Accounting for Optimal Control in the Sizing of Isolated Hybrid Renewable Energy Systems Using Imitation Learning

arXiv:2601.03679 · eess.SY, cs.LG, cs.SY · Submitted 2026-01-07 · Read on arXiv

eess.SY, cs.LG, cs.SY

Submitted: 2026-01-07

Updated: 2026-09-21

Comments: 13 pages, 9 figures

DOI: 10.1016/j.segan.2026.102503

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Objective Function — 12× in this paper · explained in 2 episodes
• Robustness — 6× in this paper · explained in 5 episodes
• American Control Conference — 1× in this paper
• Hierarchical Framework — 1× in this paper · explained in 2 episodes
• Imitation Learning (IL) — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Model Predictive Control (MPC) — 1× in this paper · explained in 5 episodes
• Multi-objective Optimization — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Approximate Model Predictive Control for Microgrid Energy Management via Imitation Learning
• Incremental Proximal Multi-Forecast Model Predictive Control

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