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Stochastic Cell Transmission Models of Traffic Networks (2304.11654v1)
Published 23 Apr 2023 in cs.LG, cs.SY, eess.SY, and stat.ML
Abstract: We introduce a rigorous framework for stochastic cell transmission models for general traffic networks. The performance of traffic systems is evaluated based on preference functionals and acceptable designs. The numerical implementation combines simulation, Gaussian process regression, and a stochastic exploration procedure. The approach is illustrated in two case studies.
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