Acta Photonica Sinica, Volume. 53, Issue 4, 0401004(2024)
Recognition of Vortex Beam Orbital Angular Momentum Based on Improved Xception
[1] DUBREUIL M, DELROT P, LEONARD I et al. Exploring underwater target detection by imaging polarimetry and correlation techniques[J]. Applied Optics, 52, 997-1005(2013).
[2] KOCAK D M, DALGLEISH F R, CAIMI F M et al. A focus on recent developments and trends in underwater imaging[J]. Marine Technology Society Journal, 42, 52-67(2008).
[3] KAUSHAL H, KADDOUM G. Underwater optical wireless communication[J]. IEEE Access, 4, 1518-1547(2016).
[4] ARNON S. Underwater optical wireless communication network[J]. Optical Engineering, 49, 015001(2010).
[5] KINJIRO K. A model of the bottom boundary layer in water waves[J]. Bulletion of the Earthquake Research Institute, 46, 75-123(1968).
[6] FLECK J A, MORRIS J R, FEIT M D. Time-dependent propagation of high energy laser beams through the atmosphere[J]. Applied Physics, 10, 129-160(1976).
[7] NIKISHOV V V, NIKISHOV V I. Spectrum of turbulent fluctuations of the sea-water refraction index[J]. International Journal of Fluid Mechanics Research, 27, 82-98(2000).
[8] HILL R J. Optical propagation in turbulent water[J]. Journal of the Optical Society of America, 68, 1067-1072(1978).
[9] DILLON T M. The energetics of overturning structures: implication for the theory of fossil turbulence[J]. Journal of Physical Oceanography, 14, 541-549(1984).
[10] GARGETT A E. Vertical eddy diffusivity in the ocean interior[J]. Journal of Marine Research, 42, 359-393(1984).
[11] GARGETT A E, HOLLOWAY G. Sensitivity of the GFDL ocean model to different diffusivities for heat and salt[J]. Journal of Physical Oceanography, 22, 1158-1177(1992).
[12] CHENG Y, CANUTO V M. Stably stratified shear turbulence: a new model for the energy dissipation length scale[J]. Journal of the Atmospheric Sciences, 51, 2384-2396(1994).
[13] XU J, TANG M, ZHAO D. Propagation of electromagnetic non-uniformly correlated beams in the oceanic turbulence[J]. Optics Communications, 331, 1-5(2014).
[14] XU J, ZHAO D. Propagation of a stochastic electromagnetic vortex beam in the oceanic turbulence[J]. Optics & Laser Technology, 57, 189-193(2014).
[15] TANG M, ZHAO D. Spectral changes in stochastic anisotropic electromagnetic beams propagating through turbulent ocean[J]. Optics Communications, 312, 89-93(2014).
[16] ZHU W, TANG M, ZHAO D. Propagation of multi-Gaussian Schell-model beams in oceanic turbulence[J]. Optik, 127, 3775-3778(2016).
[17] LIU Yongxin, CHEN Ziyang, PU Jixiong. Propagation of stochastic electromagnetic high-order Bessel-Gaussian beams in the oceanic turbulence[J]. Acta Physica Sinica, 66, 199-205(2017).
[18] LU Tengfei, ZHANG Kailiang, WU Zhijun et al. Propagation properties of elliptical vortex beams in turbulent ocean[J]. Chinese Optics, 13, 323-332(2020).
[19] LU Tengfei, LIU Yongxin, WU Zhijun. Experimental investigation on propagation characteristics of vortex beams in underwater turbulence with different salinity[J]. Chinese Optics, 15, 111-118(2022).
[20] ZHANG Yanhong, LU Tengfei, LIU Yongxin et al. Intensities of non-uniformly polarized beams in the oceanic turbulence[J]. Laser Technology, 44, 310-314(2020).
[21] TIAN Bo, LIU Yongxin, GAO Zenghui et al. Propagation of partially coherent double-vortex beam in the oceanic turbulence[J]. Journal of Optoelectronics·Laser, 30, 317-325(2019).
[22] LU L, JI X, LI X et al. Influence of oceanic turbulence on propagation characteristics of Gaussian array beams[J]. Optik, 125, 7154-7161(2014).
[23] YANG Ting, JI Xiaoling, LI Xiaoqing. Propagation characteristics of partially coherentdecentred annular beams propagating through oceanic turbulence[J]. Acta Physica Sinica, 64, 204206(2015).
[24] YANG Tianxing, ZHAO Shengmei. Random Phase Screen Model of Ocean Turbulence[J]. Acta Optica Sinica, 37, 1201001(2017).
[25] NIU Chaojun, LU Fang, HAN Xiange. Propagation properties of gaussian array beams transmitted in oceanic turbulence simulated by phase screen method[J]. Acta Optica Sinica, 38, 0601004(2018).
[26] ALLEN L, BEIJERSBERGEN M, SPREEUW R et al. Orbital angular momentum of light and the transformation of Laguerre-Gaussian laser modes[J]. Physical Review A, 45, 8185(1992).
