Eliciting agents’ behaviour and model validation using role playing game in agent-based dairy supply chain model

Utomo, D.S. and Onggo, B.S.S. and Eldridge, S. and Daud, A.R. and Tejaningsih, S. (2022) Eliciting agents’ behaviour and model validation using role playing game in agent-based dairy supply chain model. Journal of the Operational Research Society, 73 (12). pp. 2670-2693. ISSN 0160-5682

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Abstract

Role playing games have been widely used to develop and validate an agent-based model by observing players’ behaviour. Our study focuses on proposing a novel approach to use role-playing games in the development and validation of an agent-based model. Our innovations include matching the game’s parameters and player composition to reality, incorporating the design of experiments into the data collection, and incorporating operational validation steps into the process. We demonstrate the benefits of our approach by a case study of a dairy supply chain. Our analysis illustrates that the data obtained from the role playing game are valuable for the validation of agent-based models at the micro-level (process and knowledge representation) and, subsequently, improve the validity of the model at the macro-level.

Item Type:
Journal Article
Journal or Publication Title:
Journal of the Operational Research Society
Uncontrolled Keywords:
/dk/atira/pure/subjectarea/asjc/1400/1404
Subjects:
?? agent-based modellingagriculturebehavioural ordecision rule elicitationrole-playing gamesupply chainvalidationautonomous agentsknowledge representationscattering parameterssimulation platformagent basedagent behavioragent modelingagent-based modelbehavior ??
ID Code:
164270
Deposited By:
Deposited On:
11 Jan 2022 10:30
Refereed?:
Yes
Published?:
Published
Last Modified:
15 Jul 2024 22:13