Agent-Based Decentralized Manufacturing Execution System via Employment Network Collaboration

High variability in multi-product manufacturing environments and rapidly changing customer demands make decentralized coordination of work-in-process (WIP) and production resources increasingly important. However, the intrinsic rigidity of conventional centralized and monolithic manufacturing execution systems (MESs) renders them unsuitable for such highly dynamic environments. To address this limitation, this study proposes an agent-based distributed, decentralized MES architecture. The manufacturing execution process is realized through collaboration among constituent agents based on an employment network (EmNet). Specifically, three types of agents are introduced: WIPAgents (representing WIPs), PAgents (representing processing resources), and MHAgents (representing material-handling resources). Collaboration among agents (e.g., collaborator discovery, partner selection, and data sharing/exchange) is facilitated by a data-space-based collaboration platform which was introduced in our prior work. To validate the proposed architecture, we built a digital-twin-based simulation testbed and conducted simulation experiments. The experimental results confirm the validity and operational feasibility of the proposed architecture.

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Publication Details

Journal
Applied Sciences
Published
2025-12-30
DOI
https://doi.org/10.3390/app16010386
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.00

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article

Agent-Based Decentralized Manufacturing Execution System via Employment Network Collaboration

Moonsoo Shin
Applied Sciences
Digital Transformation in Industry
article

Agent-Based Decentralized Manufacturing Execution System via Employment Network Collaboration

Moonsoo Shin
article en

Abstract

High variability in multi-product manufacturing environments and rapidly changing customer demands make decentralized coordination of work-in-process (WIP) and production resources increasingly important. However, the intrinsic rigidity of conventional centralized and monolithic manufacturing execution systems (MESs) renders them unsuitable for such highly dynamic environments. To address this limitation, this study proposes an agent-based distributed, decentralized MES architecture. The manufacturing execution process is realized through collaboration among constituent agents based on an employment network (EmNet). Specifically, three types of agents are introduced: WIPAgents (representing WIPs), PAgents (representing processing resources), and MHAgents (representing material-handling resources). Collaboration among agents (e.g., collaborator discovery, partner selection, and data sharing/exchange) is facilitated by a data-space-based collaboration platform which was introduced in our prior work. To validate the proposed architecture, we built a digital-twin-based simulation testbed and conducted simulation experiments. The experimental results confirm the validity and operational feasibility of the proposed architecture.

Applied SciencesVol. 16(1)
Hanbat National University (KR)
Ministry of SMEs and Startups
Decent work and economic growth
Openalex Percentile: Top 32%
Digital Transformation in Industry
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Agent-Based Decentralized Manufacturing Execution System via Employment Network Collaboration — Moonsoo Shin · Applied Sciences (2025) | TGRS Research Map | TGRS