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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…