Wind Turbine Condition Monitoring Based on SCADA Data Analysis

被引:0
|
作者
Zhang, Jing-Hao [1 ]
Hu, Ya-Xin [1 ]
Ma, Jiao-Jiao [1 ]
Zhen, Dong [1 ]
Shi, Zhan-Qun [1 ]
机构
[1] Hebei Univ Technol, Sch Mech Engn, Tianjin 300130, Peoples R China
来源
2015 INTERNATIONAL CONFERENCE ON MECHANICAL SCIENCE AND MECHANICAL DESIGN, MSMD 2015 | 2015年
关键词
SCADA System; Condition Monitoring; Wind Turbine;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, a wind turbine condition monitoring method based on SCADA data analysis is presented, the proposed method is further discussed by simulating current convertor faults. It mainly include: (1) pre-processing SCADA data using an appropriate method; (2) establish a condition monitoring algorithm based on the relevant SCADA data for wind turbine fault diagnosis.
引用
收藏
页码:162 / 169
页数:8
相关论文
共 50 条
  • [21] Standardisation of wind turbine SCADA data suited for machine learning condition monitoring
    Black, I. M.
    Kolios, A.
    TRENDS IN MARITIME TECHNOLOGY AND ENGINEERING, MARTECH 2022, VOL 2, 2022, 8 : 345 - 353
  • [22] Using SCADA Data Fusion by Swarm Intelligence for Wind Turbine Condition Monitoring
    Ye, Xiang
    Zhou, Lihui
    2013 FOURTH GLOBAL CONGRESS ON INTELLIGENT SYSTEMS (GCIS), 2013, : 210 - 215
  • [23] Statistical Evaluation of SCADA data for Wind Turbine Condition Monitoring and Farm Assessment
    Gonzalez, E.
    Tautz-Weinert, J.
    Melero, J. J.
    Watson, S. J.
    SCIENCE OF MAKING TORQUE FROM WIND (TORQUE 2018), 2018, 1037
  • [24] A SCADA-Data-Driven Condition Monitoring Method of Wind Turbine Generators
    Wang, Lishu
    Jia, Shuhan
    Yan, Xihui
    Ma, Libo
    Fang, Junlong
    IEEE ACCESS, 2022, 10 : 67532 - 67540
  • [25] Analysis of Wind Turbine Vibrations Based on SCADA Data
    Kusiak, Andrew
    Zhang, Zijun
    JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME, 2010, 132 (03): : 0310081 - 03100812
  • [26] Discussion on the Suitability of SCADA-Based Condition Monitoring for Wind Turbine Fault Diagnosis through Temperature Data Analysis
    Murgia, Alessandro
    Verbeke, Robbert
    Tsiporkova, Elena
    Terzi, Ludovico
    Astolfi, Davide
    ENERGIES, 2023, 16 (02)
  • [27] Physics-based data analysis for wind turbine condition monitoring
    Luo H.
    Clean Energy, 2017, 1 (01): : 4 - 22
  • [28] Calculation and Analysis of Wind Turbine Health Monitoring Indicators Based on the Relationships with SCADA Data
    Zhang, Fan
    Wen, Zejun
    Liu, Deshun
    Jiao, Jie
    Wan, Hengzheng
    Zeng, Bing
    APPLIED SCIENCES-BASEL, 2020, 10 (01):
  • [29] Condition monitoring of wind turbine generators using SCADA data and OC-RKELM
    Jin X.
    Pan H.
    Xu Z.
    Sun Y.
    Liu W.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2022, 28 (08): : 2408 - 2418
  • [30] Boosting field data using synthetic SCADA datasets for wind turbine condition monitoring
    Milani, Ali Eftekhari
    Zappala, Donatella
    Castellani, Francesco
    Watson, Simon
    SCIENCE OF MAKING TORQUE FROM WIND, TORQUE 2024, 2024, 2767