A reduced fresh water supply, e.g. as a consequence of climate change, can cause an increased salinization (coastal) surface systems and accurate, robust computationally efficient models are needed to study these phenomena. While machine learning (ML) techniques rapidly gaining popularity, their application is not straightforward ‘black-box’ structure typically interpretable, making the unrelia...