Researching | Application of Deep Learning in Data Processing of Satellite Laser Ranging

Laser & Optoelectronics Progress, Volume. 58, Issue 4, 0407001(2021)

Application of Deep Learning in Data Processing of Satellite Laser Ranging

Kaibin Feng^1,2, Rufeng Tang¹, Rongwang Li^1,3、*, and Yuqiang Li^1,3

Author Affiliations

¹Yunnan Observatories, Chinese Academy of Sciences, Kunming, Yunnan 650216, China

²University of Chinese Academy of Sciences, Beijing 100049, China

³Key Laboratory of Space Object & Debris Observation, Chinese Academy of Sciences, Nanjing, Jiangsu 210034, China;

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References (14)

Paper Information

References(14)

[1] Zhang Z P, Zhang H F, Wu Z B et al. Experiment of laser ranging to space debris based on high power solid-state laser system at 200 Hz repetition rate[J]. Chinese J Lasers, 41, s108005(2014).

[2] Zhang Z P, Cheng Z E, Zhang H F et al. Global laser ranging observation of Beidou satellites and data application[J]. Chinese Journal of Lasers, 44, 0404004(2017).

[3] Liu T, Chen H, Shen M et al. Spinning satellite laser ranging data analysis and processing[J]. Chinese Journal of Lasers, 44, 0504001(2017).

[4] Li X, Tang R F, Li Z L et al. Laser ranging data processing based on the analysis of the binary image[J]. Chinese Journal of Lasers, 41, 1208005(2014).

[5] Deng H R, Zhang H F, Long M L et al. 4 kHz repetition rate satellite laser ranging system and its application[J]. Acta Optica Sinica, 39, 0314002(2019).

[6] Xu L, Yu X X, Yan Y H. Deep learning application in astronomical big data processing[J]. E-Science Technology & Application, 9, 49-58(2018).

[7] Long M L, Zhang H F, Deng H R et al. Laser ranging for space debris using double telescopes with kilometer-level distance[J]. Acta Optica Sinica, 40, 0228002(2020).

[8] Kirchner G. -10-06)[2020-06-13][EB/OL]. Koidl F. Graz khz slr system: design, experiences, results.(2014). https://cddis.nasa.gov/lw14/docs/papers/adv4_gkm.pdf.

[9] Zhao P, Zhang Y, Zhang X Y et al. Echo online extraction for diffuse reflection laser ranging[J]. Acta Optica Sinica, 35, 1028002(2015).

[10] Li Y Q, Fu H L, Li R W et al. Research and experiment of lunar laser ranging in Yunnan observatories[J]. Chinese Journal of Lasers, 46, 0104004(2019).

[11] Simonyan K. -04-10)[2020-06-13][EB/OL]. Zisserman A. Very deep convolutional networks for large-scale image recognition., org/abs/1409, 1556(2015). https://arxiv.

[12] Krizhevsky A, Sutskever I, Hinton G E. ImageNet classification with deep convolutional neural networks[J]. Communications of the ACM, 60, 84-90(2017).

[13] Burda Y, Grosse R. -11-07)[2020-06-13][EB/OL]. Salakhutdinov R . Importance weighted autoencoders., org/abs/1509, 00519(2016). https://arxiv.

[14] Li Y Q, Li Z L, Fu H L et al. Experimentation of diffuse reflection laser ranging of space debris[J]. Chinese Journal of Lasers, 38, 0908001(2011).

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Kaibin Feng, Rufeng Tang, Rongwang Li, Yuqiang Li. Application of Deep Learning in Data Processing of Satellite Laser Ranging[J]. Laser & Optoelectronics Progress, 2021, 58(4): 0407001

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Paper Information

Category: Fourier Optics and Signal Processing

Received: Jul. 27, 2020

Accepted: Aug. 13, 2020

Published Online: Feb. 24, 2021

The Author Email: Li Rongwang (lirw@ynao.ac.cn)

DOI:10.3788/LOP202158.0407001

Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology