Detection of Jacket Offshore Wind Turbine Structural Damage using an 1D-Convolutional Neural Network with a Support Vector Machine Layer

被引:0
|
作者
Tutivén, Christian [1 ]
Moreno, Sueanny [1 ]
Vidal, Yolanda [2 ,3 ]
Benalcázar, Carlos [4 ]
机构
[1] ESPOL Polytechnic University, Escuela Superior Politécnica Del Litoral, Faculty of Mechanical Engineering and Production Science (FIMCP), Mechatronics Engineering, Campus Gustavo Galindo Km. 30.5 Vía Perimetral, P.O. Box 09-01-5863, Guayaquil, Ecuador
[2] Control, Modeling, Identification and Applications (CoDAlab), Department of Mathematics, Escola d'Enginyeria de Barcelona Est (EEBE), Universitat Politècnica de Catalunya (UPC), Campus Diagonal-Besós (CDB), Eduard Maristany, 16, Barcelona,08019, Spain
[3] Institute of Mathematics (IMTech), Universitat Politècnica de Catalunya (UPC), Pau Gargallo 14, Barcelona,08028, Spain
[4] Universidad ECOTEC, Km. 13.5 Vía a Samborondón, Guayaquil, Ecuador
来源
Journal of Physics: Conference Series | 2022年 / 2265卷 / 03期
关键词
Compendex;
D O I
2022 Science of Making Torque from Wind, TORQUE 2022
中图分类号
学科分类号
摘要
Support vector machines
引用
收藏
相关论文
共 50 条
  • [1] Detection of Jacket Offshore Wind Turbine Structural Damage using an 1D-Convolutional Neural Network with a Support Vector Machine Layer
    Tutiven, Christian
    Moreno, Sueanny
    Vidal, Yolanda
    Benalcazar, Carlos
    SCIENCE OF MAKING TORQUE FROM WIND, TORQUE 2022, 2022, 2265
  • [2] Offshore Wind Turbine Jacket Damage Detection via a Siamese Neural Network
    Tutiven, Christian
    Baquerizo, Joseph
    Vidal, Yolanda
    Puruncajas, Bryan
    Sampietro, Jose
    EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING (EWSHM 2022), VOL 1, 2023, 253 : 113 - 122
  • [3] Damage Detection and Localization at the Jacket Support of an Offshore Wind Turbine Using Transformer Models
    Trivino, Hector
    Feijoo, Cisne
    Lugmania, Hugo
    Vidal, Yolanda
    Tutiven, Christian
    STRUCTURAL CONTROL & HEALTH MONITORING, 2023, 2023
  • [4] Unsupervised Damage Detection for Offshore Jacket Wind Turbine Foundations Based on an Autoencoder Neural Network
    del Cisne Feijoo, Maria
    Zambrano, Yovana
    Vidal, Yolanda
    Tutiven, Christian
    SENSORS, 2021, 21 (10)
  • [5] Icing diagnosis model for wind turbine blade based on feature optimization and 1D-convolutional neural network
    Yang, Xiyun
    Huang, Xinxin
    Gao, Xiaxiang
    Zhang, Yanfeng
    JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2022, 14 (03)
  • [6] ECG Quality Assessment Using 1D-Convolutional Neural Network
    Zhou, Xue
    Zhu, Xin
    Nakamura, Keijiro
    Mahito, Noro
    PROCEEDINGS OF 2018 14TH IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP), 2018, : 780 - 784
  • [7] Siamese Neural Networks for Damage Detection and Diagnosis of Jacket-Type Offshore Wind Turbine Platforms
    Baquerizo, Joseph
    Tutiven, Christian
    Puruncajas, Bryan
    Vidal, Yolanda
    Sampietro, Jose
    MATHEMATICS, 2022, 10 (07)
  • [8] Jitter Decomposition Meets Machine Learning: 1D-Convolutional Neural Network Approach
    Ren, Nan
    Fu, Zaiming
    Zhou, Dandan
    Kong, Dexuan
    Liu, Hanglin
    Tian, Shulin
    IEEE COMMUNICATIONS LETTERS, 2021, 25 (06) : 1911 - 1915
  • [9] One-dimensional convolutional neural network for damage detection of jacket-type offshore platforms
    Bao, Xingxian
    Fan, Tongxuan
    Shi, Chen
    Yang, Guanlan
    OCEAN ENGINEERING, 2021, 219
  • [10] An Improved Fault Diagnosis Using 1D-Convolutional Neural Network Model
    Chen, Chih-Cheng
    Liu, Zhen
    Yang, Guangsong
    Wu, Chia-Chun
    Ye, Qiubo
    ELECTRONICS, 2021, 10 (01) : 1 - 19