Reveal normal form structure for nonlinear map in accelerator beam physics with symplectic neural network

Leo He, Yue Hao

Long-term multi-turn tracking is required to study nonlinear phenomena in circular accelerators, such as resonances, chaotic motion, and the dynamic aperture. General-purpose neura…