Noise Analysis of MAIA System and Possible Noise Suppression

被引:0
|
作者
Svihlik, Jan [1 ]
Fliegel, Karel [2 ]
Koten, Pavel [3 ]
Vitek, Stanislav [2 ]
Pata, Petr [2 ]
机构
[1] Inst Chem Tech, Dept Comp & Control Eng, Prague 16628, Czech Republic
[2] Czech Tech Univ, Dept Radioelect, Prague 16627, Czech Republic
[3] CAS, Astron Inst, Interplanetary Matter Dept, Ondrejov, Czech Republic
关键词
MAIA; meteor; noise analysis; GMM; GLM; Bayesian estimator; discrete wavelet transform; IMAGES;
D O I
暂无
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
This paper is devoted to the noise analysis and noise suppression in a system for double station observation of the meteors now known as MAIA (Meteor Automatic Imager and Analyzer). The noise analysis is based on acquisition of testing video sequences in different light conditions and their further statistical evaluation. The main goal is to find a suitable noise model and subsequently determine if the noise is signal dependent or not. Noise and image model in the wavelet domain should be based on Gaussian mixture model (GMM) or Generalized Laplacian Model (GLM) and the model parameters should be estimated by moment method. Furthermore, noise should be modeled by GMM or GLM also in the space domain. GMM and GLM allow to model various types of probability density functions. Finally the advanced denoising algorithm using Bayesian estimator is applied and its performance is verified.
引用
收藏
页码:110 / 117
页数:8
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