任务场景驱动的无线通信跨层智能适变方法OA
Task scenario-driven cross-layer intelligent adaptation approaches for wireless communication
传统无线通信分层优化架构性能受限,且往往缺乏特定任务场景的专门设计,任务场景驱动的跨层联合优化已成为必然发展趋势.然而,其面临多层级参数复杂耦合、不同层级参数响应时间差异大、多节点自主决策冲突严重等挑战.为此,受人脑条件反射快速决策和深度思考高效决策的行为启发,提出任务场景驱动的无线通信跨层智能适变架构,系统阐述面向链路级跨层决策的一体化智能适变和面向网络级多节点协同的高效认知适变等方面的关键技术,并结合具体跨层优化案例对部分关键技术进行验证.
Traditional wireless communication architectures with hierarchical optimization exhibit limited performance and often lack dedicated designs for specific task scenarios.Consequently,task scenario-driven cross-layer joint optimi-zation has become an inevitable trend.However,it faces challenges such as complex coupling of multi-level parameters,large differences in response times at different levels,and severe conflicts in autonomous decision-making among mul-tiple nodes.Therefore,inspired by the fast conditioned reflex and efficient decision-making of the human brain through deep thinking,a brain-like intelligent cross-layer joint decision-making architecture driven by task scenarios was pro-posed.The key technologies of integrated intelligent adaptation for link-level cross-layer decision-making and efficient cognitive adaptation for multi-node collaboration at the network level were systematically expounded.Some key tech-nologies were verified through specific cross-layer optimization cases.
钟天尧;姚欢;冯智斌;郑学强;徐煜华;徐逸凡;陈瑾
陆军工程大学通信工程学院,江苏 南京 210014陆军工程大学通信工程学院,江苏 南京 210014陆军工程大学通信工程学院,江苏 南京 210014陆军工程大学通信工程学院,江苏 南京 210014陆军工程大学通信工程学院,江苏 南京 210014陆军工程大学通信工程学院,江苏 南京 210014陆军工程大学通信工程学院,江苏 南京 210014
信息技术与安全科学
无线通信跨层优化类脑决策架构任务驱动智能适变
wireless communicationcross-layer optimizationbrain-like decision architecturetask-drivenintelligent ad-aptation
《通信学报》 2026 (2)
61-72,12
国家自然科学基金联合基金资助项目(No.U22B2002)江苏省前沿引领技术基础研究专项基金资助项目(No.BK20212001)国家自然科学基金资助项目(No.62401625,No.62501641)江苏省青年基金资助项目(No.BK20231027) The Joint Funds of the National Natural Science Foundation of China(No.U22B2002),Jiangsu Province Special Fund for Leading-edge Technology Basic Research(No.BK20212001),The National Natural Science Foundation of China(No.62401625,No.62501641),Jiangsu Province Science Foundation for Youths(No.BK20231027)
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