Reinforcement Learning Powered Station Parameter Optimized Radiation Therapy (SPORT): A Novel Treatment Planning and Beam Delivery Technique

X. Dai,Y. Yang,W. Liu, T.R. Niedermayer, N. Kovalchuk, M.F. Gensheimer,B.M. Beadle,Q.T. Le,L. Xing

International journal of radiation oncology, biology, physics（2023）

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摘要

We demonstrated that a machine learning-based SPORT framework capable of optimizing the spatial sampling and beam modulation simultaneously for modern radiation therapy. The framework not only significantly improves the quality and efficiency of beam delivery, but also has the potential to be incorporated into current clinical workflow to improve the efficiency of dose planning and delivery.

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关键词

novel treatment planning,radiation,beam,reinforcement,therapy

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