Vol. 5 No. 3 (2026)

Special Issue on Diagnostics of Engineering Systems using Large Language Models (LLMs)

Guest Editors:

Prof. Chuan Li, Dongguan University of Technology, China

Prof. David He, University of Illinois Chicago, USA

Prof. Bin Yang, Xi’An Jiaotong University，China

Prof. Xueyi Li, Northeast Forestry University, China

Pages: 208-307

Published: 2026-09-28

Special Issue (Diagnostics of Engineering Systems using Large Language Models (LLMs) Theme)

FD-SE-LLM: A Semantic-Enhanced Large Language Model Framework for Fault Diagnosis of Hydropower Carbon Brush Bearings

Liyan Yang, Liqing Zhu, Cheng Yang, Zongli Lin

2026-09-10
- PDF
Vibration-Language Model for Fault Diagnosis with Numerically Reliable Evidence

Chenyang Liu, Xiwei Li, Bin Yang, Xiang Li, Naipeng Li, Jiaqi Ye, Yaguo Lei

2026-09-03
- PDF
A Task-Based Few-Shot Learning Framework for Wind Turbine Gearbox Fault Diagnosis via Large Language Models

Junhong Chen, Shuai Yang, Xianguang Li

2026-08-20
- PDF
A Rolling Bearing Fault Diagnosis Method Based on Scaled Dot-Product Attention

Changgang Yan, Zhichao Cong; Jinlong Wang

2026-08-19
- PDF
A Physics-Conditioned Multimodal Token-Stream Decoder and Contract-Grounded Workflow for Cross-Condition Aircraft Structural Health Monitoring

Yu Yang, Tianbao Nie, Xiang Li

2026-08-18
- PDF
Pressure Pulsation Modeling of an External Gear Pump under Coupled Side-Clearance Leakage and Gear Tooth-Breakage Modulation

Xiaochuan Li, Xiaolong Li, Chuan Li, David Mba

2026-08-11
- PDF
A Method for Generating Safety Measures of Hydropower Plant Work Tickets Integrating Knowledge Graph and Large Language Models

Xinyang Yi, Ran Duan, Yitao Fei, Wanru Liu, Chaoying Yang, Jie Liu, Zebin Cheng

2026-08-11
- PDF
A Fault Diagnosis-Oriented Data-Driven Embedding Fine-Tuning and Domain-Aware Hybrid Retrieval Method for Intelligent Operation and Maintenance

Xueyi Li, Gang Li, Jiannan Dong, Yun Kong, Wenyang Hu, Tianyang Wang

2026-08-01
- PDF
Intelligent Bearing Fault Diagnosis via Feature Fusion of Multi-Source Heterogeneous Data

hongzhou Li, Xinkun Yang, Meiyu Wu

2026-07-30
- PDF
Editorial Diagnostics of Engineering Systems using Large Language Models

Chuan LI, David He, Bin Yang, Xueyi Li

2026-09-14
- PDF

Vol. 5 No. 3 (2026)

Special Issue (Diagnostics of Engineering Systems using Large Language Models (LLMs) Theme)

FD-SE-LLM: A Semantic-Enhanced Large Language Model Framework for Fault Diagnosis of Hydropower Carbon Brush Bearings

Vibration-Language Model for Fault Diagnosis with Numerically Reliable Evidence

A Task-Based Few-Shot Learning Framework for Wind Turbine Gearbox Fault Diagnosis via Large Language Models

A Rolling Bearing Fault Diagnosis Method Based on Scaled Dot-Product Attention

A Physics-Conditioned Multimodal Token-Stream Decoder and Contract-Grounded Workflow for Cross-Condition Aircraft Structural Health Monitoring

Pressure Pulsation Modeling of an External Gear Pump under Coupled Side-Clearance Leakage and Gear Tooth-Breakage Modulation

A Method for Generating Safety Measures of Hydropower Plant Work Tickets Integrating Knowledge Graph and Large Language Models

A Fault Diagnosis-Oriented Data-Driven Embedding Fine-Tuning and Domain-Aware Hybrid Retrieval Method for Intelligent Operation and Maintenance

Intelligent Bearing Fault Diagnosis via Feature Fusion of Multi-Source Heterogeneous Data

Editorial Diagnostics of Engineering Systems using Large Language Models

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