Multi-agent based manufacturing: current trends and challenges
T Pulikottil, LA Estrada-Jimenez… - 2021 26th IEEE …, 2021 - ieeexplore.ieee.org
The advent of Industry 4.0 and the development of future industrial applications can be
achieved using Cyber-Physical Systems (CPS). This technological development invokes …
achieved using Cyber-Physical Systems (CPS). This technological development invokes …
Towards the application of machine learning in digital twin technology: a multi-scale review
This review article delves into the conceptual framework of digital twins and their diverse
applications across research domains, highlighting the pivotal role of machine learning in …
applications across research domains, highlighting the pivotal role of machine learning in …
Collaborative dynamic scheduling in a self-organizing manufacturing system using multi-agent reinforcement learning
Y Gui, Z Zhang, D Tang, H Zhu, Y Zhang - Advanced Engineering …, 2024 - Elsevier
Personalized product demands have made the production mode of many varieties and small
batches mainstream. Self-organizing manufacturing systems represented by multi-agent …
batches mainstream. Self-organizing manufacturing systems represented by multi-agent …
[HTML][HTML] Decentralized learning multi-agent system for online machine shop scheduling problem
Customer profiles have rapidly changed over the past few years, with products being
requested with more customization and with lower demand. In addition to the advances in …
requested with more customization and with lower demand. In addition to the advances in …
An imitation and heuristic method for scheduling with subcontracted resources
A Antonova, K Aksyonov, O Aksyonova - Mathematics, 2021 - mdpi.com
A scheduling problem with subcontracted resources is widely spread and is associated with
the distribution of limited renewable and non-renewable resources, both own and …
the distribution of limited renewable and non-renewable resources, both own and …
A Decentralized Optimization Algorithm for Multi-Agent Job Shop Scheduling with Private Information
X Zhou, W Rao, Y Liu, S Sun - Mathematics, 2024 - mdpi.com
The optimization of job shop scheduling is pivotal for improving overall production efficiency
within a workshop. In demand-driven personalized production modes, achieving a balance …
within a workshop. In demand-driven personalized production modes, achieving a balance …
Service perspective based production control system for smart job shop under industry 4.0
C Wang, G Zhou, Z Zhu - Robotics and computer-integrated manufacturing, 2020 - Elsevier
Industry 4.0 describes a smart job shop as follows: it can meet individual customer
requirements even if the requirements are changed at the last minute; its production control …
requirements even if the requirements are changed at the last minute; its production control …
[HTML][HTML] Assessing the level of centralisation in scheduling decisions: The role of hybrid approaches
JM Framinan, P Perez-Gonzalez… - Journal of Industrial …, 2024 - Elsevier
Decentralised scheduling has been recently advocated as a promising alternative to
overcome the difficulties of scheduling jobs in today's complex and uncertain manufacturing …
overcome the difficulties of scheduling jobs in today's complex and uncertain manufacturing …
Simulation-based performance assessment of a new job-shop dispatching rule for the semi-heterarchical industry 4.0 architecture
G Guizzi, S Vespoli, A Grassi… - 2020 Winter Simulation …, 2020 - ieeexplore.ieee.org
In the recent years, the advent of the Industry 4.0, the concepts of Cyber-Physical System
and Internet of Things arises, allowing to shift from a classical hierarchical approach to the …
and Internet of Things arises, allowing to shift from a classical hierarchical approach to the …
[HTML][HTML] Enhancing stability and robustness in online machine shop scheduling: A multi-agent system and negotiation-based approach for handling machine …
Autonomous factories require high levels of adaptability, flexibility, and resilience to react to
uncertainties on the shop floor, such as machine downtime. This paper proposes a …
uncertainties on the shop floor, such as machine downtime. This paper proposes a …