Author

Zishun Wang

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Preprint Aug 2026

Multi-Dimensional Entropy for Vibration Data Quality Control in Wind Turbines: Properties, Deployment, and Industrial Implications

Erroneous vibration signals caused by sensor malfunction, shutdown transients, and abnormal acquisition conditions can degrade the reliability of automated industrial monitoring pipelines. This paper presents a deployment-oriented analysis of Multi-Dimensional Entropy (MDE) for vibration data quality control in wind tu...

Deshui Li, Xiao-Ming Yuan, Zishun Wang et al. · 0 citations

Preprint Jul 2026

Industrial Tokenization for LLM-Based Health Intelligence: A Federated Architecture for Industrial Evidence Integration

This paper presents an end-to-end DiagnosisToken pathway based on vibration-diagnostic outputs, rule-based event aggregation, structured textual token generation, and LLM-based interpretation, and positions Industrial Tokenization as a semantic interface between domain-specific industrial intelligence and LLM- or agent...

Deshui Li, Xiao-Ming Yuan, Zishun Wang · 0 citations

Preprint Jul 2026

Multi-Dimensional Entropy for Vibration Measurement Data Quality Assessment and Erroneous Signal Identification in Wind Turbines

Ensuring measurement data quality is essential for reliable condition monitoring of industrial wind turbine drivetrains, where vibration measurements can be affected by sensor malfunctions, turbine shutdown conditions, and other non-diagnostic states. Such invalid measurements may compromise the reliability of subseque...

Xiao-Ming Yuan, Zishun Wang, Donghui Zhao et al. · 1 citation · ⚡1