复杂系统智能演进技术综述OA
Review of intelligent evolution technology for complex systems
复杂系统作为大量局部自治系统持续集成、相互耦合关联而成的大型系统,其智能演进的基本思想是利用智能技术实现系统持续赋能,以人工智能为驱动、以信息大数据为支撑下的复杂系统已实现了技术迭代和场景更新的多轮演进.本文聚焦人工智能复杂系统,首先从智能演进基础理论进行剖析,提炼智能演进概念,围绕复杂系统感知层、计算层、优化层提出演进技术融合框架;其次重点对大数据决策、边缘智能、多智能体协同、自适应演进四大智能关键技术进行总结,概述以上技术在复杂系统内部的关键支撑作用及技术发展演进路线;最后对未来人工智能驱动下的复杂系统演进方向进行了展望.本文可为下一代人工智能复杂系统的发展路径提供理论基础.
As a large-scale system that continuously integrates and couples a large number of local autonomous systems,the basic idea of intelligent evolution of complex systems is to use intelligent technology to achieve continuous em-powerment of the system.The complex system driven by artificial intelligence and supported by big data has achieved multiple rounds of technological iteration and scene updates.This article focuses on complex artificial intelligence sys-tems.Firstly,it analyzes the basic theories of intelligent evolution,refine the concept of intelligent evolution,and pro-pose an evolution technology integration framework centered around the perception layer,computing layer,and optimiz-ation layer of complex systems.and summarizes the four key evolution technologies of big data decision-making,edge intelligence,multi-agent collaboration,and adaptive evolution,summarize the crucial supporting role of the above tech-nologies within complex systems and the development and evolution path of these technologies.It also looks forward to the future direction of complex system evolution driven by artificial intelligence.This article can provide theoretical support for the development path of the next generation of artificial intelligence complex systems.
张万鹏;谭思雨;谷学强;王尧;王笛咏;朱莎莎
国防科技大学智能科学学院,湖南长沙 410073湖南先进技术研究院,湖南长沙 410205国防科技大学智能科学学院,湖南长沙 410073国防科技大学智能科学学院,湖南长沙 410073湖南先进技术研究院,湖南长沙 410205湖南先进技术研究院,湖南长沙 410205
信息技术与安全科学
人工智能复杂系统智能演进学习优化反馈大数据决策边缘智能多智能体协同自适应演进
artificial intelligencecomplex systemsintelligent evolutionlearning optimization feedbackbig data de-cision makingedge intelligencemulti-agent collaborationadaptive evolution
《智能系统学报》 2026 (5)
1084-1105,22
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