied sciences, we often deal with deterministic simulation models that are too slow for simulation-intensive tasks such as calibration or real-time control. In this paper, an…