世界科学技术-中医药现代化2025，Vol.27Issue(5)：1201-1206,6.DOI:10.11842/wst.20240611004
强化学习在针刺临床研究中的潜在应用、挑战与展望
Potential Applications,Challenges and Prospect of Reinforcement Learning in Acupuncture Clinical Research
摘要
Abstract
With the rapid evolution of artificial intelligence,machine learning has become widely applied in the realm of acupuncture clinical research.However,in comparison to the extensive utilization of supervised and unsupervised learning,attempts at employing reinforcement learning in the field of acupuncture clinical research remain relatively limited.In this article,we briefly introduce the concept and process of reinforcement learning,elucidating distinctions from both supervised and unsupervised learning.Then we discuss the potential applications of reinforcement learning in acupuncture clinical research,and summarizes the challenges that may arise during its implementation.Furthermore,a preliminary discussion on potential solutions to these issues is presented.Finally,a contemplation is offered on the combination of reinforcement learning with acupuncture clinical research,anticipating a meaningful reference for the advancement of reinforcement learning in the exploration and application within acupuncture clinical research and practice.关键词
强化学习/针刺/临床研究/展望Key words
Reinforcement learning/Acupuncture/Clinical research/Outlook分类
医药卫生引用本文复制引用
陈晨,曾婧纯,陆丽明..强化学习在针刺临床研究中的潜在应用、挑战与展望[J].世界科学技术-中医药现代化,2025,27(5):1201-1206,6.基金项目
国家自然科学基金面上项目(82174527):基于AI强化学习算法构建针刺辅助MMT受治者美沙酮减量的优化策略研究,负责人:陆丽明 （82174527）
广东省重点领域研发计划"岭南中医药现代化"重点专项(20B1111100008):针刺法治疗缺血性中风的多中心、随机对照试验及相关机制研究,负责人:许能贵. （20B1111100008）
