Numerical Simulation of Performance Improvement of Coherent LiDAR Based on SPGD Algorithm

被引:0
|
作者
Wu, Zhiyong [1 ]
Xue, Jinbo [1 ,2 ]
Liu, Wei [3 ]
Jin, Dairan [1 ]
Fu, Xingxin [1 ,2 ]
Li, Hongli [1 ,2 ]
Tan, Yixuan [1 ,2 ]
Cao, Jingtai [1 ]
机构
[1] Chinese Acad Sci, Changchun Inst Opt Fine Mech & Phys, Changchun 130033, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Jilin Univ, Coll Commun Engn, Changchun 130026, Peoples R China
来源
IEEE PHOTONICS JOURNAL | 2024年 / 16卷 / 06期
基金
中国国家自然科学基金;
关键词
Laser radar; Signal to noise ratio; Optimization; Adaptive optics; Atmospheric waves; Polynomials; Optical imaging; Optical distortion; Optical receivers; Distortion; Atmospheric turbulence; LiDAR; SPGD optimization algorithm; wavefront correction; ADAPTIVE OPTICS;
D O I
10.1109/JPHOT.2024.3488073
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Atmospheric turbulence can significantly impact the effectiveness of light detection and ranging (LiDAR) in long-range detection. A technique for wavefront correction, which is based on the stochastic parallel gradient descent (SPGD) optimization algorithm, is proposed. The method integrates coherent detection theory with adaptive optics technology, effectively mitigating the adverse effects of turbulence. This work evaluates the suitability of the algorithm in coherent LiDAR through theoretical analysis and establishes the necessary theoretical relationships. Through numerical simulation, we assess its optimization ability for Strehl ratio (SR), bit error rate (BER), signal to noise ratio (SNR), and detection distance (DR). We also conduct a comprehensive analysis of the impact of the number of iterations of the algorithm affecting SR, SNR, and DR. This analysis provides robust data support for balancing the performance of the system. The results show that the corrected SR can reach 0.96, 0.88, and 0.75, the SNR can be improved by 7 dB, 16 dB, and 26 dB, and the DR can be improved by 8%, 17%, and 30% in gentle, moderate, and strong turbulence, respectively.
引用
收藏
页数:7
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