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压缩感知三维重建算法控制参数对太赫兹数字全息再现的影响

Influences of Compressive Sensing 3D Reconstruction Algorithm Control Parameters on Terahertz Digital Holography Reconstruction

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摘要

太赫兹三维成像技术是太赫兹成像技术的重要研究方向, 因为基于样本的三维图像可以获取比二维图像更丰富的分布信息。影响压缩感知方法三维重建结果精度的算法控制参数主要有迭代次数和稀疏限制参数。利用主观及客观评价法, 首先分析了理想情况下迭代次数和稀疏限制参数对再现结果的影响。考虑到实际目标板的不均匀等现象会引入噪声, 因此研究了存在高斯噪声时再现算法控制参数对再现结果的影响。结果表明:当迭代次数均为200次, 理想情况和高斯噪声方差分别为0.0005和0.001时, 稀疏限制参数分别为0.02、0.1、0.1。

Abstract

Terahertz three-dimensional (3D) imaging is an important research direction for terahertz (THz) imaging technology, because 3D images of a sample can provide richer distribution information than 2D images. The main algorithm-control parameters that affect the accuracy of compressed 3D reconstructions are the number of iteration and the sparse restriction parameter. In this paper, we use subjective and objective evaluations to analyze the influences of these parameters on the reconstruction results for an ideal situation. Considering that noise is generated because the actual target plate is inhomogeneous, we mainly study the influences of the control parameters in reconstruction algorithms containing different levels of Gaussian noise on reconstructed results. The results show that when the number of iteration is 200, sparse restriction parameter is 0.02, 0.1 and 0.1 for the ideal case and Gaussian noise variance of 0.0005 and 0.001, respectively.

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中图分类号:TN249

DOI:10.3788/cjl201845.1014001

所属栏目:太赫兹技术

基金项目:国家自然科学基金(61377110)

收稿日期:2018-03-09

修改稿日期:2018-04-22

网络出版日期:2018-04-27

作者单位    点击查看

袁静:哈尔滨工业大学可调谐激光技术国家级重点实验室, 黑龙江 哈尔滨 150080
李琦:哈尔滨工业大学可调谐激光技术国家级重点实验室, 黑龙江 哈尔滨 150080
巩文盼:哈尔滨工业大学可调谐激光技术国家级重点实验室, 黑龙江 哈尔滨 150080

联系人作者:李琦(liqi2013@hit.edu.cn); 袁静(HIT_yuanjing@163.com);

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引用该论文

Yuan Jing,Li Qi,Gong Wenpan. Influences of Compressive Sensing 3D Reconstruction Algorithm Control Parameters on Terahertz Digital Holography Reconstruction[J]. Chinese Journal of Lasers, 2018, 45(10): 1014001

袁静,李琦,巩文盼. 压缩感知三维重建算法控制参数对太赫兹数字全息再现的影响[J]. 中国激光, 2018, 45(10): 1014001

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