The deterministic shallow water equations (SWEs) are frequently used as a toy model to verify new techniques supposed to enter the milieu of numerical weather prediction. To combine stochastic and deterministic modeling, we propose a random field whose dynamics are governed by the shallow water formalism. The dynamics are introduced by embedding deterministic velocities into a stochastic tempos...

Two-dimensional hydrodynamic models numerically solve full Shallow Water Equations (SWEs). Despite their high accuracy, these have long simulation run times and therefore are of limited use for exploratory or real-time flood predictions. We investigated the possibility improving modelling speed using Machine Learning (ML). propose a new method that replaces computationally expensive parts with ...

Since the flood wave resulting from dam-break can cause loss of lives and properties, it is a significant field in hydraulic studies. However, researchers have limited knowledge regarding phenomena due to lack real case data. Experimental studies producing data are important better understand problem validate numerical or analytical Surface profiles water levels flow downstream contraction were...

This article offers an account of embodied exchange with the world that associates conscious operations with actively inferring the causes of our sensations. Its agenda is to link formal (mathematical) descriptions of dynamical systems to a description of perception in terms of beliefs and goals. The argument has two parts: the first calls on the lawful dynamics of any (weakly mixing ergodic) s...