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.
A review of optimization modeling and solution methods in renewable energy systems.Frontiers of Engineering Management, 10(4):640–671, 2023
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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.