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Doicu, Adrian und Trautmann, Thomas und Schreier, Franz (2011) Regularization of inverse problems in atmospheric remote sensing. In: Polarimetric Detection, Characterization and Remote Sensing NATO Science for Peace and Security Series C: Environmental Security. Springer Link. Seiten 79-116. doi: 10.1007/978-94-007-1636-0_4. ISBN 978-94-007-1635-3 (Print) 978-94-007-1636- (Online). ISSN 1874-6519.
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Offizielle URL: http://link.springer.com/chapter/10.1007%2F978-94-007-1636-0_4#
Kurzfassung
In this chapter we present the basic concepts of numerical regularization theory. We analyze direct and iterative methods for solving nonlinear ill-posed problems in a general framework. From the category of direct methods we choose the method of Tikhonov regularization, while from the category of iterative methods we pay attention to the iteratively regularized Gauss–Newton method and the regularizing Levenberg–Marquardt method. For the Tikhonov regularization, we discuss the practical aspects of the regularization parameter choice methods, which are decisive for obtaining a reliable solution of the inverse problem. The efficiency of the regularization methods is analyzed from the numerical point of view by considering several test problems of atmospheric remote sensing.
| elib-URL des Eintrags: | https://elib.dlr.de/56280/ | ||||||||||||||||||||
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| Dokumentart: | Beitrag in einem Lehr- oder Fachbuch | ||||||||||||||||||||
| Titel: | Regularization of inverse problems in atmospheric remote sensing | ||||||||||||||||||||
| Autoren: |
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| Datum: | 11 Mai 2011 | ||||||||||||||||||||
| Erschienen in: | Polarimetric Detection, Characterization and Remote Sensing | ||||||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||||||
| Open Access: | Nein | ||||||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||||||
| DOI: | 10.1007/978-94-007-1636-0_4 | ||||||||||||||||||||
| Seitenbereich: | Seiten 79-116 | ||||||||||||||||||||
| Herausgeber: |
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| Verlag: | Springer Link | ||||||||||||||||||||
| Name der Reihe: | NATO Science for Peace and Security Series C: Environmental Security | ||||||||||||||||||||
| ISSN: | 1874-6519 | ||||||||||||||||||||
| ISBN: | 978-94-007-1635-3 (Print) 978-94-007-1636- (Online) | ||||||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||||||
| Stichwörter: | atmospheric remote sensing inverse problems regularization methods | ||||||||||||||||||||
| HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||
| HGF - Programm: | Raumfahrt | ||||||||||||||||||||
| HGF - Programmthema: | Erdbeobachtung | ||||||||||||||||||||
| DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||
| DLR - Forschungsgebiet: | R EO - Erdbeobachtung | ||||||||||||||||||||
| DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben Spektrometrische Verfahren und Konzepte der Fernerkundung (alt) | ||||||||||||||||||||
| Standort: | Oberpfaffenhofen | ||||||||||||||||||||
| Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > Atmosphärenprozessoren | ||||||||||||||||||||
| Hinterlegt von: | Schreier, Dr.rer.nat. Franz | ||||||||||||||||||||
| Hinterlegt am: | 22 Okt 2015 15:45 | ||||||||||||||||||||
| Letzte Änderung: | 10 Mai 2016 23:31 |
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