Agent-Based Modeling and Simulation of the Emotional and Behavioral Dynamics of Human Civilians during Emergency Situations

Agent based social simulations are becoming prevailing tools in the context of human behavior studies. Researchers in psychology, cognitive science and neuroscience have proved the prominent role of emotion on cognition and behavior. Particularly, during emergency situations, human emotional dynamics have a major effect on behavior. In this context, we aim to study the role of emotions in reproducing human-like emotional civilian agents. The objective of the current research work is to model and to simulate human emotional dynamics and their effect on the behaviors of civilians in emergencies. In this article, we describe an emotional agent model that integrates a computational model of emotions. Agent perceptions are subject to a cognitive appraisal process to generate agent emotions. These have an effect on the generation of agent behavior.

[1]  Dominique Longin,et al.  OCC's Emotions: A Formalization in a BDI Logic , 2006, AIMSA.

[2]  Marina L. Gavrilova,et al.  Transactions on Computational Science XII , 2011, Lecture Notes in Computer Science.

[3]  K. Scherer,et al.  Appraisal processes in emotion: Theory, methods, research. , 2001 .

[4]  E R Galea,et al.  Computer modelling of human behaviour in aircraft fire accidents. , 1996, Toxicology.

[5]  Helbing,et al.  Social force model for pedestrian dynamics. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[6]  D. Hantula Sources of Power: How People Make Decisions , 2001 .

[7]  Stacy Marsella,et al.  EMA: A process model of appraisal dynamics , 2009, Cognitive Systems Research.

[8]  Mouna Belhaj,et al.  A Computational Model of Emotions for the Simulation of Human Emotional Dynamics in Emergency Situations , 2014 .

[9]  N. Badler,et al.  Crowd simulation incorporating agent psychological models, roles and communication , 2005 .

[10]  Ana Paiva,et al.  Feeling and Reasoning: A Computational Model for Emotional Characters , 2005, EPIA.

[11]  Michael Lees,et al.  A Computational Model of Emotions for Agent-Based Crowds in Serious Games , 2011, 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology.

[12]  Domitile Lourdeaux,et al.  Personality, Emotions and Physiology in a BDI Agent Architecture: The PEP -≫ BDI Model , 2009, 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology.

[13]  John Domingue,et al.  Artificial Intelligence: Methodology, Systems, and Applications, 12th International Conference, AIMSA 2006, Varna, Bulgaria, September 12-15, 2006, Proceedings , 2006, AIMSA.

[14]  Dirk Helbing A Fluid-Dynamic Model for the Movement of Pedestrians , 1992, Complex Syst..

[15]  Hector J. Levesque,et al.  Proceedings of the 2nd International Conference on Principles of Knowledge Representation and Reasoning , 1991 .

[16]  Stacy Marsella,et al.  Modeling the cognitive antecedents and consequences of emotion , 2009, Cognitive Systems Research.

[17]  John Yen,et al.  FLAME—Fuzzy Logic Adaptive Model of Emotions , 2000, Autonomous Agents and Multi-Agent Systems.

[18]  Alexia Zoumpoulaki,et al.  A Multi-agent Simulation Framework for Emergency Evacuations Incorporating Personality and Emotions , 2010, SETN.

[19]  Fahem Kebair,et al.  Towards a Multiagent Decision Support System for Crisis Management , 2014, J. Intell. Syst..

[20]  Kincho H. Law,et al.  A multi-agent based framework for the simulation of human and social behaviors during emergency evacuations , 2007, AI & SOCIETY.

[21]  Mihai Horia Zaharia,et al.  Agent-based simulation of crowd evacuation behavior , 2009 .

[22]  L. A. Pervin Handbook of Personality: Theory and Research , 1992 .

[23]  Anand S. Rao,et al.  Modeling Rational Agents within a BDI-Architecture , 1997, KR.

[24]  Michael Lees,et al.  HumDPM: A Decision Process Model for Modeling Human-Like Behaviors in Time-Critical and Uncertain Situations , 2011, Trans. Comput. Sci..

[25]  George A. Vouros,et al.  Artificial Intelligence: Theories, Models and Applications, 5th Hellenic Conference on AI, SETN 2008, Syros, Greece, October 2-4, 2008. Proceedings , 2008, SETN.

[26]  Andrew Ortony,et al.  The Cognitive Structure of Emotions , 1988 .

[27]  A. Campbell,et al.  Progress in Artificial Intelligence , 1995, Lecture Notes in Computer Science.

[28]  K. Scherer Appraisal considered as a process of multilevel sequential checking. , 2001 .

[29]  Mehdi Dastani,et al.  Emotions to control agent deliberation , 2010, AAMAS.

[30]  R. Lazarus Emotion and Adaptation , 1991 .

[31]  Tuncer Ören,et al.  Design and implementation of GEmA: A generic emotional agent , 2011, Expert Syst. Appl..