Chunan Tong

Optimizing multi-tier supply chain ordering with LNN+XGBoost: mitigating the bullwhip effect

Purpose Supply chain ordering must balance profit, customer service and upstream order variability (the bullwhip effect). This study evaluates whether a two-stage pipeline–a Liquid Neural Network (LNN) encoder with an adaptive-leak recurrent cell followed by an XGBoost readout–of...