摘要
高质量、高分辨率的遥感光谱数据获取受限于成像系统的光通量.针对传统推扫式的光谱仪当增加狭缝的光通量以提高信噪比时会降低空间分辨率这个问题,从信号处理角度为推扫式光谱成像系统建模,引入压缩感知理论,使得系统可以通过增加狭缝数目的方式来增加光通量.在理论上,该方法增加了光通量而没有降低空间分辨率.在仿真实验中,光通量增大128倍,用25%的曝光频率就可以很好地获得512×512的光谱图像.该光谱成像方法在遥感技术领域以较少的曝光次数、存储传输较少的数据就可以获得高质量的光谱数据.
The acquisition of high image quality and high resolution spectral data is limited by light flux.A push-broom spectral imaging should reduce the spatial resolution if it amplified its light flux to increase its signal noise ratio(SNR).According to this problem,the theory of compressive sensing(CS)is introduced for modeling the push-broom spectral imaging system from the signal processing analysis,so that the number of slits of the imaging system can be increased to amplify its light flux.Under the guidance of the theory of compressive sensing,the light flux can increase without reducing the spatial resolution.In the simulation,if its exposure frequency dropped to 1/4the original,and its light flux increased to 128 times the original,the spectral image with the resolution of 512×512could be well obtained.This method is suitable for remote sensing by using a smaller number of times for imaging and less memory for storage and transmission compared with the traditional one.
出处
《西安电子科技大学学报》
EI
CAS
CSCD
北大核心
2016年第2期29-34,共6页
Journal of Xidian University
基金
国家自然科学基金资助项目(31300473
61372131
61227004
61003148)
中央高校基本科研业务费专项资金资助项目(K5051202050
K5051399020)
福建省自然科学基金资助项目(2014J01073)
关键词
光谱
成像
压缩感知
空间分辨率
推扫式
spectrum
imaging
compressed sensing
special resolution
push-broom