Multi-objective optimization of the dynamic aperture for the Swiss Light Source upgrade

作者: A. Adelmann , M. Kranjcevic , B. Riemann , A. Streun

DOI:

关键词: BrightnessDynamic apertureMulti-objective optimizationMassively parallelComputer scienceMagnetElectronic engineeringUpgradeSwiss Light SourceStorage ring

摘要: The upgrade of the Swiss Light Source, called SLS 2.0, is scheduled for 2023-24. current storage ring will be replaced by one based on multi-bend achromats, allowing about 30 times higher brightness. Due to stronger focusing and required chromatic compensation, finding a reasonably large dynamic aperture (DA) injection, as well an energy acceptance sufficient beam lifetime, challenging. In order maximize DA prolong we combine well-known tracking code tracy with massively parallel implementation multi-objective genetic algorithm (MOGA), further extend this constraint-handling methods. We then optimize magnet configuration two lattices: lattice that used in commissioning phase (phase-1), afterwards, completion (phase-2). Finally, show analyze chosen configurations case phase-1 compare it pre-existing, manually optimized solution.

参考文章(6)
Yongjun Li, Weixing Cheng, Li Hua Yu, Robert Rainer, Genetic algorithm enhanced by machine learning in dynamic aperture optimization Physical review accelerators and beams. ,vol. 21, pp. 054601- ,(2018) , 10.1103/PHYSREVACCELBEAMS.21.054601
Nicole Neveu, Linda Spentzouris, Andreas Adelmann, Yves Ineichen, Anna Kolano, Christof Metzger-Kraus, Costas Bekas, Alessandro Curioni, Peter Arbenz, None, Parallel general purpose multiobjective optimization framework with application to electron beam dynamics Physical review accelerators and beams. ,vol. 22, pp. 054602- ,(2019) , 10.1103/PHYSREVACCELBEAMS.22.054602
Auralee Edelen, Faya Wang, Xiaobiao Huang, Minghao Song, Machine learning for design optimization of storage ring nonlinear dynamics arXiv: Accelerator Physics. ,(2019)
Ursula van Rienen, Peter Arbenz, Andreas Adelmann, Marija Kranjčević, Shahnam Gorgi Zadeh, Constrained multiobjective shape optimization of superconducting rf cavities considering robustness against geometric perturbations Physical review accelerators and beams. ,vol. 22, pp. 122001- ,(2019) , 10.1103/PHYSREVACCELBEAMS.22.122001
M. P. Ehrlichman, Genetic algorithm for chromaticity correction in diffraction limited storage rings Physical review accelerators and beams. ,vol. 19, pp. 044001- ,(2016) , 10.1103/PHYSREVACCELBEAMS.19.044001