profile of multiple species resulting from a set of interconnected chemical reactions. As a
proof of concept of our approach, RNNs were trained on a synthetic dataset generated by
solving the kinetic equations of a system of aqueous inorganic iodine reactions that can
follow after nuclear reactor accidents. We examine the minimum dataset necessary to obtain
accurate predictions and explore the ability of RNNs to interpolate and extrapolate when …