Proposal for infrared atmospheric sounding interferometer on-board data compression
The Infrared Atmospheric Sounding Interferometer (IASI) system provides infrared soundings of moisture and temperature profiles, as well as soundings of chemical components. These measurements play a key role in atmospheric chemistry, global change and climate monitoring. The instrument, developed b...
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| Format: | article |
| Publication Date: | 2015 |
| Country: | España |
| Institution: | Universitat Autònoma de Barcelona |
| Repository: | Dipòsit Digital de Documents de la UAB |
| Language: | English |
| OAI Identifier: | oai:ddd.uab.cat:144562 |
| Online Access: | https://ddd.uab.cat/record/144562 https://dx.doi.org/urn:doi:10.1117/1.JRS.9.097498 |
| Access Level: | Open access |
| Keyword: | Remote sensing compression Lossless data coding Predictive coding Entropy analysis Multi- and hyperspectral imagery CCSDS 123 |
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Proposal for infrared atmospheric sounding interferometer on-board data compressionGarcía-Sobrino, Joaquín|||0000-0003-3808-7132Blanes Garcia, Ian|||0000-0001-8939-1666Albinet, MathieuCamarero, RobertoSerra-Sagristà, Joan|||0000-0003-4729-9292Remote sensing compressionLossless data codingPredictive codingEntropy analysisMulti- and hyperspectral imageryCCSDS 123The Infrared Atmospheric Sounding Interferometer (IASI) system provides infrared soundings of moisture and temperature profiles, as well as soundings of chemical components. These measurements play a key role in atmospheric chemistry, global change and climate monitoring. The instrument, developed by a cooperating agreement between EUMETSAT and CNES, is implemented on the Metop satellite series. The instrument data production rate is 45 Megabits/s while the transmission rate allocated to IASI measurements is 1.5 Megabits/s. It is thus necessary to implement a significant part of the IASI data processing on board the instrument. In this paper we investigate the information statistics of IASI L0 data once the on-board processing chain is finished. We analyze order-0 entropy, and order-1, order-2 and order-3 conditional entropies, where conditional entropies assess both the spectral and the spatial joint information. According to the simple order-0 entropy, at least one bit per sample could be spared if a variable-length code were employed. We also investigate the actual performance of different lossless compression techniques on IASI L0 data. The CCSDS-123, JPEG-LS and JPEG2000 standards, as well as M-CALIC coding technique are evaluated. Experimental results reveal that IASI Level 0 data can be coded by a compression ratio above 2.6:1. 22015-01-0120152015-01-01Articlehttp://purl.org/coar/resource_type/c_6501VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfhttps://ddd.uab.cat/record/144562https://dx.doi.org/urn:doi:10.1117/1.JRS.9.097498reponame:Dipòsit Digital de Documents de la UABinstname:Universitat Autònoma de BarcelonaInglésengMinisterio de Economía y Competitividad https://doi.org/10.13039/501100003329 TIN2012-38102-C03-03Agència de Gestió d'Ajuts Universitaris i de Recerca https://doi.org/10.13039/501100003030 2014/SGR-691open accesshttp://purl.org/coar/access_right/c_abf2Aquest material està protegit per drets d'autor i/o drets afins. Podeu utilitzar aquest material en funció del que permet la legislació de drets d'autor i drets afins d'aplicació al vostre cas. Per a d'altres usos heu d'obtenir permís del(s) titular(s) de drets.https://rightsstatements.org/vocab/InC/1.0/info:eu-repo/semantics/openAccessoai:ddd.uab.cat:1445622026-06-06T12:50:31Z |
| dc.title.none.fl_str_mv |
Proposal for infrared atmospheric sounding interferometer on-board data compression |
| title |
Proposal for infrared atmospheric sounding interferometer on-board data compression |
| spellingShingle |
Proposal for infrared atmospheric sounding interferometer on-board data compression García-Sobrino, Joaquín|||0000-0003-3808-7132 Remote sensing compression Lossless data coding Predictive coding Entropy analysis Multi- and hyperspectral imagery CCSDS 123 |
| title_short |
Proposal for infrared atmospheric sounding interferometer on-board data compression |
| title_full |
