Hierarchical multi-agent system in traffic network signalization with improved genetic algorithm

• Main Authors: Tan, Min Keng, Chuo, Helen Sin Ee, Chin, Renee Ka Yin, Yeo, Kiam Beng, Teo, Kenneth Tze Kin
• Format: Proceedings
• Language: English; English
• Published: IEEE Inc. 2019
• Subjects: TE210-228.3 Construction details Including foundations, maintenance, equipment
• Online Access: https://eprints.ums.edu.my/id/eprint/31766/1/Hierarchical%20multi-agent%20system%20in%20traffic%20network%20signalization%20with%20improved%20genetic%20algorithm.ABSTRACT.pdf; https://eprints.ums.edu.my/id/eprint/31766/2/Hierarchical%20multi-agent%20system%20in%20traffic%20network%20signalization%20with%20improved%20genetic%20algorithm.pdf; https://eprints.ums.edu.my/id/eprint/31766/; https://ieeexplore.ieee.org/document/8638464
• Institution: Universiti Malaysia Sabah

Instead of using classical offline data-driven optimization technique in traffic network signal control, this work aims to explore the potential of implementing an online data-driven optimization technique. A dynamic modeling technique is proposed using Q-learning (QL) algorithm to online observe an...