Lawrence Berkeley National Laboratory
Genetic algorithm for chromaticity correction in diffraction limited storage rings
- Author(s): Ehrlichman, MP
- et al.
Published Web Locationhttps://doi.org/10.1103/PhysRevAccelBeams.19.044001
A multi-objective genetic algorithm is developed for optimizing nonlinearities in diffraction limited storage rings. This algorithm determines sextupole and octupole strengths for chromaticity correction that deliver optimized dynamic aperture and beam lifetime. The algorithm makes use of dominance constraints to breed desirable properties into the early generations. The momentum aperture is optimized indirectly by constraining the chromatic tune footprint and optimizing the off-energy dynamic aperture. The result is an effective and computationally efficient technique for correcting chromaticity in a storage ring while maintaining optimal dynamic aperture and beam lifetime. This framework was developed for the Swiss Light Source (SLS) upgrade project.