3 papers
cs.LG2026
A Heterogeneous Long-Micro Scale Cascading Architecture for General Aviation Health Management
Xinhang Chen, Zhihuan Wei, Yang Hu +3
BACKGROUND: General aviation fleet expansion demands intelligent health monitoring under computational constraints. Real-world aircraft health diagnosis requires balancing accuracy…
cs.AI2026
An Intelligent Fault Diagnosis Method for General Aviation Aircraft Based on Multi-Fidelity Digital Twin and FMEA Knowledge Enhancement
Zhihuan Wei, Yang Hu, Xinhang Chen +3
Fault diagnosis of general aviation aircraft faces challenges including scarce real fault data, diverse fault types, and weak fault signatures. This paper proposes an intelligent f…
cs.AI2026
LiteInception: A Lightweight and Interpretable Deep Learning Framework for General Aviation Fault Diagnosis
Zhihuan Wei, Xinhang Chen, Danyang Han +4
General aviation fault diagnosis and efficient maintenance are critical to flight safety; however, deploying deep learning models on resource-constrained edge devices poses dual ch…