Systematic comparison of software agents and Digital Twins: differences, similarities, and synergies in industrial production

Author:

Reinpold Lasse M.ORCID,Wagner Lukas P.,Gehlhoff Felix,Ramonat Malte,Kilthau Maximilian,Gill Milapji S.,Reif Jonathan T.,Henkel Vincent,Scholz Lena,Fay Alexander

Abstract

AbstractTo achieve a highly agile and flexible production, a transformational shift is envisioned whereby industrial production systems evolve to be more decentralized, interconnected, and intelligent. Within this vision, production assets collaborate with each other, exhibiting a high degree of autonomy. Furthermore, information about individual production assets is accessible throughout their entire life-cycles. To realize this vision, the use of advanced information technology is required. Two commonly applied software paradigms in this context are Software Agents (referred to as Agents) and Digital Twins (DTs). This work presents a systematic comparison of Agents and DTs in industrial applications. The goal of the study is to determine the differences, similarities, and potential synergies between the two paradigms. The comparison is based on the purposes for which Agents and DTs are applied, the properties and capabilities exhibited by these software paradigms, and how they can be allocated within the Reference Architecture Model Industry 4.0. The comparison reveals that Agents are commonly employed in the collaborative planning and execution of production processes, while DTs are generally more applied to monitor production resources and process information. Although these observations imply characteristic sets of capabilities and properties for both Agents and DTs, a clear and definitive distinction between the two paradigms cannot be made. Instead, the analysis indicates that production assets utilizing a combination of Agents and DTs would demonstrate high degrees of intelligence, autonomy, sociability, and fidelity. To achieve this, further standardization is required, particularly in the field of DTs.

Funder

Digitalization and Technology Research Center of the Bundeswehr

Bundesministerium für Wirtschaft und Klimaschutz

VDI/VDE Innovation + Technik GmbH

Bundesministerium für Bildung und Forschung

Helmut-Schmidt-Universität Universität der Bundeswehr Hamburg

Publisher

Springer Science and Business Media LLC

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. A Multi-Agent Approach for the Optimized Operation of Modular Electrolysis Plants;Energies;2024-07-09

2. A Review on Multi-Agent Systems and JADE Applications in Microgrids;2024 12th International Conference on Smart Grid (icSmartGrid);2024-05-27

3. Cost Optimized Scheduling in Modular Electrolysis Plants;2024 IEEE International Conference on Industrial Technology (ICIT);2024-03-25

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3