A k-nearest neighbour technique for experience-based adaptation of assembly stations

D Scrimieri, SM Ratchev - Journal of Control, Automation and Electrical …, 2014 - Springer
We present a technique for automatically acquiring operational knowledge on how to adapt
assembly systems to new production demands or recover from disruptions. Dealing with …

Capture and application of adaptation knowledge on assembly stations

D Scrimieri, S Ratchev - IFAC Proceedings Volumes, 2013 - Elsevier
Dealing with disruptions affecting an assembly station is a complex process which requires
deep knowledge of the assembly process, the product being assembled and the …

Learning and reuse of engineering ramp-up strategies for modular assembly systems

D Scrimieri, RF Oates, SM Ratchev - Journal of Intelligent Manufacturing, 2015 - Springer
We present a decision-support framework for speeding up the ramp-up of modular assembly
systems by learning from past experience. Bringing an assembly system to the expected …

Automated Experience-Based Learning for Plug and Produce Assembly Systems

D Scrimieri, N Antzoulatos, E Castro, SM Ratchev - IFAC-PapersOnLine, 2015 - Elsevier
This paper presents a self-learning technique for modular automated assembly systems.
The technique consists of automatically acquiring experience on the changes made on an …

Automated experience-based learning for plug and produce assembly systems

D Scrimieri, N Antzoulatos, E Castro… - International Journal of …, 2017 - Taylor & Francis
This paper presents a self-learning technique for adapting modular automated assembly
systems. The technique consists of automatically analysing sensor data and acquiring …

[HTML][HTML] Design of a self-learning multi-agent framework for the adaptation of modular production systems

D Scrimieri, SM Afazov, SM Ratchev - The International Journal of …, 2021 - Springer
This paper presents the design of a multi-agent framework that aids engineers in the
adaptation of modular production systems. The framework includes general …

A systematic approach for supporting the adaptation process of discrete manufacturing machines

P Marks, XL Hoang, M Weyrich, A Fay - Research in Engineering Design, 2018 - Springer
Automated manufacturing machines in the discrete manufacturing domain frequently face
changes in requirements, such as volatile customer demands or changes in product …

Towards self-adaptable intelligent assembly systems

N Antzoulatos - 2017 - eprints.nottingham.ac.uk
Currently, European small and medium-sized enterprises (SMEs) are experiencing
increasing pressure to provide high quality goods with customised features while at the …

Systematization approach for the adaptation of manufacturing machines

XL Hoang, A Fay, P Marks… - 2016 IEEE 21st …, 2016 - ieeexplore.ieee.org
Existing production systems need to become more flexible and reconfigurable in order for
manufacturing companies to stay competitive in nowadays highly dynamic markets. To …

Generation and impact analysis of adaptation options for automated manufacturing machines

XL Hoang, A Fay, P Marks… - 2017 22nd IEEE …, 2017 - ieeexplore.ieee.org
Due to current trends in manufacturing, existing machines need to become more flexible to
cope with a more dynamical production environment. To achieve this “flexibilization” …