7–11 Sept 2025
Teaching Hub 502
Europe/London timezone

Design and Development of a FOC algorithm Based on Machine Learning for the HEPS

TUPCO34
9 Sept 2025, 16:00
2h
Courtyard, Liverpool Guild of Students

Courtyard, Liverpool Guild of Students

Liverpool Guild of Students, University of Liverpool
Poster Presentation MC06: Feedback Systems and Beam Stability TUPCO

Speaker

Ying Zhao (Institute of High Energy Physics)

Description

The High Energy Photon Source (HEPS) is the fourth-generation synchrotron light source with a beam energy of 6 GeV, developed by the Institute of High Energy Physics. As a essential partment of the HEPS, The Fast Orbit Feedback (FOFB) systemhas been developed to maintain the beam orbit stability. In this work, a neural network-based algrithm has been designed and developed to replace the tradional PID control algrithm of FOFB. In this papaer, we have introduced the design and developmenyt of the MLP neural network, which has been trained using operational data from HEPS, and hyperparameter optimization was conducted to improve performance. The trained model was then quantized to support deployment on FPGA hardware. A laboratory test environment was set up, where BPM data was fed into the neural network, and the corrected values for the corrector magnets were output after computation. Experimental results show that the neural network maintained a control error of approximately 1 mA. These results demonstrate the feasibility of using neural networks as an effective alternative to PID control in FOFB systems.

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Authors

Dai Quan Zhou (Institute of High Energy Physics) DeChong Zhu (Institute of High Energy Physics) Gao Guodong (Institute of High Energy Physics) Jian She Cao (Institute of High Energy Physics) Jun He (Institute of High Energy Physics) JunHui Yue (Institute of High Energy Physics) Shu Jun Wei (Institute of High Energy Physics) Yan Feng Sui (Institute of High Energy Physics) YiLin Li (Institute of High Energy Physics) Ying Zhao (Institute of High Energy Physics) hong zhang (Institute of High Energy Physics)

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