most citedDifferentiable Distributionally Robust Optimization Layers

1 citations · 1 across the 2 of their papers we have counts for

collaborators

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…