La simulation sociale en tant qu’outil scientifique nécessite le développement de comportements crédibles pour les agents modélisant le comportement d’acteurs humains. Une façon d’améliorer la crédibilité des simulations obtenues est d’intégrer des dimensions cognitives, affectives et sociales dans la prise de décision des agents. Pour autant, développer des agents avec ces dimensions peut s’avérer compliqué si l’on veut rester accessible à des chercheurs qui ne sont pas experts en programation. L’architecture BEN (Behavior with Emotions and Norms) couple des dimensions affectives et sociales à une prise de décisions basée sur une architecture BDI pour le développement de simulations sociales. BEN est implémenté dans la plateforme de modélisation et de simulation multi-agent GAMA et son utilisation est ici illustrée au travers d’un cas d’étude portant sur l’évacuation d’un bâtiment.
Social simulation as a scientific tool requires the development of credible behaviour for agents modelling the behaviour of human actors. One way to improve the credibility of the resulting simulations is to integrate cognitive, affective and social dimensions into the agents’ decision making. However, developing agents with these dimensions can be complicated if one wants to remain accessible to researchers who are not experts in programming. The BEN (Behavior with Emotions and Norms) architecture couples affective and social dimensions to a BDI-based decision making for the development of social simulations. BEN is implemented in the multi-agent modelling and simulation platform GAMA and its use is illustrated here through a case study on the evacuation of a building.
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Keywords: Social Simulations, cognition, emotion, personnality, norms
Mathieu Bourgais 1 ; Patrick Taillandier 2, 3, 4 ; Laurent Vercouter 1
@article{ROIA_2022__3_5-6_501_0, author = {Mathieu Bourgais and Patrick Taillandier and Laurent Vercouter}, title = {BEN~: {Une} architecture pour des agents cognitifs, affectifs et sociaux dans la simulation}, journal = {Revue Ouverte d'Intelligence Artificielle}, pages = {501--525}, publisher = {Association pour la diffusion de la recherche francophone en intelligence artificielle}, volume = {3}, number = {5-6}, year = {2022}, doi = {10.5802/roia.41}, language = {fr}, url = {https://roia.centre-mersenne.org/articles/10.5802/roia.41/} }
TY - JOUR AU - Mathieu Bourgais AU - Patrick Taillandier AU - Laurent Vercouter TI - BEN : Une architecture pour des agents cognitifs, affectifs et sociaux dans la simulation JO - Revue Ouverte d'Intelligence Artificielle PY - 2022 SP - 501 EP - 525 VL - 3 IS - 5-6 PB - Association pour la diffusion de la recherche francophone en intelligence artificielle UR - https://roia.centre-mersenne.org/articles/10.5802/roia.41/ DO - 10.5802/roia.41 LA - fr ID - ROIA_2022__3_5-6_501_0 ER -
%0 Journal Article %A Mathieu Bourgais %A Patrick Taillandier %A Laurent Vercouter %T BEN : Une architecture pour des agents cognitifs, affectifs et sociaux dans la simulation %J Revue Ouverte d'Intelligence Artificielle %D 2022 %P 501-525 %V 3 %N 5-6 %I Association pour la diffusion de la recherche francophone en intelligence artificielle %U https://roia.centre-mersenne.org/articles/10.5802/roia.41/ %R 10.5802/roia.41 %G fr %F ROIA_2022__3_5-6_501_0
Mathieu Bourgais; Patrick Taillandier; Laurent Vercouter. BEN : Une architecture pour des agents cognitifs, affectifs et sociaux dans la simulation. Revue Ouverte d'Intelligence Artificielle, Post-actes des Journées Francophones sur les Systèmes Multi-Agents (JFSMA 2018-2019-2020), Volume 3 (2022) no. 5-6, pp. 501-525. doi : 10.5802/roia.41. https://roia.centre-mersenne.org/articles/10.5802/roia.41/
