Experimental use of a data-driven chaos indicator from surrogate model predictive uncertainty optimizes sextupole settings in NSLS-II, enlarging dynamic aperture and raising injection efficiency.
Fast dynamic aperture optimization with forward- reversal integration,
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Online optimization of nonlinear lattice using a data-driven chaos indicator
Experimental use of a data-driven chaos indicator from surrogate model predictive uncertainty optimizes sextupole settings in NSLS-II, enlarging dynamic aperture and raising injection efficiency.