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Open access 2026

Smart contract-driven closed-loop supply chain coordination for the circular economy: A blockchain and dynamic game-theoretic modelling approach

With the deepening of the dual carbon target, the circular economy has become the core direction of manufacturing transformation and upgrading. As its core carrier, closed-loop supply chain still faces core pain points such as conflicts of interest among multiple parties, information asymmetry, high trust barriers, poo...

Bin Wang, Juan Zhanga, Guang-Yue Deng · 0 citations
#reinforcement learning Conference Sep 2026

A machine learning-based model for evaluating and optimizing efficiency in the green circular economy

This paper proposes a closed-loop energy efficiency assessment and global optimization architecture for green circular economy based on spatiotemporal graph attention mechanism and constrained multi-objective deep reinforcement learning. Addressing the inherent nonlinear high-dimensional sparsity characteristics and th...

Bin Wang · 0 citations

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