Covariance Matrix Estimation in SIRV and Elliptical Processes and Their Applications in Radar Detection

Jean-Philippe Ovarlez 1, 2 Frédéric Pascal 3 Philippe Forster 4
1 Palaiseau - ONERA - The French Aerospace Lab
2 SONDRA - Laboratoire franco-singapourien de recherche en électromagnétisme et radars
3 L2S - Laboratoire des signaux et systèmes
4 SATIE - Systèmes et Applications des Technologies de l'Information et de l'Energie
Abstract : As developed in this chapter, the detection performances are strongly linked to the covariance matrix estimation process. Several estimation methods have been studied through the statistical properties of the estimators. Then, they have been used in various detection problems on simulated data and real datasets. These results have enlightened the interest of using advanced estimation methods. Notice that there was not an exhaustive presentation of the different covariance matrix estimation approaches. Recently, to tackle the problem of few secondary data, as well as to deal with robustness matters, improved regularization techniques have been introduced [71-74]. One can also mentioned the promising framework of the Random Matrix Theory with some recent results in robust covariance matrix estimation for signal processing applications.
Type de document :
Chapitre d'ouvrage
IET. Modern Radar Detection Theory, Scitech Publishing, pp.295-332, 2015, 978-1-61353-199-0. 〈10.1049/SBRA509E_ch〉
Liste complète des métadonnées
https://hal-centralesupelec.archives-ouvertes.fr/hal-01279530
Contributeur : Virginie Bouvier <>
Soumis le : vendredi 26 février 2016 - 14:17:50
Dernière modification le : samedi 14 avril 2018 - 16:38:04

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SATIE | SUP_SONDRA | CENTRALESUPELEC | SUP_SIGNAUX | SUP_LSS | L2S | ONERA | ENS-CACHAN | UNIV-CERGY | IFSTTAR | UNIV-PARIS-SACLAY | SATIE-SIAME | SATIE-MOSS

Citation

Jean-Philippe Ovarlez, Frédéric Pascal, Philippe Forster. Covariance Matrix Estimation in SIRV and Elliptical Processes and Their Applications in Radar Detection. IET. Modern Radar Detection Theory, Scitech Publishing, pp.295-332, 2015, 978-1-61353-199-0. 〈10.1049/SBRA509E_ch〉. 〈hal-01279530〉

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