17 citations · 79 across the 21 of their papers we have counts for
15 papers · 1 filter
Distributionally Robust Regret Optimal Control Under Moment-Based Ambiguity Sets
Feras Al Taha, Eilyan Bitar
We consider a class of finite-horizon, linear-quadratic stochastic control problems, where the probability distribution governing the noise process is unknown but assumed to belong…
Distributionally Robust Regret Minimization
Eilyan Bitar
We consider decision-making problems involving the optimization of linear objective functions with uncertain coefficients. The probability distribution of the coefficients--which a…
A Distributionally Robust Approach to Regret Optimal Control using the Wasserstein Distance
Feras Al Taha, Shuhao Yan, Eilyan Bitar
This paper proposes a distributionally robust approach to regret optimal control of discrete-time linear dynamical systems with quadratic costs subject to a stochastic additive dis…
Data-Driven Approximations of Chance Constrained Programs in Nonstationary Environments
Shuhao Yan, Francesca Parise, Eilyan Bitar
We study sample average approximations (SAA) of chance constrained programs. SAA methods typically approximate the actual distribution in the chance constraint using an empirical d…
Design of Robust Decentralized Controllers via Assume-Guarantee Contracts
Weixuan Lin, Eilyan Bitar
We consider the decentralized control of a discrete-time time-varying linear system subject to additive disturbances and polyhedral constraints on the state and input trajectories.…
Decentralized Control of Constrained Linear Systems via Assume-Guarantee Contracts
Weixuan Lin, Eilyan Bitar
We consider the decentralized control of a discrete-time, linear system subject to exogenous disturbances and polyhedral constraints on the state and input trajectories. The underl…