Acta Optica Sinica, Volume. 42, Issue 1, 0101001(2022)
Atmospheric Optical Turbulence Profile Estimation Using Support Vector Machine
[1] Rao R Z[M]. Light propagation in the turbulent atmosphere(2005).
[2] Brown J H, Good R E. Thermosonde Cn2 measurement in Hawaii-Agust 1982[R]. Massachusetts: Air Force Geophysics Laboratory(1984).
[3] Good R E, Beland R R, Murphy E A et al. Atmospheric models of optical turbulence[J]. Proceedings of SPIE, 0928, 165-186(1988).
[4] Hufnagel R E, Stanley N R. Modulation transfer function associated with image transmission through turbulent media[J]. Journal of the Optical Society of America, 54, 52-61(1964).
[5] van Zandt T E, Green J L, Gage K S et al. Vertical profiles of refractivity turbulence structure constant: comparison of observations by the Sunset Radar with a new theoretical model[J]. Radio Science, 13, 819-829(1978).
[6] Tartaski B N[M]. Wave propagation in a turbulent medium(1978).
[7] Coulman C E, Vernin J, Coqueugniot Y et al. Outer scale of turbulence appropriate to modeling refractive-index structure profiles[J]. Applied Optics, 27, 155-160(1988).
[8] Dewan E M, Good R E, Beland R et al[2021-05-07]. optical turbulence) profiles using radiosonde data [2021-05-07]. https://www.researchgate.net/publication/235176586_A_Model_for_Csubn2_Optical_Turbulence_Profiles_Using_Radiosonde_Data..
[9] Han Y J, Wu X Q, Luo T et al. Optical turbulence measurement over Lhasa using a meteorological radiosonde and model analysis[J]. Acta Optica Sinica, 40, 0601002(2020).
[10] Wang Y, Basu S. Using an artificial neural network approach to estimate surface-layer optical turbulence at Mauna Loa, Hawaii[J]. Optics Letters, 41, 2334-2337(2016).
[11] Lü J, Zhu W Y, Cai J et al. Comparison of two approaches for estimating atmospheric optical turbulence intensity near sea[J]. Acta Optica Sinica, 37, 0501001(2017).
[12] Chen X W, Zhu W Y, Qian X M et al. Estimation of surface layer optical turbulence using artificial neural network[J]. Acta Optica Sinica, 40, 2401002(2020).
[13] Li H[M]. Methods of statistical learning(2012).
[14] Goodfellow I, Bengio Y, Courville A[M]. Deep learning(2017).
[15] Zhou Z H[M]. Machine learning(2016).
[16] Xiao L M, Weng N Q, Ma C S et al. Experimental research on the reliability of Cn2 sonde and its data processing method[J]. Journal of Hefei University of Technology (Natural Science), 27, 179-182(2004).
[17] Kolmogorov A N. The local structure of turbulence in incompressible viscous fluid for very large Reynolds numbers[J]. Proceedings of the Royal Society of London Series A: Mathematical and Physical Sciences, 434, 9-13(1991).
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Liming Zhu, Gang Sun, Duolong Chen, Hanjiu Zhang, Yuan Fang, Xuebin Ma. Atmospheric Optical Turbulence Profile Estimation Using Support Vector Machine[J]. Acta Optica Sinica, 2022, 42(1): 0101001
Category: Atmospheric Optics and Oceanic Optics
Received: May. 8, 2021
Accepted: Jul. 14, 2021
Published Online: Dec. 22, 2021
The Author Email: Zhu Liming (zlm1998@mail.ustc.edu.cn), Sun Gang (gsun@aiofm.ac.cn)