Ma, Q., Zou, J., Huang, H., Liang, J., Lu, S., Li, J., Zhang, Q. (2026). Learning-driven multi-timescale operation simulation and hierarchical boundary optimization for renewable-dominated energy systems under temporal and scenario uncertainties. Scientific Reports. https://doi.org/10.1038/s41598-026-49398-y