Super-resolution Reconstruction Algorithm Applied to the Reconstruction of Electron Beam Transverse Phase Space Based on the Scanning Slit Method

WEIAC04
Oct 22, 2025, 10:00 AM
30m
Room C (Conference Center)

Room C

Conference Center

Invited Oral Presentation WGE: Beam Instrumentation, beam Interaction and AI technology WEIAC WGE invited oral

Speaker

Hao Hu (Huazhong University of Science and Technology)

Description

Electron beam injectors, critical to light sources and ultrafast diffraction systems, need precise transverse phase space diagnostics for optimizing beam quality. The slit-scanning method, often combined with computed tomography (CT), is common for non-presumptive phase space reconstruction but has resolution limits due to sparse sampling and constraints of devices/experimental conditions.This study proposes a deep learning-based super-resolution framework to address these issues. Integrating beam transport physics with neural networks, it effectively recovers phase space details from limited slit-scanning data, overcoming resolution degradation in low-data regimes. Compared with traditional methods, it significantly improves reconstructed transverse phase space resolution, better reflecting electron beam transverse performance.Coupled with beam dynamics simulations, it offers systematic engineering solutions for high-fidelity diagnostics, boosting characterization efficiency and reducing accelerator commissioning costs. This research provides an approach to enhance beam transverse phase space reconstruction accuracy, contributing notably to modern particle accelerator technology.

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Authors

Hao Hu (Huazhong University of Science and Technology) Mr Bingyang Zhou (Huazhong University of Science and Technology)

Co-authors

Dr Tongning Hu (Huazhong University of Science and Technology) Mr Kaifeng Liu (Huazhong University of Science and Technology) Yan Wang (Huazhong University of Science and Technology) Yifeng Zeng (Huazhong University of Science and Technology)

Presentation materials

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