Acta Photonica Sinica, Volume. 51, Issue 12, 1206002(2022)
Wavefront Distortion Restoration Method Based on Residual Attention Network
[1] Hengying CAO, Heming CHEN, Xiuli BAI. Generation and multiplexing of photon orbital angular momentum based on silicon-based waveguide. Acta Photonica Sinica, 48, 1248003(2019).
[2] Junwei ZHANG, Junyi LIU, Lei SHEN et al. Mode-division multiplexed transmission of wavelength-division multiplexing signals over a 100-km single-span orbital angular momentum fiber. Photonics Research, 8, 1236-1242(2020).
[3] Dongxiao ZHANG, Zhibin CHEN, Cheng XIAO et al. High precision generation method of turbulent phase screen based on modified atmospheric spectrum. Acta PHOTONICA Sinica, 49, 0601002(2020).
[4] Xin LI, Yang WU, Zhou FANG et al. Adaptive optics image post-processing based on multi-channel blind recognition. Acta Photonica Sinica, 49, 0201003(2020).
[5] Jisong JIANG, Aimin JIANG. Numerical model and verification of non isohalo imaging based on time-varying phase screen. Acta Photonica Sinica, 49, 0301001(2020).
[6] Suying CUI, Xiaohui ZHAO, Xu HE et al. A quick hybrid atmospheric-interference compensation method in a WFS-less free-space optical communication system. Current Optics and Photonics, 2, 612-622(2018).
[7] Jie JIANG, Hongxiang GUO, Yiming BIAN. et al Dynamic turbulence compensation simulation of few mode fiber coupling demultiplexing system based on SPGD algorithm. Acta Optica Sinica, 41, 1901001(2021).
[8] Qian LI, Zhen WU, Jiesu XU et al. Phase restoration algorithm based on pupil difference. Acta Optica Sinica, 39, 0626001(2019).
[9] Qintao HU, Liangli ZHEN, Yao MAO et al. Adaptive stochastic parallel gradient descent approach for efficient fiber coupling. Optics Express, 28, 13141-13154(2020).
[10] Wei LIANG, Feng ZHOU, Jun HE et al. Research on vortex beam distortion wavefront correction technology based on genetic algorithm. Journal of Hunan Institute of Technology (Natural Science Edition), 34, 47-51(2021).
[11] S W PAINE, J R FIENUP. Machine learning for improved image-based wavefront sensing. Optics Letters, 43, 1235-1238(2018).
[12] Qinghua TIAN, Chenda LU, Bo LIU et al. DNN-based aberration correction in a wavefront sensorless adaptive optics system. Optics Express, 27, 10765-10776(2019).
[13] N YOHEI, V MATIAS, H RYOICHI et al. Deep learning wavefront sensing. Optics Express, 27, 240-251(2019).
[14] Yanwang ZHAI, Shiyao FU, Jianqiang ZHANG et al. Turbulence aberration correction for vector vortex beams using deep neural networks on experimental data. Optics Express, 28, 7515-7527(2020).
[15] Huimin MA, Haiqiu LIN, Yan QIAO et al. Numerical study of adaptive optics compensation based on convolutional neural networks. Optics Communications, 433, 283-289(2019).
[16] Huimin MA, Jun JIAO, Yan QIAO et al. A wavefront restoration method based on deep learning of light intensity images. Laser & Optoelectronics Progress, 57, 081103(2020).
[17] Yu WU, Youming GUO, Hua BAO et al. Sub-millisecond phase retrieval for phase-diversity wavefront sensor. Sensors, 20, 4877(2020).
[18] Yang ZHANG, Yulong HE, Yu NING et al. Deep learning method of far-field spot inversion wavefront phase. Infrared and Laser Engineering, 50, 20200363(2021).
[19] Xiang LI, Wenhai WANG, Xiaolin HU et al. Selective kernel networks, 510-519(2019).
[20] S ZAGORUYKO, N KOMODAKIS. Paying more attention to attention: improving the performance of convolutional neural networks via attention transfer(2017).
[21] Danyu ZHANG. Adaptive optics wavefront distortion control and experimental research(2020).
Get Citation
Copy Citation Text
Yang CAO, Zupeng ZHANG, Xiaofeng PENG. Wavefront Distortion Restoration Method Based on Residual Attention Network[J]. Acta Photonica Sinica, 2022, 51(12): 1206002
Category: Fiber Optics and Optical Communications
Received: Mar. 17, 2022
Accepted: Jul. 1, 2022
Published Online: Feb. 6, 2023
The Author Email: ZHANG Zupeng (pzzwint@163.com)