[1] Emotions : from psychological theories to logical formalization and implementation in a BDI agent, PhD thesis, INPT Toulouse (2007)
[2] BDI agents in social simulations : a survey, The Knowledge Engineering Review, Volume 31 (2016) no. 3, pp. 207-238 | DOI
[3] BDI vs FSM Agents in Social Simulations for Raising Awareness in Disasters : A Case Study in Melbourne Bushfires, International Journal of Information Systems for Crisis Response and Management (IJISCRAM), Volume 9 (2017) no. 1, pp. 27-44 | DOI
[4] , Dagstuhl Seminar Proceedings (2007)
[5] , IEEE Transactions on Affective Computing (2020) | DOI
[6] Emotion and personality, Columbia University Press, 1960
[7] Brazilian Kiss nightclub disaster, Annals of burns and fire disasters, Volume 26 (2013) no. 1, p. 3
[8] Advancing the art of simulation in the social sciences, Simulating social phenomena, Springer, 1997, pp. 21-40 | DOI
[9] How do agents make decisions ? A survey, Journal of Artificial Societies and Social Simulation, Volume 17 (2014) no. 4, p. 13 | DOI
[10] MATSim-T : Architecture and simulation times, Multi-agent systems for traffic and transportation engineering (2009), pp. 57-78 | DOI
[11] Personality predicts obedience in a Milgram paradigm, Journal of Personality, Volume 83 (2015) no. 3, pp. 299-306 | DOI
[12] Multi-Agent Model For Mutual Absorption Of Emotions, ECMS, Volume 2009 (2009), pp. 212-218 | DOI
[13] , JFSMA 2017 (2017) | HAL
[14] Vers des agents cognitifs, affectifs et sociaux pour la simulation, Theses, Normandie Université (2018) https://tel.archives-ouvertes.fr/tel-01959903
[15] , International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems (2019), pp. 147-163 | DOI
[16] BEN : An architecture for the behavior of social agents, Journal of Artificial Societies and Social Simulation, Volume 23 (2020) no. 4 | DOI
[17] Intentions, plans, and practical reason, Harvard Univ. Press, 1987
[18] , 1st conference GAMA Days 2021 (2021)
[19] , Proceedings of the fifth international conference on Autonomous agents (2001), pp. 9-16 | DOI
[20] Formalisation du savoir et des outils dans le domaine des risques majeurs (DRA-35) – Toxicité et dispersion des fumées d’incendie Phénoménologie et modélisation des effets (2005) (Technical report)
[21] Intention is choice with commitment, Artificial intelligence, Volume 42 (1990) no. 2-3, pp. 213-261 | DOI | MR | Zbl
[22] Self-disclosure and liking : a meta-analytic review, Psychological bulletin, Volume 116 (1994) no. 3, pp. 457-475 | DOI
[23] , ISCRAM (2019)
[24] Fatima modular : Towards an agent architecture with a generic appraisal framework, Emotion modeling, Springer, 2014, pp. 44-56 | DOI
[25] , International Workshop on Multi-Agent Systems and Agent-Based Simulation (2008), pp. 141-153 | DOI
[26] , International workshop on multi-agent systems and agent-based simulation (2004), pp. 130-144 | DOI
[27] , twenty-seventh AAAI conference on artificial intelligence (2013)
[28] Simulation for the social scientist, McGraw-Hill Education (UK), 2005
[29] A domain-independent framework for modeling emotion, Cognitive Systems Research, Volume 5 (2004) no. 4, pp. 269-306 | DOI
[30] Emotional contagion, Current directions in psychological science, Volume 2 (1993) no. 3, pp. 96-100 | DOI
[31] , 5th International conference on autonomous agents (2001)
[32] Enhancing the Realism of Simulation (EROS) : On Implementing and Developing Psychological Theory in Social Simulation, Journal of Artificial Societies and Social Simulation, Volume 20 (2017) no. 3, p. 14 http://jasss.soc.surrey.ac.uk/20/3/14.html | DOI
[33] , Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems (2007) | DOI
