Fault Data Identification in Condition Monitoring Systems for Wind Turbine Generator Bearings Based on BERT Model

HAN Bing; XU Aimin; WANG Haijun; QIU Hu; WANG Xin; JI Xianrui; YANG Xingyu; CHEN Lin

doi:10.12096/j.2096-4528.pgt.260405

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Fault Data Identification in Condition Monitoring Systems for Wind Turbine Generator Bearings Based on BERT Model

Frontier AI Technologies and Large Model Applications for New Power Systems | 更新时间：2026-09-04

- Fault Data Identification in Condition Monitoring Systems for Wind Turbine Generator Bearings Based on BERT Model
- Fault Data Identification in Condition Monitoring Systems for Wind Turbine Generator Bearings Based on BERT Model
- HAN Bing ，XU Aimin ，WANG Haijun ，QIU Hu ，WANG Xin ，JI Xianrui ，YANG Xingyu ，CHEN Lin
- 发电技术（英文版） 2026年47卷第4期页码：731-741
- 作者机构：
  1.Wind Power Branch, SPIC Hubei Electric Power Co., Ltd., Wuhan 430061, Hubei Province, China
  2.SPIC Hubei Electric Power Co., Ltd., Wuhan 430061, Hubei Province, China
  3.School of Energy Power and Mechanical Engineering, North China Electric Power University, Changping District, Beijing 102206, China
- 作者简介：
  Han Bing (1975), Male, Senior Engineer. Research interests focus on power systems. Email: hanbing75@126.com
  Wang Haijun (1977), male, Senior Engineer. Research interests focus on integrated smart energy and renewable energy technologies. Email: 2209137309@qq.com
  Yang Xingyu (2000), male, Ph.D. Candidate. Research interests focus on fault diagnosis and the prediction of power equipment. Email: 13995001356@163.com
  Chen Lin (1982), male, Ph.D., Professor. Research interests focus on heat and mass transfer, and modeling and simulation of energy and power systems. Email: chenlin@ncepu.edu.cn (corresponding author)
- 基金信息：
  Beijing Municipal Key Research and Development Program Project(Z181100005118013);SPIC B1 Project "Research and Application of a Series of Self-reliance and Controllable Smart Sensors for Wind Power"
- DOI： 10.12096/j.2096-4528.pgt.260405
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- 修回：2026-01-24 ，
- 稿件说明：
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