Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica

[1] We analyze ICESat derived heights collected between Feb.03–Nov.04 using a kriging/Kalman filtering approach to investigate height changes in East Antarctica. The model’s parameters are height change to an a priori static digital height model, seasonal signal expressed as an amplitude B and phase...

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Main Authors: A. T. Nguyen, T. A. Herring
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
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Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.668.7248
http://icesat.gsfc.nasa.gov/icesat/publications/GRL/nguyen-1.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.668.7248 2023-05-15T13:46:01+02:00 Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica A. T. Nguyen T. A. Herring The Pennsylvania State University CiteSeerX Archives application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.668.7248 http://icesat.gsfc.nasa.gov/icesat/publications/GRL/nguyen-1.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.668.7248 http://icesat.gsfc.nasa.gov/icesat/publications/GRL/nguyen-1.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://icesat.gsfc.nasa.gov/icesat/publications/GRL/nguyen-1.pdf text ftciteseerx 2016-01-08T17:13:25Z [1] We analyze ICESat derived heights collected between Feb.03–Nov.04 using a kriging/Kalman filtering approach to investigate height changes in East Antarctica. The model’s parameters are height change to an a priori static digital height model, seasonal signal expressed as an amplitude B and phase q, and height-change rate dh/dt for each (100 km)2 block. From the Kalman filter results, dh/dt has a mean of 0.06 m/yr in the flat interior of East Antarctica. Spatially correlated pointing errors in the current data releases give uncertainties in the range 0.06 m/yr, making height change detection unreliable at this time. Our test shows that when using all available data with pointing knowledge equivalent to that of Laser 2a, height change detection with an accuracy level 0.02 m/yr can be achieved Text Antarc* Antarctica East Antarctica Unknown East Antarctica
institution Open Polar
collection Unknown
op_collection_id ftciteseerx
language English
description [1] We analyze ICESat derived heights collected between Feb.03–Nov.04 using a kriging/Kalman filtering approach to investigate height changes in East Antarctica. The model’s parameters are height change to an a priori static digital height model, seasonal signal expressed as an amplitude B and phase q, and height-change rate dh/dt for each (100 km)2 block. From the Kalman filter results, dh/dt has a mean of 0.06 m/yr in the flat interior of East Antarctica. Spatially correlated pointing errors in the current data releases give uncertainties in the range 0.06 m/yr, making height change detection unreliable at this time. Our test shows that when using all available data with pointing knowledge equivalent to that of Laser 2a, height change detection with an accuracy level 0.02 m/yr can be achieved
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author A. T. Nguyen
T. A. Herring
spellingShingle A. T. Nguyen
T. A. Herring
Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica
author_facet A. T. Nguyen
T. A. Herring
author_sort A. T. Nguyen
title Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica
title_short Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica
title_full Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica
title_fullStr Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica
title_full_unstemmed Analysis of ICESat data using Kalman filter and kriging to study height changes in East Antarctica
title_sort analysis of icesat data using kalman filter and kriging to study height changes in east antarctica
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.668.7248
http://icesat.gsfc.nasa.gov/icesat/publications/GRL/nguyen-1.pdf
geographic East Antarctica
geographic_facet East Antarctica
genre Antarc*
Antarctica
East Antarctica
genre_facet Antarc*
Antarctica
East Antarctica
op_source http://icesat.gsfc.nasa.gov/icesat/publications/GRL/nguyen-1.pdf
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.668.7248
http://icesat.gsfc.nasa.gov/icesat/publications/GRL/nguyen-1.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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