Results Of Tovs Ozone Retrieval With Neural Networks

We present the results of a recently finished project concerned with total ozone retrieval on a global scale from HIRS and MSU brightness temperatures. The project encompasses processing TOVS data ranging from 1986 to now by means of a neural network technique utilizing information from all spectral...

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Main Authors: Anton K. Kaifel, Martin D. Müller
Other Authors: The Pennsylvania State University CiteSeerX Archives
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Language:English
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Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.3583
http://auc.dfd.dlr.de/GOME_NRT//profile_docs/Kaifel_ITSC-XI.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.18.3583 2023-05-15T18:02:14+02:00 Results Of Tovs Ozone Retrieval With Neural Networks Anton K. Kaifel Martin D. Müller The Pennsylvania State University CiteSeerX Archives 0 application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.3583 http://auc.dfd.dlr.de/GOME_NRT//profile_docs/Kaifel_ITSC-XI.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.3583 http://auc.dfd.dlr.de/GOME_NRT//profile_docs/Kaifel_ITSC-XI.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://auc.dfd.dlr.de/GOME_NRT//profile_docs/Kaifel_ITSC-XI.pdf text ftciteseerx 2016-01-07T16:23:57Z We present the results of a recently finished project concerned with total ozone retrieval on a global scale from HIRS and MSU brightness temperatures. The project encompasses processing TOVS data ranging from 1986 to now by means of a neural network technique utilizing information from all spectral channels. Comparisons with ozone measurements from WOUDC Dobson and Brewer ground stations yielded a day and night average RMS accuracy of about 15 D.U. for all weather conditions, including broken clouds. Further validation was performed by comparison with TOMS and GOME data at 51 ground station locations, showing the error of TOVS vs. ground to be similar to these sensors' errors. The TOVS errors do however not increase over time, therefore temporal stability of the retrieval can be assumed. We conclude TOVS has qualified as a suitable instrument for accurate and fast ozone retrievals, especially since it is currently the only orbital sensor capable of measuring ozone in the polar night. Text polar night Unknown
institution Open Polar
collection Unknown
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description We present the results of a recently finished project concerned with total ozone retrieval on a global scale from HIRS and MSU brightness temperatures. The project encompasses processing TOVS data ranging from 1986 to now by means of a neural network technique utilizing information from all spectral channels. Comparisons with ozone measurements from WOUDC Dobson and Brewer ground stations yielded a day and night average RMS accuracy of about 15 D.U. for all weather conditions, including broken clouds. Further validation was performed by comparison with TOMS and GOME data at 51 ground station locations, showing the error of TOVS vs. ground to be similar to these sensors' errors. The TOVS errors do however not increase over time, therefore temporal stability of the retrieval can be assumed. We conclude TOVS has qualified as a suitable instrument for accurate and fast ozone retrievals, especially since it is currently the only orbital sensor capable of measuring ozone in the polar night.
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Anton K. Kaifel
Martin D. Müller
spellingShingle Anton K. Kaifel
Martin D. Müller
Results Of Tovs Ozone Retrieval With Neural Networks
author_facet Anton K. Kaifel
Martin D. Müller
author_sort Anton K. Kaifel
title Results Of Tovs Ozone Retrieval With Neural Networks
title_short Results Of Tovs Ozone Retrieval With Neural Networks
title_full Results Of Tovs Ozone Retrieval With Neural Networks
title_fullStr Results Of Tovs Ozone Retrieval With Neural Networks
title_full_unstemmed Results Of Tovs Ozone Retrieval With Neural Networks
title_sort results of tovs ozone retrieval with neural networks
publishDate
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.3583
http://auc.dfd.dlr.de/GOME_NRT//profile_docs/Kaifel_ITSC-XI.pdf
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op_source http://auc.dfd.dlr.de/GOME_NRT//profile_docs/Kaifel_ITSC-XI.pdf
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http://auc.dfd.dlr.de/GOME_NRT//profile_docs/Kaifel_ITSC-XI.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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