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A Data-Efficient Surrogate Modeling Method for a Cyclotron-Based Proton Therapy Beamline Based on Active Learning

INTERNATIONAL JOURNAL OF MODERN PHYSICS A(2025)

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Key words
Beamline,deep learning,active learning,surrogate model,computational efficiency
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