An approach for emotions and behavior modeling in a crowd in the presence of rare events

被引:12
作者
Saifi, Lynda [1 ]
Boubetra, Abdelhak [1 ]
Nouioua, Farid [2 ]
机构
[1] Univ Bordj Bou Arreridj, Dept Comp Sci, Bordj Bou Arreridj 34000, Algeria
[2] Univ Aix Marseille, LSIS, Marseille, France
关键词
Crowd; emotion; critical emotions; personality; behavior; influence; emotional influence; behavioral influence; SIMULATION;
D O I
10.1177/1059712316674784
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A common phenomenon in everyday life is that, when a strange event occurs or is announced, a regular crowd can completely change, showing different intense emotions and sometimes uncontrollable and violent emerging behavior. These emotions and behaviors that disturb the organization of a crowd are of concern in our study, and we attempt to predict these suspicious circumstances and provide help in making the right decisions at the right time. Furthermore, most of the models that address crowd disasters belong to the physical or the cognitive approaches. They study pedestrian flow and collision avoidance, etc., and they use walking speed and angle of vision. However, in this work, based on a behavioral rules approach, we aim to model emergent emotion, behavior and influence in a crowd, taking into account particularly the personality of members of the crowd. For this purpose, we have combined the OCEAN (Openness, Consciousness, Extraversion, Agreeableness, and Neuroticism) personality model with the OCC (Ortony, Clore, and Collins) emotional model to indicate the susceptibility of each of the five personality factors to feeling every emotion. Then we proposed an approach that uses first fuzzy logic for the emotional modeling of critical emotions of members of the crowd at the announcement or the presence of unusual events, in order to quantify emotions. Then, we model the behavior and the tendency towards actions using probability theory. Finally, the influence among the members of the crowd is modeled using the neighborhood principle and cellular automata.
引用
收藏
页码:428 / 445
页数:18
相关论文
共 26 条
[11]  
Lungu V, 2013, ADV INTELL SYST, V187, P207
[12]   Simulation of Emotional Processes in Decision Making [J].
Mahboub, Karim ;
Jay, Veronique .
COMPLEX SYSTEMS AND SELF-ORGANIZATION MODELLING, 2009, :165-175
[13]   EXPERIMENT IN LINGUISTIC SYNTHESIS WITH A FUZZY LOGIC CONTROLLER [J].
MAMDANI, EH ;
ASSILIAN, S .
INTERNATIONAL JOURNAL OF MAN-MACHINE STUDIES, 1975, 7 (01) :1-13
[14]  
Mandler George, 1992, P61
[15]   VALIDATION OF THE 5-FACTOR MODEL OF PERSONALITY ACROSS INSTRUMENTS AND OBSERVERS [J].
MCCRAE, RR ;
COSTA, PT .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1987, 52 (01) :81-90
[16]   Perceiving emotion in crowds: the role of dynamic body postures on the perception of emotion in crowded scenes [J].
McHugh, Joanna Edel ;
McDonnell, Rachel ;
O'Sullivan, Carol ;
Newell, Fiona N. .
EXPERIMENTAL BRAIN RESEARCH, 2010, 204 (03) :361-372
[17]   How simple rules determine pedestrian behavior and crowd disasters [J].
Moussaid, Mehdi ;
Helbing, Dirk ;
Theraulaz, Guy .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (17) :6884-6888
[18]   Simulation of the Dynamics of Nonplayer Characters' Emotions and Social Relations in Games [J].
Ochs, Magalie ;
Sabouret, Nicolas ;
Corruble, Vincent .
IEEE TRANSACTIONS ON COMPUTATIONAL INTELLIGENCE AND AI IN GAMES, 2009, 1 (04) :281-297
[19]  
Pelechano N, 2007, SYMPOSIUM ON COMPUTER ANIMATION 2007: ACM SIGGRAPH/ EUROGRAPHICS SYMPOSIUM PROCEEDINGS, P99
[20]   Anger evaluation for fuzzy agents with dynamic personality [J].
PourMohammadBagher, Latifeh ;
Kaedi, Marjan ;
Ghasem-Aghaee, Nasser ;
Oeren, Tuncer I. .
MATHEMATICAL AND COMPUTER MODELLING OF DYNAMICAL SYSTEMS, 2009, 15 (06) :535-553