Continuous field data are a basic operating condition for Industrial Internet of Things (IIoT) measurement-control networks. In deployed systems, however, packet loss, latency spikes, gateway outages, node interruptions, duplicated messages, timestamp skew, and edge overload can interrupt the path from field measuremen...
Bo-Hai Tang, Xin Du, Dan-Dan Gu et al.· 3rd International Conference...· 0 citations
Industrial measurement and control systems in pump-valve stations collect heterogeneous edge signals whose fault evidence is delayed and physically coupled. Conventional thresholds are transparent but miss early faults, whereas large fusion models may exceed edge resources or attend to implausible sources. This paper p...
Xin Du, Xu Jiang, Bo-Hai Tang et al.· 3rd International Conference...· 0 citations
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