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

• المؤلفون الرئيسيون: Andelfinger, Philip, Udayakumar, Sajeev, Cai, Wentong, Eckhoff, David, Knoll, Alois
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2020
• الموضوعات: Engineering::Computer science and engineering; Optimization; Computational Modeling
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/143197
• المؤسسة: 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...