18 citations · 41 across the 7 of their papers we have counts for
4 papers · 1 filter
Data-driven Predictive Control for a Class of Uncertain Control-Affine Systems
Dan Li, Dariush Fooladivanda, Sonia Martinez
This paper studies a data-driven predictive control for a class of control-affine systems which is subject to uncertainty. With the accessibility to finite sample measurements of t…
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…
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…
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…