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噪声对大气痕量气体分布重建的影响
引用本文:韦民红,李素文,朱旋,窦德召,邵芬.噪声对大气痕量气体分布重建的影响[J].大气与环境光学学报,2017,12(5):371-376.
作者姓名:韦民红  李素文  朱旋  窦德召  邵芬
作者单位:( 淮北师范大学物理与电子信息学院,安徽 淮北 235000)
基金项目:Supported by General Project of National Natural Science Foundation of China (国家自然科学基金面上项目, 41275027 ), Natural Science Research Foundation of Education Bureau of Anhui Province, China (安徽高校省级自然科学研究重点项目, KJ2015A069)
摘    要:针对大气痕量气体浓度的二维分布重建中的噪声问题,采用数值模拟的方法研究了噪声对差分吸收光谱断层扫描技术重构大气痕量气体空间分布的影响,建立了噪声的模型,并研究了噪声对代数迭代重建算法(ART)和联合迭代重建算法(SIRT)两种重建算法的重建效果的影响,ART算法重建后,误差Ea 由0.1080降低到了0.0182; SIRT算法重建后误差Ea 由0.0476降低到了0.0102。结果表明,随着随机噪声的增加,重建图像变态程度越来越严重。由重建相对误差指标可以看出,随着信噪比的增加,重建相对误差越来越小。因此,在外场重建试验中应该尽量避免噪声。

关 键 词:噪声  气体分布  重建  
收稿时间:2016-09-22
修稿时间:2016-11-04

Influence of Noise on Atmospheric Trace Gas Distribution Reconstruction
WEI Min-Gong,LI Su-Wen,ZHU Xuan,DOU De-Zhao,SHAO Fen.Influence of Noise on Atmospheric Trace Gas Distribution Reconstruction[J].Journal of Atmospheric and Environmental Optics,2017,12(5):371-376.
Authors:WEI Min-Gong  LI Su-Wen  ZHU Xuan  DOU De-Zhao  SHAO Fen
Affiliation:(School of Physics and Electronic Information, Huaibei Normal University, Huaibei 235000, China)
Abstract:For the noise problem of two-dimensional concentration distribution reconstruction of trace gases in the atmosphere, the method of numerical simulation is adopted to study the influence of noise on the spatial distribution reconstruction of atmospheric trace gases by the differential absorption spectrum tomography. The noise model is established, the algebraic iterative reconstruction algorithm (ART) and simultaneous iterative reconstruction algorithm (SIRT) are researched, and the influence of noise on the reconstruction effects of the two kinds of reconstruction algorithm is also researched respectively. The error index Ea can be reduced from 0.1080 to 0.0182 by reconstruction of ART algorithm, and the error index Ea can be reduced from 0.0476 to 0.0102 by reconstruction of SIRT algorithm. The results show that with the increase of random noise, the abnormal degree of reconstruction image is more and more serious. From the relative error indicators of reconstruction, with the increase of signal-to-noise ratio, reconstruction of relative error is smaller and smaller. Therefore, noise should try to be avoided in field reconstruction experiment.
Keywords:noise  gas distribution  reconstruction  
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