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Open access Aug 2026

Fault-Tolerant Topology Reconfiguration Framework for NoC-Based Multiprocessor Arrays via Bipartite Matching and Reinforcement Learning

As Network-on-Chip (NoC)-based multiprocessor arrays continue to scale, permanent faults in processing elements (PEs) increasingly jeopardize system reliability and performance. Topology reconfiguration has become a critical mechanism to tolerate such faults by restoring logical interconnects. However, existing heurist...

Shujian Chen, Hao Ding, Shuo Cui et al. · 0 citations
Open access Aug 2026

Enabling generalizable RUL prediction for equipment: a dual-dimensional continual learning approach based on deep Gaussian process

Experimental results demonstrate that the proposed framework not only exhibits outstanding resistance to catastrophic forgetting and excellent multi-scenario adaptability, but also achieves superior predictive accuracy compared to state-of-the-art methods by leveraging the dual-dimensional continual learning strategy.

Xiu-Li Liu, Zi-Fu Chen, Guo-Xin Wu et al. · 0 citations

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