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Autor(en):
Wang, Yuanyuan; Zhu, Xiao Xiang; Bamler, Richard
Titel:
Robust {Covariance} {Matrix} {Estimation} with {Application} to {Volcano} {Monitoring} using {SAR} {Image} {Stacks}
Abstract:
This paper introduces a new method - the Rank M-Estimator (RME) - for robust covariance matrix estimation of distributed scatterers (DSs) in SAR image stacks, or more general for complex multivariate with multiplicative and non-stationay phase signal. The RME can work without the assumption of samples' stationarity, which is seldom addressed in the SAR community. In other words, no flattening/estimation of the interferometric phase is required. The robustness of RME is achieved by using an M-est...     »
Stichworte:
SAR, covariance matrix, rank covariance matrix, M-estimator, robust statistics, distributed scatterers
Kongress- / Buchtitel:
{EUSAR} 2014; 10th {European} {Conference} on {Synthetic} {Aperture} {Radar}; {Proceedings} of
Kongress / Zusatzinformationen:
00000
Jahr:
2014
Monat:
jun
Seiten:
1--4
Reviewed:
ja
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