The framework combines convex hull modeling of long-duration storage, offline hindsight trajectories for kernel regression training, and adaptive OCO with reference tracking to achieve sublinear regret and substantial cost reductions in microgrid operations.
Online convex optimization of multi-energy building-to-grid ancillary services,
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Online Convex Optimization for Coordinated Long-Term and Short-Term Isolated Microgrid Dispatch
The framework combines convex hull modeling of long-duration storage, offline hindsight trajectories for kernel regression training, and adaptive OCO with reference tracking to achieve sublinear regret and substantial cost reductions in microgrid operations.