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Professor Carolina Osorio presents ‘Efficient search in high-dimensional spaces: the case of Bayesian optimization for large-scale urban traffic control’
Professor Carolina Osorio presents ‘Efficient search in high-dimensional spaces: the case of Bayesian optimization for large-scale urban traffic control’
In this talk, we consider high-dimensional traffic signal control problems that arise in congested metropolitan areas. We focus on the use of high-resolution urban mobility stochastic simulators and formulate the control problems as high-dimensional continuous simulation-based optimization (SO) problems. We discuss the opportunities and challenges of designing SO algorithms for these problems. An important component in […]