Adaptive collective routing using gaussian process dynamic congestion models

• Main Authors: LIU, Siyuan, YUE, Yisong, KRISHNAN, Ramayya
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2013
• Subjects: Databases and Information Systems; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/3475; https://ink.library.smu.edu.sg/context/sis_research/article/4476/viewcontent/C66___Adaptive_Collective_Routing_Using_Gaussian_Process_Dynamic_Congestion_Models__KDD2013_.pdf
• Institution: Singapore Management University

We consider the problem of adaptively routing a fleet of cooperative vehicles within a road network in the presence of uncertain and dynamic congestion conditions. To tackle this problem, we first propose a Gaussian Process Dynamic Congestion Model that can effectively characterize both the dynamics...