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· Energies· 0 citations
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· Energies· 0 citations
Accurate short-term load forecasting (STLF) is essential for modern grid operations, enabling efficient scheduling, demand response, and renewable energy integration. This paper presents a systematic comparison of five forecasting architectures applied to a large dataset of 98 residential homes, with 1-minute and 15-mi...
Mukovhe Ratshitanga, Pfano Nemakonde, Komla A. Folly et al.· 2026 6th International Confe...· 0 citations
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