Machine learning identifies nullclines in oscillatory dynamical systems

Bartosz Prokop, Jimmy Billen, Nikita Frolov +1

We introduce CLINE (Computational Learning and Identification of Nullclines), a neural network-based method that uncovers the hidden structure of nullclines from oscillatory time s…