科技创新与应用2026，Vol.16Issue(4)：40-43,4.DOI:10.19981/j.CN23-1581/G3.2026.04.009
基于强化学习的产品服务一体化设计生成方法
摘要
Abstract
With the continuous evolution of personalized demands and complex environments in the market,traditional design solution generation methods have become inadequate to meet the dynamic and real-time requirements in design.To address diverse user demands and complex and volatile market conditions,this paper focuses on the problem of product-serviced integrated design and proposes a reinforcement learning-based design solution generation method.It models the design problem based on actual examples from the enterprise production process and conducts instance verification through deep Q-networks.The experimental results show that the proposed design solution generation method demonstrates good adaptability and intelligence in scenarios of a certain complexity,to some extent solving the challenges faced by traditional design methods.关键词
强化学习/产品服务配置/概念设计/一体化设计/方案生成方法Key words
reinforcement learning/product and service configuration/conceptual design/integrated design/plan generation method分类
信息技术与安全科学引用本文复制引用
岳子政,王金强,刘敏霞,刘欣,崔浩然..基于强化学习的产品服务一体化设计生成方法[J].科技创新与应用,2026,16(4):40-43,4.基金项目
2023年国防基础科研计划重点项目(JCKY2023204B015) （JCKY2023204B015）
