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Author:

Mu, Congying (Mu, Congying.) | Zhang, Yunshan (Zhang, Yunshan.) | Li, Chuanxiang (Li, Chuanxiang.) | Wang, Yunxin (Wang, Yunxin.) | Wang, Dayong (Wang, Dayong.) | Hu, Shuyang (Hu, Shuyang.) | Fan, Li (Fan, Li.)

Indexed by:

EI Scopus SCIE

Abstract:

The safety of spacecraft and satellite in orbit is very important, and structural health monitoring is needed. At present, the existing technology is limited by load and difficult to realize. In this paper, we propose a feasible method to detect and locate the damage of satellite by combining ultrashort femtosecond grating array inscribed on oxide-doped fiber with multilayer artificial neural network. An oxide-doped fiber with high robustness is designed, and ultrashort grating arrays are fabricated on the fiber by femtosecond laser point-by-point writing technology. The effects of impactor velocity and angle on impact response was investigated by numerical simulations and physical experiments. Subsequently, repeated impact experiments were conducted on the satellite to obtain the training dataset and testing dataset for two-dimensional convolutional neural network. The network with symmetric convention kernels has an 88.12% localization accuracy and a better performance in boundary region, and the network architecture with asymmetric convention kernels has a 90.31% accuracy and a better performance in middle region.

Keyword:

Artificial neural network Satellite Impact localization Femtosecond grating array

Author Community:

  • [ 1 ] [Mu, Congying]Beijing Univ Technol, Sch Phys & Optoelect Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Zhang, Yunshan]Beijing Univ Technol, Sch Phys & Optoelect Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Yunxin]Beijing Univ Technol, Sch Phys & Optoelect Engn, Beijing 100124, Peoples R China
  • [ 4 ] [Wang, Dayong]Beijing Univ Technol, Sch Phys & Optoelect Engn, Beijing 100124, Peoples R China
  • [ 5 ] [Hu, Shuyang]Beijing Univ Technol, Sch Phys & Optoelect Engn, Beijing 100124, Peoples R China
  • [ 6 ] [Zhang, Yunshan]Engn Res Ctr Precis Measurement Technol & Instrume, Beijing 100124, Peoples R China
  • [ 7 ] [Wang, Yunxin]Engn Res Ctr Precis Measurement Technol & Instrume, Beijing 100124, Peoples R China
  • [ 8 ] [Wang, Dayong]Engn Res Ctr Precis Measurement Technol & Instrume, Beijing 100124, Peoples R China
  • [ 9 ] [Li, Chuanxiang]High Tech Inst Xian, Xian 710025, Peoples R China
  • [ 10 ] [Fan, Li]Zhejiang Univ, Huzhou Inst, Huzhou 313000, Peoples R China

Reprint Author's Address:

  • [Zhang, Yunshan]Beijing Univ Technol, Sch Phys & Optoelect Engn, Beijing 100124, Peoples R China;;[Zhang, Yunshan]Engn Res Ctr Precis Measurement Technol & Instrume, Beijing 100124, Peoples R China;;

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Source :

OPTICAL FIBER TECHNOLOGY

ISSN: 1068-5200

Year: 2024

Volume: 88

2 . 7 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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