Data-driven and autonomous manufacturing control in cyber-physical production systems

O Antons, JC Arlinghaus - Computers in Industry, 2022 - Elsevier
Modern manufacturing networks consist of cyber-physical systems (CPS) which offer an
array of interesting capabilities, ranging from local computation over data generation to …

Designing distributed decision-making authorities for smart factories–understanding the role of manufacturing network architecture

O Antons, JC Arlinghaus - International Journal of Production …, 2024 - Taylor & Francis
The availability of cyber-physical systems (CPS) in modern manufacturing networks
provides a multitude of interesting opportunities from a manufacturing control perspective …

[HTML][HTML] Neural agent-based production planning and control: An architectural review

M Panzer, B Bender, N Gronau - Journal of Manufacturing Systems, 2022 - Elsevier
Nowadays, production planning and control must cope with mass customization, increased
fluctuations in demand, and high competition pressures. Despite prevailing market risks …

Toward an automated learning control architecture for cyber-physical manufacturing systems

I Kovalenko, J Moyne, M Bi, EC Balta, W Ma… - IEEE …, 2022 - ieeexplore.ieee.org
Manufacturers are constantly looking to enhance the performance of their manufacturing
systems by improving their ability to address disruptions and disturbances, while reducing …

Application of reinforcement learning in production planning and control of cyber physical production systems

A Kuhnle, G Lanza - Machine Learning for Cyber Physical Systems …, 2019 - Springer
Abstract Cyber Physical Production Systems (CPPS) provide a huge amount and variety of
process and production data. Simultaneously, operational decisions are getting ever more …

Agent-based distributed manufacturing control: A state-of-the-art survey

P Leitão - Engineering applications of artificial intelligence, 2009 - Elsevier
Manufacturing has faced significant changes during the last years, namely the move from a
local economy towards a global and competitive economy, with markets demanding for …

Adaptation and learning in distributed production control

L Monostori, BC Csáji, B Kadar - CIRP Annals, 2004 - Elsevier
Distributed (agent-based) control architectures offer prospects of reduced complexity, high
flexibility and a high robustness against disturbances in manufacturing. However, it has also …

Virtual comissioning of manufacturing system intelligent control

K Xia, C Sacco, M Kirkpatrick… - … 2019-Charlotte, NC …, 2019 - digitallibrarynasampe.org
Smart manufacturing systems seek to provide adaptive intelligent strategies to
manufacturing practitioners in response to environmental changes, system prognosis, and …

A reactive decentralized coordination algorithm for event-driven production planning and control: A cyber-physical production system prototype case study

ES Okpoti, IJ Jeong - Journal of manufacturing systems, 2021 - Elsevier
Abstract Concepts and expectations of cyber-physical production systems (CPPSs)
underscore their advantages over the present bespoke manufacturing systems. However …

Smart hybrid manufacturing control using cloud computing and the internet-of-things

J Erasmus, P Grefen, I Vanderfeesten, K Traganos - Machines, 2018 - mdpi.com
Industry 4.0 is expected to deliver significant gains in productivity by assimilating several
technological advancements including cloud computing, the Internet-of-Things, and smart …