1 citations · 1 across the 2 of their papers we have counts for
3 papers
math.OC2025
Data-Driven Distributionally Robust Mixed-Integer Control through Lifted Control Policy
Xutao Ma, Chao Ning, Wenli Du +1
This paper investigates the finite-horizon distributionally robust mixed-integer control (DRMIC) of uncertain linear systems. However, deriving an optimal causal feedback control p…
eess.SY2024
A Risk-Averse Just-In-Time Scheme for Learning-Based Operation of Microgrids with Coupled Electricity-Hydrogen-Ammonia under Uncertainties
Longyan Li, Chao Ning, Guangsheng Pan +5
This paper proposes a Risk-Averse Just-In-Time (RAJIT) operation scheme for Ammonia-Hydrogen-based Micro-Grids (AHMGs) to boost electricity-hydrogen-ammonia coupling under uncertai…
math.OC2024★ 1 cited
Differentiable Distributionally Robust Optimization Layers
Xutao Ma, Chao Ning, Wenli Du
In recent years, there has been a growing research interest in decision-focused learning, which embeds optimization problems as a layer in learning pipelines and demonstrates a sup…