Intelligent agent simulator in massive crowd

Crowd simulations have many benefits over real-life research such as in computer games, architecture and entertainment. One of the key elements in this study is to include elements of decision-making into the crowd. The aim of this simulator is to simulate the features of an intelligent agent to esc...

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Main Authors: Mohamad, S, Nasir, F.M., Sunar, M.S., Isa, K., Hanifa, R.M., Shah, S.M., Ribuan, M.N, Ahmad, A.
Format: Article
Language:English
Published: Institute of Advanced Engineering and Science (IAES) 2018
Subjects:
Online Access:http://eprints.uthm.edu.my/2844/
http://eprints.uthm.edu.my/2844/1/AJ%202019%20%2841%29.pdf
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author Mohamad, S
Nasir, F.M.
Sunar, M.S.
Isa, K.
Hanifa, R.M.
Shah, S.M.
Ribuan, M.N
Ahmad, A.
author_facet Mohamad, S
Nasir, F.M.
Sunar, M.S.
Isa, K.
Hanifa, R.M.
Shah, S.M.
Ribuan, M.N
Ahmad, A.
author_sort Mohamad, S
building UTHM Institutional Repository
collection Online Access
description Crowd simulations have many benefits over real-life research such as in computer games, architecture and entertainment. One of the key elements in this study is to include elements of decision-making into the crowd. The aim of this simulator is to simulate the features of an intelligent agent to escape from crowded environments especially in one-way corridor, two-way corridor and four-way intersection. The addition of the graphical user interface enables intuitive and fast handling in all settings and features of the Intelligent Agent Simulator and allows convenient research in the field of intelligent behaviour in massive crowd. This paper describes the development of a simulator by using the Open Graphics Library (OpenGL), starting from the production of training data, the simulation process, until the simulation results. The Social Force Model (SFM) is used to generate the motion of agents and the Support Vector Machine (SVM) is used to predict the next step for intelligent agent.
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spelling uthm-28442021-11-15T06:43:47Z http://eprints.uthm.edu.my/2844/ Intelligent agent simulator in massive crowd Mohamad, S Nasir, F.M. Sunar, M.S. Isa, K. Hanifa, R.M. Shah, S.M. Ribuan, M.N Ahmad, A. QA76 Computer software Crowd simulations have many benefits over real-life research such as in computer games, architecture and entertainment. One of the key elements in this study is to include elements of decision-making into the crowd. The aim of this simulator is to simulate the features of an intelligent agent to escape from crowded environments especially in one-way corridor, two-way corridor and four-way intersection. The addition of the graphical user interface enables intuitive and fast handling in all settings and features of the Intelligent Agent Simulator and allows convenient research in the field of intelligent behaviour in massive crowd. This paper describes the development of a simulator by using the Open Graphics Library (OpenGL), starting from the production of training data, the simulation process, until the simulation results. The Social Force Model (SFM) is used to generate the motion of agents and the Support Vector Machine (SVM) is used to predict the next step for intelligent agent. Institute of Advanced Engineering and Science (IAES) 2018 Article PeerReviewed text en http://eprints.uthm.edu.my/2844/1/AJ%202019%20%2841%29.pdf Mohamad, S and Nasir, F.M. and Sunar, M.S. and Isa, K. and Hanifa, R.M. and Shah, S.M. and Ribuan, M.N and Ahmad, A. (2018) Intelligent agent simulator in massive crowd. Indonesian Journal of Electrical Engineering and Computer Science, 11 (2). pp. 577-584. ISSN 2502-4752 http://doi.org/10.11591/ijeecs.v11.i2.pp577-584
spellingShingle QA76 Computer software
Mohamad, S
Nasir, F.M.
Sunar, M.S.
Isa, K.
Hanifa, R.M.
Shah, S.M.
Ribuan, M.N
Ahmad, A.
Intelligent agent simulator in massive crowd
title Intelligent agent simulator in massive crowd
title_full Intelligent agent simulator in massive crowd
title_fullStr Intelligent agent simulator in massive crowd
title_full_unstemmed Intelligent agent simulator in massive crowd
title_short Intelligent agent simulator in massive crowd
title_sort intelligent agent simulator in massive crowd
topic QA76 Computer software
url http://eprints.uthm.edu.my/2844/
http://eprints.uthm.edu.my/2844/
http://eprints.uthm.edu.my/2844/1/AJ%202019%20%2841%29.pdf