Freight systems now absorb concurrent shocks from geopolitics, cyber intrusion, climate extremes, lane congestion, and tightly coupled operational dependencies. This study develops an integrated framework for AI-driven supply-chain risk prediction and mitigation by combining artificial intelligence, IoT, digital twins,...
Kanade U, S. S· International Journal of Cre...· 0 citations
Contemporary logistics networks now face simultaneous pressure from geopolitics, cyber intrusion, climate shocks, freight bottlenecks, and tightly coupled operational dependencies. This study develops an integrated framework for AI-driven supply-chain risk prediction and mitigation by combining artificial intelligence,...
Kanade U, S. S· International Journal of Cre...· 0 citations
Gated multi-echelon twins must separate spectral confound from custody, grant, freshness, and surplus energy before any annealer is invoked. Raw IoT streams mix clock offset, intensity drift, stale packets, unauthorized holds, and physical-integrity loss with genuine structural disruption. An FKF–FKL layer isolates tra...
Kanade U, S. S· International Journal of Cre...· 0 citations
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