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Author

Shigen Shen

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2026

MFCO: A Rainbow DQN-Enhanced Mean-Field Approach for Computation Offloading in IIoT Using Mobile Edge Computing

The growing smart devices (SDs) in the Industrial Internet of Things (IIoT) generate complex computations that strain the performance and energy of local processing. Mobile Edge Computing (MEC) addresses this by providing nearby computing resources for low-latency offloading. However, achieving efficient computation of...

Xinmin Cheng, Chengquan Yu, Lu Gao et al. · 0 citations
Open access 2026

Open-Set Intrusion Detection Solution for Industrial Internet of Things Based on Deep Spiking Q-Networks

This work proposes a deep spiking Q-network-based intrusion detection system (DSQN-IDS) for the IIoT, formulating unknown intrusion detection as a Markov decision process (MDP), and employs a hierarchical multi-stage decision-making framework.

Yimeng Liu, Xinyu Xu, Wangting Xue et al. · 0 citations

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