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Jian-Hao Zhu

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Open access Oct 2026

SCOUT: Scenario-Oriented Context-Gated Forecasting with Explicit Lower-Bound Projection for Eligible Railway Coal OD Flows

Heterogeneity in route activity and the need to clearly distinguish among observations, scenario assumptions, and operational requirements pose challenges for the short-horizon forecasting of railway coal origin–destination (OD) flows. SCOUT implements overlapping design objectives for longer-term tendencies, periodic...

Jian-Hao Zhu, Jun-Hua Chen, Zi-Ying Ouyang · 0 citations

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