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Monte Carlo Tree Search for online decision making in smart industrial production
University of Skövde, School of Engineering Science. University of Skövde, Virtual Engineering Research Environment. (Produktion och automatiseringsteknik, Production and Automation Engineering)ORCID iD: 0000-0003-1679-3319
University of Skövde, School of Engineering Science. University of Skövde, Virtual Engineering Research Environment. (Produktion och automatiseringsteknik, Production and Automation Engineering)ORCID iD: 0000-0002-8906-630X
University of Skövde, School of Engineering Science. University of Skövde, Virtual Engineering Research Environment. (Produktion och automatiseringsteknik, Production and Automation Engineering)ORCID iD: 0000-0003-3973-3394
2021 (English)In: Computers in industry (Print), ISSN 0166-3615, E-ISSN 1872-6194, Vol. 128, p. 1-10, article id 103433Article in journal (Refereed) Published
Abstract [en]

This paper considers the issue of rapid automated decision making in changing factory environments, situations including human-robot collaboration, mass customisation and the need to rapidly adapt activities to new conditions. The approach taken is to adapt the Monte Carlo Tree Search (MCTS) algorithm to provide online choices for the possible actions of machines and workers, interleaving them dynamically in response to the changing conditions of the production process. This paper describes how the MCTS algorithm has been adapted for use in production environments and then the proposed method is illustrated by two examples of the system in use, one simulated and one in a physical test cell.

Place, publisher, year, edition, pages
Elsevier, 2021. Vol. 128, p. 1-10, article id 103433
Keywords [en]
Discrete event simulation, Dynamic scheduling, HRC, Human-robot collaboration, MCTS, Monte Carlo Tree Search
National Category
Computer Sciences Robotics Computer Vision and Robotics (Autonomous Systems)
Research subject
Production and Automation Engineering; VF-KDO
Identifiers
URN: urn:nbn:se:his:diva-19574DOI: 10.1016/j.compind.2021.103433ISI: 000636296000002Scopus ID: 2-s2.0-85102784041OAI: oai:DiVA.org:his-19574DiVA, id: diva2:1541417
Funder
European Commission, 637107Knowledge Foundation, 20160297
Note

CC BY-NC-ND 4.0

Corresponding author at: Högskolan i Skövde, Högskolevägen Box 408, 541 28, Skövde, Sweden. E-mail addresses: richard.james.senington@his.se (R. Senington), bernard.schmidt@his.se (B. Schmidt), anna.syberfeldt@his.se (A. Syberfeldt).

Available from: 2021-03-31 Created: 2021-03-31 Last updated: 2023-02-22Bibliographically approved

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Senington, RichardSchmidt, BernardSyberfeldt, Anna

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