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Benchao Zhai

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Review Open access Aug 2026

Artificial Intelligence in Supply Chain Demand Forecasting: A Structured Review of Method Evolution, Context Dependence and Research Gaps

Demand forecasting is at the starting point of the supply chain planning link, and the forecast deviation is amplified along the chain to form a bullwhip effect, causing the backlog and shortage to occur at the same time. Machine learning and deep learning methods have entered this field in large numbers in recent year...

Benchao Zhai · 0 citations

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