Norazryana Mat Dawi

Fractal-Aware Federated AI for Personalized Demand-Side Management: A Review of Household Heterogeneity, Privacy, and Flexibility Learning

Federated artificial intelligence is increasingly viewed as a promising approach for privacy-preserving demand-side management because it enables distributed learning from household energy data without centralizing raw smart-meter records. However, existing federated energy models often treat household heterogeneity ma...