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math.OC2019
Data assimilation and online optimization with performance guarantees
Dan Li, Sonia Martinez
This paper considers a class of real-time stochastic optimization problems dependent on an unknown probability distribution. In the considered scenario, data is streaming frequentl…
math.OC2018
Data-driven Variable Speed Limit Design for Highways via Distributionally Robust Optimization
Dan Li, Dariush Fooladivanda, Sonia Martinez
This paper introduces an optimization problem (P) and a solution strategy to design variable-speed-limit controls for a highway that is subject to traffic congestion and uncertain…
math.OC2018
Online data assimilation in distributionally robust optimization
Dan Li, Sonia Martinez
This paper considers a class of real-time decision making problems to minimize the expected value of a function that depends on a random variable under an unknown distribution…