[34] Social functions of emotions, Emotions : Current issues and future directions (pp. 192-213), Guilford Press, 2001
[35] Facial expressions of emotion influence interpersonal trait inferences, Journal of Nonverbal Behavior, Volume 20 (1996), pp. 165-182 | DOI
[36] Norm-governed practical reasoning agents, Ph. D. Thesis, University of Aberdeen (2005)
[37] Towards a cognitive multi-agent system for building control, Procedia Computer Science, Volume 88 (2016), pp. 191-197 | DOI
[38] A Survey of Agent Platforms, Journal of Artificial Societies and Social Simulation, Volume 18 (2015) no. 1, p. 11 | DOI
[39] , Web Intelligence and Intelligent Agent Technology (WI-IAT), 2011 IEEE/WIC/ACM International Conference on, Volume 2 (2011), pp. 89-92 | DOI
[40] 3DGIS-Based Multi-Agent Geosimulation and Visualization of Building Evacuation Using GAMA Platform, The International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences (2014), pp. 87-91 | DOI
[41] An introduction to the five-factor model and its applications, Journal of personality, Volume 60 (1992) no. 2, pp. 175-215 | DOI
[42] Li-BIM, an agent-based approach to simulate occupant-building interaction from the Building-Information Modelling, Engineering Applications of Artificial Intelligence, Volume 82 (2019), pp. 44-59 | DOI
[43] , Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems-Volume 1 (2004), pp. 202-209 | DOI
[44] Simulation of the dynamics of nonplayer characters’ emotions and social relations in games, IEEE Transactions on Computational Intelligence and AI in Games, Volume 1 (2009) no. 4, pp. 281-297 | DOI
[45] Memories, thoughts, and emotions : Essays in honor of George Mandler, chapter Value and emotion, Hillsdale, NJ : Erlbaum, 1991 | DOI
[46] The cognitive structure of emotions, Cambridge university press, 1990 | DOI
[47] , Proceedings of the Twenty-first European Conference on Artificial Intelligence (2014) | DOI
[48] Jadex : A BDI reasoning engine, Multi-agent programming, Springer, 2005 | DOI
[49] , ISAMSR (2015), pp. 77-82 | DOI
[50] Emotions as social relationships, Motivation and emotion, Volume 10 (1986), pp. 351-369 | DOI
[51] , International Workshop on Programming Multi-Agent Systems (2007) | DOI
[52] , Hellenic Conference on Artificial Intelligence (2008) | DOI
[53] Psychologically plausible models in agent-based simulations of sustainable behavior, Agent-Based Modeling of Sustainable Behaviors, Springer, 2017, pp. 1-25 | DOI
[54] Positive emotion and the regulation of interpersonal relationships, The regulation of emotion, 2004
[55] , Frontiers in Artificial Intelligence and Applications (ECAI), Volume 263 (2014) | DOI
[56] et al. Emotion and adaptation, Handbook of personality : Theory and research (1990), pp. 609-637 | DOI
[57] Social psychology, Psychology Press, 2014 | DOI
[58] Cognition and multi-agent interaction : From cognitive modeling to social simulation, Cambridge Univ. Press, 2006
[59] Getting acquainted in conversation : a study of initial interactions, John Benjamins Publishing, 2000 | DOI
[60] , MABS 2016 (2016) | DOI
[61] Building, composing and experimenting complex spatial models with the GAMA platform, GeoInformatica, Volume 23 (2019) no. 2, pp. 299-322 | DOI
[62] , International Workshop on Multi-Agent Systems and Agent-Based Simulation (2015), pp. 146-158 | DOI
[63] , International Conference on Principles and Practice of Multi-Agent Systems (2018), pp. 3-18 | DOI
[64] , Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems (2006) | DOI
[65] NetLogo : Center for connected learning and computer-based modeling, Northwestern Univ., Evanston, IL (1999)
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