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Author

I. Davidson

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Review Open access Aug 2026

Machine Learning Techniques for Electricity Theft Detection in Smart Grids: A Comprehensive Review

A lifecycle-aligned deployment framework and a layered detection architecture are proposed, offering practitioners a structured pathway from early AMI rollout through to advanced smart grid deployment, and indicating that the proposed layered architecture can improve inspection productivity by roughly an order of magni...

O. Apata, Mukovhe Ratshitanga, I. Davidson · 0 citations
Review Open access Aug 2026

AI-Driven Load Forecasting for Dynamic Tariff Structuring: A Comprehensive Review

A Forecast-Driven Dynamic Tariff Design Framework is proposed that separates forecasting intelligence from pricing authority, embeds uncertainty management as a first-class design element, and positions a governance layer as the mandatory interface between predictive outputs and consumer-facing tariff signals.

O. Apata, Mukovhe Ratshitanga, I. Davidson · 0 citations

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