Proposal for infrared atmospheric sounding interferometer on-board data compression |
| title_fullStr |
Proposal for infrared atmospheric sounding interferometer on-board data compression |
| title_full_unstemmed |
Proposal for infrared atmospheric sounding interferometer on-board data compression |
| title_sort |
Proposal for infrared atmospheric sounding interferometer on-board data compression |
| dc.creator.none.fl_str_mv |
García-Sobrino, Joaquín|||0000-0003-3808-7132 Blanes Garcia, Ian|||0000-0001-8939-1666 Albinet, Mathieu Camarero, Roberto Serra-Sagristà, Joan|||0000-0003-4729-9292 |
| author |
García-Sobrino, Joaquín|||0000-0003-3808-7132 |
| author_facet |
García-Sobrino, Joaquín|||0000-0003-3808-7132 Blanes Garcia, Ian|||0000-0001-8939-1666 Albinet, Mathieu Camarero, Roberto Serra-Sagristà, Joan|||0000-0003-4729-9292 |
| author_role |
author |
| author2 |
Blanes Garcia, Ian|||0000-0001-8939-1666 Albinet, Mathieu Camarero, Roberto Serra-Sagristà, Joan|||0000-0003-4729-9292 |
| author2_role |
author author author author |
| dc.subject.none.fl_str_mv |
Remote sensing compression Lossless data coding Predictive coding Entropy analysis Multi- and hyperspectral imagery CCSDS 123 |
| topic |
Remote sensing compression Lossless data coding Predictive coding Entropy analysis Multi- and hyperspectral imagery CCSDS 123 |
| description |
The Infrared Atmospheric Sounding Interferometer (IASI) system provides infrared soundings of moisture and temperature profiles, as well as soundings of chemical components. These measurements play a key role in atmospheric chemistry, global change and climate monitoring. The instrument, developed by a cooperating agreement between EUMETSAT and CNES, is implemented on the Metop satellite series. The instrument data production rate is 45 Megabits/s while the transmission rate allocated to IASI measurements is 1.5 Megabits/s. It is thus necessary to implement a significant part of the IASI data processing on board the instrument. In this paper we investigate the information statistics of IASI L0 data once the on-board processing chain is finished. We analyze order-0 entropy, and order-1, order-2 and order-3 conditional entropies, where conditional entropies assess both the spectral and the spatial joint information. According to the simple order-0 entropy, at least one bit per sample could be spared if a variable-length code were employed. We also investigate the actual performance of different lossless compression techniques on IASI L0 data. The CCSDS-123, JPEG-LS and JPEG2000 standards, as well as M-CALIC coding technique are evaluated. Experimental results reveal that IASI Level 0 data can be coded by a compression ratio above 2.6:1. |
| publishDate |
2015 |
| dc.date.none.fl_str_mv |
2 2015-01-01 2015 2015-01-01 |
| dc.type.none.fl_str_mv |
Article http://purl.org/coar/resource_type/c_6501 VoR http://purl.org/coar/version/c_970fb48d4fbd8a85 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://ddd.uab.cat/record/144562 https://dx.doi.org/urn:doi:10.1117/1.JRS.9.097498 |
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https://ddd.uab.cat/record/144562 https://dx.doi.org/urn:doi:10.1117/1.JRS.9.097498 |
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Inglés eng |
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Inglés |
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eng |
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Ministerio de Economía y Competitividad https://doi.org/10.13039/501100003329 TIN2012-38102-C03-03 Agència de Gestió d'Ajuts Universitaris i de Recerca https://doi.org/10.13039/501100003030 2014/SGR-691 |
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open access http://purl.org/coar/access_right/c_abf2 https://rightsstatements.org/vocab/InC/1.0/ |
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info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 https://rightsstatements.org/vocab/InC/1.0/ |
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openAccess |
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application/pdf |
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reponame:Dipòsit Digital de Documents de la UAB instname:Universitat Autònoma de Barcelona |
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