Governed by: Ministry of Industry and Information Technology of the People's Republic of China
Sponsored by: Northwestern Polytechnical University  Chinese Society Aeronautics and Astronautics
Address: Aviation Building,Youyi Campus, Northwestern Polytechnical University
Civil aircraft hydraulic system temperature monitoring based on atom search Kriging model method
Author:
Affiliation:

Northwestern Polytechnical University

Clc Number:

V267

Fund Project:

The National Natural Science Foundation of China (General Program, Key Program, Major Research Plan)

  • Article
  • |
  • Figures
  • |
  • Metrics
  • |
  • Reference
  • |
  • Related
  • |
  • Cited by
  • |
  • Materials
  • |
  • Comments
    Abstract:

    Temperature is one of the important characteristic parameters of civil aircraft hydraulic system performance. To effectively realize the temperature monitoring of hydraulic system, the method of Kriging model based on atomic search (ASOKM) is proposed based on Kriging model and atomic search algorithm (ASO). Firstly, the temperature fault causes of hydraulic system are analyzed, and fault logic diagram is established to clarify the characteristic parameters affecting the hydraulic system temperature. Then, combined with the quick access recorder (QAR) data, the modeling principle of ASOKM method is discussed. Finally, the effectiveness of the proposed ASOKM method is verified by the temperature monitoring analysis of domestic civil aircraft hydraulic systems. The results show that the training and monitoring average absolute errors of the ASOKM method are lower than the response surface method (RSM), Kriging, and back-propagation-artificial neural network (BP-ANN) models, and have higher accuracy, efficiency, and robustness. The proposed ASOKM method can provide a reference for reliability analysis, fault diagnosis, and predictive maintenance of the hydraulic system.

    Reference
    Related
    Cited by
Get Citation

Feng Yunwen, Teng Da, Chen Junyu, Lu Cheng. Civil aircraft hydraulic system temperature monitoring based on atom search Kriging model method[J]. Advances in Aeronautical Science and Engineering,2023,14(2):65-72

Copy
Share
Article Metrics
  • Abstract:
  • PDF:
  • HTML:
  • Cited by:
History
  • Received:May 25,2022
  • Revised:July 02,2022
  • Adopted:July 05,2022
  • Online: February 23,2023
  • Published: