Hierarchical multi-agent system in traffic network signalization with improved genetic algorithm by Tan, Min Keng, Chuo, Helen Sin Ee, Chin, Renee Ka Yin, Yeo, Kiam Beng, Teo, Kenneth Tze Kin

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A Formal Model of Multi-agent System for University Course Timetabling Problems by Kuan, Yik Junn, Joe Henry Obit, Rayner Alfred, Jetol Bolongkikit

“…This paper describes a general framework of Multi-agent system which incorporates the hyper-heuristics search methodology with both Great Deluge and Simulated Annealing acceptance criteria respectively. …”
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Leader-following consensus of nonlinear multi agent systems based on position and velocity estimations by Mahsa Mohammadi, Mahdi Baradarannia, Ali Farzamnia

“…In this paper, leader-following consensus problem of nonlinear multi-agent systems is studied. In order to obtain control law in multi-agent systems, usually agents’ information should be exactly known, which may not be available in real applications. …”
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Exploring the potential of Dyna-Q learning for multi-agent systems to solve multi-intersection traffic network problems by Teo, Kenneth,Tze Kin, Chin, Yit Kwong, Tan, Min Keng, Yeo Kiam Beng @ Abdul Noor, Nittala Surya Venkata Kameswara Rao, Patricia Anthony, Nurmin Bolong, Yang, Soo Siang, Ismail Saad

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Traffic vehicular network modelling for VANET inter-vehicle data scavenging by Lim, Kit Guan, Tan, Min Keng, Chin, Renee Ka Yin, Yeo, Kiam Beng, Teo, Kenneth Tze Kin

“…Many researches have been done to relieve such situation including altering with traffic signal timing plan, either in single intersection or in multi-agent system. Another research area will be the wireless communication in vehicular network. …”
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Microscopic control and optimization of traffic network with Q-Learning algorithm by Chin, Yit Kwong

“…QLTSTP is designed as a multi-agent system with every intersection in the developed traffic network is managed by an individual QLTSTP agent towards a mutual objective. …”
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Decentralized traffic signal control for grid traffic network using genetic algorithm by Min Keng Tan, Helen Sin Ee Chuo, Kiam Beng Yeo, Renee Ka Yin Chin, Sha Huang, Kenneth Tze Kin Teo

“…Each intersection is integrated with a GA based signal controller or known as agent to form a multi-agent system. Each agent has the autonomy in controlling their own traffic intersection and they will share their local traffic information to their downstream intersections. …”
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Agent based integer programming framework for solving real-life curriculum-based university course timetabling by Mansour Hassani Abdalla, Joe Henry Obit, Rayner Alfred, Jetol Bolongkikit

“…The proposed framework deal with the problem using a distributed Multi-Agent System (MAS) environment in which a central agent coordinates various IP agents that cooperate by sharing the best part of the solution and direct the IP agents towards more promising search space and hence improve a common global list of the solutions. …”
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