现代制造工程 ›› 2026, Vol. 546 ›› Issue (3): 11-19.doi: 10.16731/j.cnki.1671-3133.2026.03.002

• 智能制造 • 上一篇    下一篇

边缘智能体的一种新型架构设计与应用*

杨蔚海, 仲崇权, 刘晓东, 卢伟   

  1. 大连理工大学控制科学与工程学院,大连 116081
  • 收稿日期:2025-03-03 出版日期:2026-03-18 发布日期:2026-04-03
  • 作者简介:卢伟,博士,教授,主要研究方向为计算智能、粒计算、知识发现和表示,以及模糊智能系统和可解释故障诊断与分析等。E-mail:luwei@dlut.edu.cn
  • 基金资助:
    * 国家自然科学基金项目(62073056,61876029);辽宁省应用基础研究项目(2023JH2/101300207);新疆维吾尔自治区科技重大专项项目(2022A01001);大连市重点领域创新团队项目(2021RT14)

A new architecture design and application of edge agents

YANG Yuhai, ZHONG Chongquan, LIU Xiaodong, LU Wei   

  1. School of Control Science and Engineering,Dalian University of Technology,Dalian 116081,China
  • Received:2025-03-03 Online:2026-03-18 Published:2026-04-03

摘要: 随着工业4.0和智能制造的推进,工业流程信息物理系统(CPS)逐渐成为现代制造业的核心技术之一。边缘智能体作为CPS的重要组成部分,通过在现场设备和控制系统之间架设低延迟的计算层,有效提升了生产效率和系统的响应速度。针对工业自动化中的异构设备接入、网络带宽瓶颈及设备实时控制的挑战,提出了一种新型的边缘智能体物理架构并成功研发新型边缘智能体PAG系列控制器。该架构不仅支持多种工业协议的融合接入,还引入了语义识别技术,以优化设备间的数据交换与协同工作。所提架构已成功应用于某公司金属阀栓压力测试系统,通过CPS改造,提升了生产流程的智能化和信息化水平。系统通过边缘智能体对生产数据进行实时采集、分析和处理,实现了设备自动监控、数据记录与质量控制,极大提高了生产效率和检测精度。试验结果表明,改造后的系统使得工期缩短了36 %左右,并且提升了系统的稳定性。研究表明,所提新型边缘智能体的物理架构能够有效应对复杂工业环境中的多种挑战,并可为工业现场设备的智能化升级提供可行的技术解决方案。

关键词: 信息物理系统, 边缘智能体, 阀栓压力检测系统

Abstract: With the advancement of Industry 4.0 and smart manufacturing,Cyber-Physical Systems (CPS) have gradually become one of the core technologies in modern manufacturing. As an important component of CPS,edge agents establish a low-latency computing layer between field devices and control systems,effectively enhancing production efficiency and system response speed. To address the challenges of heterogeneous device integration,network bandwidth bottlenecks,and real-time control in industrial automation,a novel physical layer architecture for edge agents was proposed,and the new PAG series edge agent controllers were successfully developed. This architecture not only supports the integration of multiple industrial protocols but also incorporates semantic recognition technology to optimize data exchange and collaboration between devices. In practical applications,the system was successfully applied to the metal valve stress testing system at one company,where CPS transformation improved the intelligence and informatization of the production process. The system performs real-time data collection,analysis,and processing through the edge agent,enabling automatic monitoring of devices,data recording,and quality control,significantly improving the production efficiency and testing accuracy. Experimental results show that the transformed system reduced the production cycle by approximately 36 % and improved system stability. The study demonstrates that the proposed novel physical layer architecture of edge agents can effectively tackle various challenges in complex industrial environments and provide a feasible technical solution for the intelligent upgrade of industrial field devices.

Key words: cyber-physical systems, edge agents, valve stress testing system

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