Digital twin real time monitoring method of turbine blade performance based on numerical simulation

被引:13
作者
Cao, Yu [1 ,2 ]
Tang, Xiaobo [1 ]
Gaidai, Oleg [1 ,2 ]
Wang, Fang [1 ,2 ]
机构
[1] Shanghai Ocean Univ, Coll Engn Sci & Technol, 999 Huchenghuan Rd, Shanghai 201306, Peoples R China
[2] Shanghai Engn Res Ctr Marine Renewable Energy, Shanghai 201306, Peoples R China
关键词
Real time; Digital twin; HATT; Kriging interpolation; Machine learning; TIDAL TURBINE; WAKE;
D O I
10.1016/j.oceaneng.2022.112347
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Due to the limited number of sensor arrangements, the hydrodynamic performance test and detection of marine equipment cannot achieve real time monitoring and complete coverage of the flow field. The digital twin (DT) technology can solve this problem and help achieve real time monitoring and performance evaluation at sea. This paper takes the horizontal axis tidal turbine (HATT) as the research object, studies the applicability of the simulation-based DT real time monitoring method. Firstly, the feasibility of computational fluid dynamics (CFD) simulation of HATT is verified by experiments. Secondly, the simulation database is established under various working conditions. Then the DT method is used to reduce the three-dimensional numerical model to a first-order digital model and the simulation result data can be quickly loaded into the digital model for real time data monitoring. If the monitoring data is not calculated in the database, the Kriging interpolation method is used to reconstruct the database for flow field display quickly. For the data with large deviation of comparison result curves, the optimization algorithm is used along with machine learning. A real time monitoring engineering reference is provided for flow fields distribution and hydrodynamic performance assessment of blades.
引用
收藏
页数:12
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共 30 条
  • [1] A large scale model experimental study of a tidal turbine in uniform steady flow
    Atcheson, M.
    MacKinnon, P.
    Elsaesser, B.
    [J]. OCEAN ENGINEERING, 2015, 110 : 51 - 61
  • [2] Model-Based Design of Complex Aeronautical Systems Through Digital Twin and Thread Concepts
    Bachelor, Gray
    Brusa, Eugenio
    Ferretto, Davide
    Mitschke, Andreas
    [J]. IEEE SYSTEMS JOURNAL, 2020, 14 (02): : 1568 - 1579
  • [3] Numerical analysis of the hydrodynamic performance and wake field of a horizontal axis tidal current turbine using an actuator surface model
    Bai, Guanghui
    Li, Guojun
    Ye, Yanghui
    Gao, Tieyu
    [J]. OCEAN ENGINEERING, 2015, 94 : 1 - 9
  • [4] Accuracy of the actuator disc-RANS approach for predicting the performance and wake of tidal turbines
    Batten, W. M. J.
    Harrison, M. E.
    Bahaj, A. S.
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2013, 371 (1985):
  • [5] Experimental tests and CFD simulations of a horizontal wave flow turbine under the joint waves and currents
    Cao, Yu
    Liu, Andong
    Yu, Xiaochuan
    Liu, Ziyan
    Tang, Xiaobo
    Wang, Shiming
    [J]. OCEAN ENGINEERING, 2021, 237
  • [6] Energy harvesting efficiency analysis of counter-rotating horizontal-axis tidal turbines
    Cao, Yu
    Wang, Jiazhi
    Ding, Boyin
    Wang, Shiming
    Bai, Yong
    [J]. SHIPS AND OFFSHORE STRUCTURES, 2022, 17 (08) : 1891 - 1900
  • [7] Experimental study of wake structure behind a horizontal axis tidal stream turbine
    Chen, Yaling
    Lin, Binliang
    Lin, Jie
    Wang, Shujie
    [J]. APPLIED ENERGY, 2017, 196 : 82 - 96
  • [8] Near real-time monitoring of significant sea wave height through microseism recordings: An application in the Ligurian Sea (Italy)
    Ferretti, Gabriele
    Barani, Simone
    Scafidi, Davide
    Capello, Marco
    Cutroneo, Laura
    Vagge, Greta
    Besio, Giovanni
    [J]. OCEAN & COASTAL MANAGEMENT, 2018, 165 : 185 - 194
  • [9] Effect of various winglets on the performance of marine propeller
    Gao Hongtao
    Zhu Wencai
    Liu Yutong
    Yan Yuying
    [J]. APPLIED OCEAN RESEARCH, 2019, 86 : 246 - 256
  • [10] Effects of rotor solidity and leakage flow on the unsteady flow in axial turbine
    Gao, Keke
    Xie, Yonghui
    Zhang, Di
    [J]. APPLIED THERMAL ENGINEERING, 2018, 128 : 926 - 939