Model preemption based on dynamic analysis of simulation data to accelerate traffic light timing optimisation

• Main Authors: Andelfinger, Philip, Udayakumar, Sajeev, Cai, Wentong, Eckhoff, David, Knoll, Alois
• Other Authors: School of Computer Science and Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2020
• Subjects: Engineering::Computer science and engineering; Optimization; Computational Modeling
• Online Access: https://hdl.handle.net/10356/143197
• Institution: Nanyang Technological University

Since simulation-based optimisation typically requires large numbers of runs to identify sufficiently good solutions, the costs in terms of time and hardware can be enormous. To avoid unnecessary simulation runs, surrogate models can be applied, which estimate the simulation output under a given par...