Learning normal form autoencoders for data-driven discovery of universal,parameter-dependent governing equations

Manu Kalia, Steven L. Brunton, Hil G. E. Meijer +2

Complex systems manifest a small number of instabilities and bifurcations that are canonical in nature, resulting in universal pattern forming characteristics as a function of some…