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

Research output: Contribution to Journal/Magazine › Journal article › peer-review

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Eliciting agents’ behaviour and model validation using role playing game in agent-based dairy supply chain model. / Utomo, D.S.; Onggo, B.S.S.; Eldridge, S. et al.
In: Journal of the Operational Research Society, Vol. 73, No. 12, 31.12.2022, p. 2670-2693.

Research output: Contribution to Journal/Magazine › Journal article › peer-review

Harvard

Utomo, DS, Onggo, BSS, Eldridge, S, Daud, AR & 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, vol. 73, no. 12, pp. 2670-2693. https://doi.org/10.1080/01605682.2021.2013137

APA

Utomo, D. S., Onggo, B. S. S., Eldridge, S., Daud, A. R., & 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), 2670-2693. https://doi.org/10.1080/01605682.2021.2013137

Vancouver

Utomo DS, Onggo BSS, Eldridge S, Daud AR, Tejaningsih S. Eliciting agents’ behaviour and model validation using role playing game in agent-based dairy supply chain model. Journal of the Operational Research Society. 2022 Dec 31;73(12):2670-2693. Epub 2021 Dec 14. doi: 10.1080/01605682.2021.2013137

Author

Utomo, D.S. ; Onggo, B.S.S. ; Eldridge, S. et al. / Eliciting agents’ behaviour and model validation using role playing game in agent-based dairy supply chain model. In: Journal of the Operational Research Society. 2022 ; Vol. 73, No. 12. pp. 2670-2693.

Bibtex

@article{f01e52469b7c46a798ef82e8ac73837a,
title = "Eliciting agents{\textquoteright} behaviour and model validation using role playing game in agent-based dairy supply chain model",
abstract = "Role playing games have been widely used to develop and validate an agent-based model by observing players{\textquoteright} 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{\textquoteright}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. ",
keywords = "Agent-based modelling, agriculture, behavioural OR, decision rule elicitation, role-playing game, supply chain, validation, Autonomous agents, Knowledge representation, Scattering parameters, Simulation platform, Agent based, Agent behavior, Agent modeling, Agent-based model, Behavioral OR, Decision rule elicitation, Decision rules, Model validation, Role-playing game, Validation, Computational methods",
author = "D.S. Utomo and B.S.S. Onggo and S. Eldridge and A.R. Daud and S. Tejaningsih",
year = "2022",
month = dec,
day = "31",
doi = "10.1080/01605682.2021.2013137",
language = "English",
volume = "73",
pages = "2670--2693",
journal = "Journal of the Operational Research Society",
issn = "0160-5682",
publisher = "Taylor and Francis Ltd.",
number = "12",

}

RIS

TY - JOUR

T1 - Eliciting agents’ behaviour and model validation using role playing game in agent-based dairy supply chain model

AU - Utomo, D.S.

AU - Onggo, B.S.S.

AU - Eldridge, S.

AU - Daud, A.R.

AU - Tejaningsih, S.

PY - 2022/12/31

Y1 - 2022/12/31

N2 - 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. 

AB - 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. 

KW - Agent-based modelling

KW - agriculture

KW - behavioural OR

KW - decision rule elicitation

KW - role-playing game

KW - supply chain

KW - validation

KW - Autonomous agents

KW - Knowledge representation

KW - Scattering parameters

KW - Simulation platform

KW - Agent based

KW - Agent behavior

KW - Agent modeling

KW - Agent-based model

KW - Behavioral OR

KW - Decision rule elicitation

KW - Decision rules

KW - Model validation

KW - Role-playing game

KW - Validation

KW - Computational methods

U2 - 10.1080/01605682.2021.2013137

DO - 10.1080/01605682.2021.2013137

M3 - Journal article

VL - 73

SP - 2670

EP - 2693

JO - Journal of the Operational Research Society

JF - Journal of the Operational Research Society

SN - 0160-5682

IS - 12

ER -