[27] HE H, FRIESE M, HECKENBERG N et al. Direct observation of transfer of angular momentum to absorptive particles from a laser beam with a phase singularity[J]. Physical Review Letters, 75, 826-829(1995).
[28] TERRIZA G, TORRES J, TORNER L. Management of the angular momentum of light: preparation of photons in multidimensional vector states of angular momentum[J]. Physical Review Letters, 88, 013601(2002).
[29] LI X, TAI Y, NIE Z et al. Digital speckle correlation method based on phase vortices[J]. Optical Engineering, 51, 077004(2012).
[30] SEVERIN F, ALEXANDER J, STEFAN B et al. Spiral phase contrast imaging in microscopy[J]. Optics Express, 13, 689-694(2005).
[31] ZHAO M, LIANG X, LI J et al. Optical phase contrast microscopy with incoherent vortex phase[J]. Laser Photonics Reviews, 16, 2200230(2022).
[32] OTTE E, DENZ C. Optical trapping gets structure: structured light for advanced optical manipulation[J]. Applied Physics Reviews, 7, 041308(2020).
[33] WAN Z, SHEN Y, WANG Z et al. Divergence-degenerate spatial multiplexing towards future ultrahigh capacity, low error-rate optical communications[J]. Light: Science & Applications, 11, 144-155(2022).
[34] OUYANG X, XU Y, XIAN M et al. Synthetic helical dichroism for six-dimensional optical orbital angular momentum multiplexing[J]. Nature Photonics, 15, 901-907(2021).
[35] ZHANG W, QI Q, ZHOU J et al. Mimicking Faraday rotation to sort the orbital angular momentum of light[J]. Physical Review Letters, 112, 153601(2014).
[36] ZHANG Hongxian, ZHAO Hang. Orbital angular momentum of high-order elliptical Hermite-Gaussian beams[J]. Acta Photonica Sinica, 37, 1679-1683(2008).
[37] SHI C, TAN C, WANG T et al. A waste classification method based on a multilayer hybrid convolution neural network[J]. Applied Sciences, 11, 8572-8572(2021).
[38] TOPPLE J M, FAWCETT J A. MiNet: efficient deep learning automatic target recognition for small autonomous vehicles[J]. IEEE Geoscience and Remote Sensing Letters, 18, 1014-1018(2020).
[39] DONG Y, PAN B. A review of speckle pattern fabrication and assessment for digital image correlation[J]. Experimental Mechanics, 57, 1161-1181(2017).
[40] ZAID A, PENG B, ALGBURI R N A et al. A hybrid deep learning pavement crack semantic segmentation[J]. Engineering Applications of Artificial Intelligence, 122, 106142(2023).
[41] WANG Z, LAI X, HUANG H et al. Recognizing the orbital angular momentum (OAM) of vortex beams from speckle patterns[J]. Science China Physics, 65, 244211(2022).
[42] SONG Zhiyi, JIN Zhaoxiang, WANG Yuyan et al. OAM pattern recognition of high order composite LG beams based on convolutional neural networks[J]. Optical Communication Technology, 47, 58-61(2020).
[43] LI J, ZHANG M, WANG D. Adaptive demodulator using machine learning for orbital angular momentum shift keying[J]. IEEE Photonics Technology Letters, 29, 1455-1458(2017).
[44] CHEN B, JU X, XIAO B et al. Locally GAN-generated face detection based on an improved Xception[J]. Information Sciences, 572, 16-28(2021).
[45] PU Jiapeng, WANG Xuemei, GAO Hongwei. Research of aerial image object detection method based on improved YOLOv4[J]. Journal of Shenyang Ligong University, 42, 46-53(2023).
[46] ANDRE R, BRUCE L G, MATTHEW L S. Categorization of birth weight phenotypes for inclusion in genetic evaluations using a deep neural network[J]. Journal of Animal Science, 99, 1-10(2021).
[47] CHEN Y, LIU X, JIANG J et al. Reconstruction of degraded image transmitting through ocean turbulence via deep learning[J]. Journal of the Optical Society of America A, 40, 2215-2222(2023).
[48] CHEN Y, LIU X, JIANG J et al. Estimation of ocean turbulence intensity using convolutional neural networks[J]. Frontiers in Physics, 11, 1279476(2023).
[49] LV Jie, ZHU Wenyue, CAI Jun et al. Comparison of two approaches for estimating atmospheric optical turbulence intensity near sea[J]. Acta Optica Sinica, 37, 0501001(2017).
Get Citation
Copy Citation Text
Yonghao CHEN, Xiaoyun LIU, Jinyang JIANG, Siyu GAO, Ying LIU, Tengfei CHAI, Yueqiu JIANG. Recognition of Vortex Beam Orbital Angular Momentum Based on Improved Xception[J]. Acta Photonica Sinica, 2024, 53(4): 0401004
Category:
Received: Oct. 30, 2023
Accepted: Dec. 29, 2023
Published Online: May. 15, 2024
The Author Email: Xiaoyun LIU (liuxy@imr.ac.cn)