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Yiquan Kong

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Open access Aug 2026

A Transformer-Enhanced Multi-Agent Reinforcement Learning Model for Resilience Optimization in Educational Equipment Manufacturing Supply Chains

INTRODUCTION: Educational equipment manufacturing supply chains are vulnerable to demand fluctuations, equipment failures, logistics disruptions, and cross-node risk propagation, while conventional approaches often separate state prediction from recovery decision-making. OBJECTIVES: This study proposes TMARL-ESCR, a Tr...

Yiquan Kong · 0 citations

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