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Authors: Thai Minh Truong 1 ; Frédéric Amblard 2 ; Benoit Gaudou 2 and Christophe Sibertin Blanc 2

Affiliations: 1 Université Toulouse 1 Capitole and Can Tho University, France ; 2 Université Toulouse 1 Capitole, France

Keyword(s): Calibration, Validation, BI Solution, Data Warehouse, Multi-Agent Simulation, Agent-based Model, Brown Plant Hopper.

Related Ontology Subjects/Areas/Topics: Agent Platforms and Interoperability ; Agents ; Artificial Intelligence ; Bioinformatics ; Biomedical Engineering ; Enterprise Information Systems ; Information Systems Analysis and Specification ; Methodologies and Technologies ; Operational Research ; Simulation

Abstract: Integrated environmental modeling approaches, especially the agent-based modeling one, are increasingly used in large-scale decision support systems. A major consequence of this trend is the manipulation and generation of huge amount of data in simulations, which must be efficiently managed. Furthermore, calibration and validation are also challenges for Agent-Based Modelling and Simulation (ABMS) approaches when the model has to work with integrated systems involving high volumes of input/output data. In this paper, we propose a calibration and validation approach for an agent-based model, using a Combination Framework of Business intelligence solution and Multi-agent platform (CFBM). The CFBM is a logical framework dedicated to the management of the input and output data in simulations, as well as the corresponding empirical datasets in an integrated way. The calibration and validation of Brown Plant Hopper Prediction model are presented and used throughout the paper as a case stud y to illustrate the way CFBM manages the data used and generated during the life-cycle of simulation and validation. (More)

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Paper citation in several formats:
Minh Truong, T.; Amblard, F.; Gaudou, B. and Sibertin Blanc, C. (2014). To Calibrate & Validate an Agent-based Simulation Model - An Application of the Combination Framework of BI Solution & Multi-agent Platform . In Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-758-016-1; ISSN 2184-433X, SciTePress, pages 172-183. DOI: 10.5220/0004820401720183

@conference{icaart14,
author={Thai {Minh Truong}. and Frédéric Amblard. and Benoit Gaudou. and Christophe {Sibertin Blanc}.},
title={To Calibrate & Validate an Agent-based Simulation Model - An Application of the Combination Framework of BI Solution & Multi-agent Platform },
booktitle={Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2014},
pages={172-183},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004820401720183},
isbn={978-989-758-016-1},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART
TI - To Calibrate & Validate an Agent-based Simulation Model - An Application of the Combination Framework of BI Solution & Multi-agent Platform
SN - 978-989-758-016-1
IS - 2184-433X
AU - Minh Truong, T.
AU - Amblard, F.
AU - Gaudou, B.
AU - Sibertin Blanc, C.
PY - 2014
SP - 172
EP - 183
DO - 10.5220/0004820401720183
PB - SciTePress