AIBullisharXiv – CS AI · 6h ago6/10
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S3TS: Stochastic Scenario-Structured Tree Search for Advanced Planning Under Uncertainty
Researchers introduce S3TS, a novel algorithm combining Monte Carlo Tree Search with stochastic optimization to handle both non-linear complexity and uncertainty in energy grid scheduling. The approach demonstrates near-optimal performance in linear settings and significantly outperforms existing methods in non-linear scenarios, achieving up to 51% cost reductions compared to baseline algorithms.