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physics.acc-ph2021
Data-driven Chaos Indicator for Nonlinear Dynamics and Applications on Storage Ring Lattice Design
Yongjun Li, Jinyu Wan, Allen Liu +2
A data-driven chaos indicator concept is introduced to characterize the degree of chaos for nonlinear dynamical systems. The indicator is represented by the prediction accuracy of…
physics.acc-ph2021★ 1 cited
Machine learning-based direct solver for one-to-many problems on temporal shaping of relativistic electron beams
Jinyu Wan, Yi Jiao
To control the temporal profile of a relativistic electron beam to meet requirements of various advanced scientific applications like free-electron-laser and plasma wakefield accel…