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Low temperature continental climates deliver the highest discounted lifetime energy yield for photovoltaic modules, reshaping strategies for solar energy deployment.
MAGPIE-Net outperforms traditional models by directly linking satellite data to localized rainfall predictions, achieving a 65.1% detection rate for heavy rainfall events.
Multi-timescale reinforcement learning can backfire spectacularly: directly exposing temporal attention to policy gradients causes objective hacking, while uncertainty weighting leads to irreversible myopia.
