Learning-driven multi-timescale operation simulation and hierarchical boundary optimization for renewable-dominated energy systems under temporal and scenario uncertainties

Qiang Zhang
Scientific Reports, Published online: 21 May 2026; doi:10.1038/s41598-026-49398-y Learning-driven multi-timescale operation simulation and hierarchical boundary optimization for renewable-dominated energy systems under temporal and scenario uncertainties