BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN

Accurate geocoding of Earth observing (EO) satellite imagery is one major prerequisite to monitor the Earth’s environment. The quality of the obtained geocoded images depends on the accuracy of the sensor model parameters and the accuracy of the used height information. As for monitoring application...

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Main Authors: Gutjahr A, Scharrer B
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Subjects:
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.222.3691
http://www.isprs.org/proceedings/XXXVI/1-W51/paper/gutjahr_scharrer.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.222.3691 2023-05-15T16:50:09+02:00 BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN Gutjahr A Scharrer B The Pennsylvania State University CiteSeerX Archives application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.222.3691 http://www.isprs.org/proceedings/XXXVI/1-W51/paper/gutjahr_scharrer.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.222.3691 http://www.isprs.org/proceedings/XXXVI/1-W51/paper/gutjahr_scharrer.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://www.isprs.org/proceedings/XXXVI/1-W51/paper/gutjahr_scharrer.pdf KEY WORDS Mathematics Modelling Rectification Automation Volcanoes text ftciteseerx 2016-01-07T18:22:34Z Accurate geocoding of Earth observing (EO) satellite imagery is one major prerequisite to monitor the Earth’s environment. The quality of the obtained geocoded images depends on the accuracy of the sensor model parameters and the accuracy of the used height information. As for monitoring applications automated image processing chains are desired this paper concentrates on the automatisation of the required measurement ground control points (GCPs). Moreover, several methods to make least squares adjustment a robust estimator are presented. To improve the performance of the robust estimation with respect to the reduction of computational effort and reduction of number of GCPs needed, the use of the median absolute deviation is introduced. The presented general geocoding workflow and the proposed enhancements are tested using an ENVISAT-ASAR scene of the highly active Neovolcanic Zone of Southern Iceland. This test site, prone to natural hazards like volcanic eruptions and massive glacial torrents is equipped with a network of artificial corner reflectors enabling a detailed verification of the proposed approach. 1. Text Iceland Unknown Asar ENVELOPE(134.033,134.033,68.667,68.667)
institution Open Polar
collection Unknown
op_collection_id ftciteseerx
language English
topic KEY WORDS
Mathematics
Modelling
Rectification
Automation
Volcanoes
spellingShingle KEY WORDS
Mathematics
Modelling
Rectification
Automation
Volcanoes
Gutjahr A
Scharrer B
BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN
topic_facet KEY WORDS
Mathematics
Modelling
Rectification
Automation
Volcanoes
description Accurate geocoding of Earth observing (EO) satellite imagery is one major prerequisite to monitor the Earth’s environment. The quality of the obtained geocoded images depends on the accuracy of the sensor model parameters and the accuracy of the used height information. As for monitoring applications automated image processing chains are desired this paper concentrates on the automatisation of the required measurement ground control points (GCPs). Moreover, several methods to make least squares adjustment a robust estimator are presented. To improve the performance of the robust estimation with respect to the reduction of computational effort and reduction of number of GCPs needed, the use of the median absolute deviation is introduced. The presented general geocoding workflow and the proposed enhancements are tested using an ENVISAT-ASAR scene of the highly active Neovolcanic Zone of Southern Iceland. This test site, prone to natural hazards like volcanic eruptions and massive glacial torrents is equipped with a network of artificial corner reflectors enabling a detailed verification of the proposed approach. 1.
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Gutjahr A
Scharrer B
author_facet Gutjahr A
Scharrer B
author_sort Gutjahr A
title BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN
title_short BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN
title_full BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN
title_fullStr BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN
title_full_unstemmed BENEFITS OF ROBUST PARAMETER ESTIMATION TECHNIQUES IN AN AUTOMATED GEOCODING PROCESSING CHAIN
title_sort benefits of robust parameter estimation techniques in an automated geocoding processing chain
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.222.3691
http://www.isprs.org/proceedings/XXXVI/1-W51/paper/gutjahr_scharrer.pdf
long_lat ENVELOPE(134.033,134.033,68.667,68.667)
geographic Asar
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genre_facet Iceland
op_source http://www.isprs.org/proceedings/XXXVI/1-W51/paper/gutjahr_scharrer.pdf
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.222.3691
http://www.isprs.org/proceedings/XXXVI/1-W51/paper/gutjahr_scharrer.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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