“…In the following sections, we present our results on the following fluid dynamical systems: 1) flow past a stationary cylinder, and flow due to two cylinders in out-of-phase motion; and 2) flow past an oscillating foil. These examples are chosen as the former set of scenarios are commonly studied canonical problems in fluid dynamics, with relevance to the marine industry such as in understanding the interaction between risers (Hu & Zhou, 2008;Huera-Huarte & Jiménez-González, 2019;Liu & Jaiman, 2016;Wang, Xiao, Zhu, & Incecik, 2017), while the latter set of scenarios are greatly relevant to the areas of propulsion or energy harvesting (Andersen, Bohr, Schnipper, & Walther, 2017;Jihoon Kim et al, 2015;Kinsey & Dumas, 2008;Read, Hover, & Triantafyllou, 2003). Critically, they also encompass an interesting range of problems in surrogate modeling, including flow in a scenario with a fixed object and constant boundary conditions (flow past a stationary cylinder), flow in a scenario with varying inlet boundary conditions and moving objects (flow past two cylinders in out-of-phase motion), and flow in a scenario with consistent inlet boundary conditions and moving objects but with varying geometries (flow past oscillating foils of different geometries).…”