On 55 days of UK household data, SPO+ decision-focused learning with automated features gave the lowest battery-scheduling regret, though gains over no-AFE were not statistically robust.
Modelling and optimal energy management for battery energy storage systems in renewable energy systems: A review.Renewable and Sustainable Energy Reviews, 167:112671, 2022
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Decision-Focused Learning Enhanced by Automated Feature Engineering for Energy Storage Optimisation
On 55 days of UK household data, SPO+ decision-focused learning with automated features gave the lowest battery-scheduling regret, though gains over no-AFE were not statistically robust.