Development in Agent Based Systems for Intelligent Manufacturing

Khalid Nagadi
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Abstract

Revolutionary and latest technologies have changed the manufacturing sector. Emerging technologies have developed smart and intelligent manufacturing systems. Latest manufacturing systems have overcome the issues related to communication, integration, data sharing, coordination, and autonomous behavior. Similarly, these technologies also address the issue related to self-awareness, complex structures, upscaling, and heterogeneity. Internet of things, holonic technology and agent-based systems are employed in manufacturing industries to overcome different issues and production inefficiencies. With ever-changing needs and market environment, the manufacturing sector must keep up with the pace by using these modern technologies. This paper summarizes the role of agent-based systems in providing robust solutions for the deficiencies in manufacturing. Agent-based systems can be used in the whole value chain of the manufacturing unit ranging from processes, machine assembly, production line, logistics to supply chain. Agent-based systems integrate all these units to exchange information and to use various resources by making autonomous decisions. Agents are smart and intelligent and take decisions through reasoning and continuous learning. Agents based systems can be integrated with holonic technologies, AI and Internet of things to further enhance the manufacturing capabilities. Integration of agent-based systems with other technologies and applications are discussed in this review.
智能制造中基于Agent的系统开发
革命性的最新技术改变了制造业。新兴技术发展了智能制造系统。最新的制造系统已经克服了与通信、集成、数据共享、协调和自主行为相关的问题。同样,这些技术也解决了与自我意识、复杂结构、升级和异质性相关的问题。物联网、全息技术和基于代理的系统被应用于制造业,以克服不同的问题和生产效率低下。随着需求和市场环境的不断变化,制造业必须通过使用这些现代技术来跟上步伐。本文总结了基于智能体的系统在为制造业的缺陷提供鲁棒解决方案方面的作用。基于代理的系统可用于制造单元的整个价值链,从流程、机器装配、生产线、物流到供应链。基于代理的系统集成了所有这些单元,通过自主决策来交换信息和使用各种资源。智能体是聪明的,通过推理和持续学习来做决定。基于代理的系统可以与全息技术、人工智能和物联网相结合,进一步提高制造能力。本文讨论了基于代理的系统与其他技术和应用的集成。
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