16–21 Aug 2026
Daejeon Convention Center
Asia/Seoul timezone

Hierarchical CMA-ES Framework for Multi-Parameter Multi-Objective Optimization of High-Intensity RFQ Beam Dynamics Design

Not scheduled
2h
Daejeon Convention Center

Daejeon Convention Center

107 Expo-ro, Yuseong-gu, Daejeon (34125) South Korea
Poster Presentation MC3.A05: RFQs Poster Session

Speaker

mengxue li (Institute of Modern Physics, Chinese Academy of Sciences)

Description

Abstract: To resolve the strong parameter coupling and competing objectives in high-intensity RFQ beam-dynamics design, this paper presents a hierarchical optimization framework based on the Covariance Matrix Adaptation Evolution Strategy. A 14-knot parameterization reduces the problem from more than 600 dimensions to a tractable 42-dimensional optimization problem.Piecewise Cubic Hermite Interpolating Polynomial is then used to ensure physically smooth and monotonic axial profiles. A multi-stage search strategy is employed, including Latin hypercube sampling with K-means clustering for global exploration, CMA-ES local refinement with IPOP restarts, narrow-range re-optimization, coordinate-descent fine-tuning, and Gaussian perturbation search. This framework is applied to design a 162.5 MHz RFQ which will accelerate the He²⁺ from 50 keV/u to 2 MeV/u with 120emA. The beam dynamics simulation results show that the beam transmission efficiency can be improved from 90% to 99% comparing with the conventional four-section design strategy. This work provides an efficient and automated tool for high-intensity RFQ design and can be extended to other high-current accelerator design.

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Author

mengxue li (Institute of Modern Physics, Chinese Academy of Sciences)

Co-authors

Guangxian Li (Institute of Modern Physics, Chinese Academy of Sciences) Guoxin Chen (Institute of Modern Physics, Chinese Academy of Sciences) Zhongshan Li (Institute of Modern Physics, Chinese Academy of Sciences)

Presentation materials

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