自动化与信息工程2025，Vol.46Issue(4)：22-27,6.DOI:10.12475/aie.20250403
基于大型语言模型的异构多智能体系统
Heterogeneous Multi-agent System Based on Large Language Models
摘要
Abstract
Aiming at the challenges faced by enterprises during digital transformation when adopting a single-agent framework to achieve intelligent solutions across multiple business scenarios,this paper proposes a heterogeneous multi-agent system based on large language models.The system categorizes agents based on enterprise business domains and constructs a hierarchical architecture for heterogeneous multi-agent systems,enabling agents system to collaborate in a layered manner.Within this architecture,a master agent is responsible for tasks such as business domain recognition,service registration,service distribution,and result aggregation.Domain-specific agents operate independently based on a microservices architecture,enhancing the efficiency and flexibility of the heterogeneous multi-agent system.Experimental results demonstrate that the system not only accomplishes specific tasks across numerous and highly diverse scenarios but also autonomously selects the agent with the best execution performance.关键词
异构多智能体系统/大型语言模型/主控智能体/领域智能体/微服务架构Key words
heterogeneous multi-agent system/large language models/master agent/domain-specific agents/microservices architecture分类
信息技术与安全科学引用本文复制引用
王航,黄小平,甘国操,冉瑛..基于大型语言模型的异构多智能体系统[J].自动化与信息工程,2025,46(4):22-27,6.基金项目
佛山市顺德区科技创新项目(2130218002519) （2130218002519）
广东省科学院青年人才专项(2024GDASQNRC-0327). （2024GDASQNRC-0327）
