540
Views
42
CrossRef citations to date
0
Altmetric
Original Articles

Retrieval of atmospheric and land surface parameters from satellite-based thermal infrared hyperspectral data using a neural network technique

, , , &
Pages 3485-3502 | Received 04 Dec 2010, Accepted 05 Apr 2011, Published online: 22 Oct 2012

References

  • Achard , V. 1991 . “Trois problèmes clés de l'analyse tridimensionelle de la structure thermodynamique de l'atmosphère par satellite: Mesure du contenu en ozone; classification des masses d'air; modélisation hyper-rapide du transfert radiatif.” PhD thesis , Paris : University Pierre et Marie Curie (Paris VI) .
  • Aires , F. , Chedin , A. , Scott , N. A. and Rossow , W. B. 2002a . A Regularized Neural Net Approach for Retrieval of Atmospheric and Surface Temperatures with the IASI Instrument . Journal of Applied Meteorology , 41 : 144 – 59 .
  • Aires , F. , Rossow , W. B. , Scott , N. A. and Chedin , A. 2002b . Remote Sensing from the Infrared Atmospheric Sounding Interferometer Instrument – 2. Simultaneous Retrieval of Temperature, Water Vapor, and Ozone Atmospheric Profiles . Journal of Geophysical Research – Atmospheres , 107 ( D22 ) : 4620
  • Aires , F. , Rossow , W. B. , Scott , N. A. and Chedin , A. 2002c . Remote Sensing From the Infrared Atmospheric Sounding Interferometer Instrument – 1. Compression, Denoising, and First-Guess Retrieval Algorithms . Journal of Geophysical Research – Atmospheres , 107 ( D22 ) : 4619
  • Aumann , H. H. , Chahine , M. T. , Gautier , C. , Goldberg , M. D. , Kalnay , E. , McMillin , L. M. , Revercomb , H. , Rosenkranz , P. W. , Smith , W. L. , Staelin , D. H. , Strow , L. L. and Susskind , J. 2003 . AIRS/AMSU/HSB on the Aqua Mission: Design, Science Objectives, Data Products, and Processing Systems . IEEE Transactions on Geoscience and Remote Sensing , 41 : 253 – 64 .
  • Baldridge , A. M. , Hook , S. J. , Grove , C. I. and Rivera , G. 2009 . The ASTER Spectral Library Version 2.0 . Remote Sensing of Environment , 113 : 711 – 15 .
  • Becker , F. and Li , Z.-L. 1990 . Towards a Local Split Window Method over Land Surfaces . International Journal of Remote Sensing , 11 : 369 – 93 .
  • Blackwell , W. J. 2005 . A Neural-Network Technique for the Retrieval of Atmospheric Temperature and Moisture Profiles from High Spectral Resolution Sounding Data . IEEE Transactions on Geoscience and Remote Sensing , 43 : 2535 – 46 .
  • Bloom , H. J. 2001 . The Cross-Track Infrared Sounder (CRIS): a Sensor for Operational Meteorological Remote Sensing . Proceedings of IGARSS , 3 : 1341 – 3 .
  • Borel, C. 1997. “Iterative Retrieval of Surface Emissivity and Temperature for a Hyperspectral Sensor.” In First JPL Workshop on Remote Sensing of Land Surface Emissivity, May 6–8, 1997. www.cborel.net (http://www.cborel.net)
  • Borel , C. 2008 . Error Analysis for a Temperature and Emissivity Retrieval Algorithm for Hyperspectral Imaging Data . International Journal of Remote Sensing , 29 : 5029 – 45 .
  • Chahine , M. , Aumann , H. , Goldberg , M. , McMillin , L. , Rosenkranz , P. , Staelin , D. , Strow , L. , Susskind , J. and Gunson , M. 2001 . AIRS-Team Retrieval for Core Products and Geophysical Parameters . Version 2.2, Algorithm Theoretical Basis Document , 198
  • Chalon, G., F. Cayla, and D. Diebel. 2001. “IASI: An Advance Sounder for Operational Meteorology.” In Proceedings of the 52nd Congress of IAF, Toulouse, France, October 1–5, 2001 http://smsc.cnes.fr/documentation/IASI/Publications/PRESENTATION_IAF_2001.pdf (http://smsc.cnes.fr/documentation/IASI/Publications/PRESENTATION_IAF_2001.pdf)
  • Chaumat , L. , Standfuss , C. , Tournier , B. , Armante , R. and Scott , N. 2009 . 4A/OP Reference Documentation: NOV-3049-NT-1178-v4.0, NOVELTIS, LMD/CNRS, CNES , 307
  • Chedin , A. , Scott , N. A. , Wahiche , C. and Moulinier , P. 1985 . The Improved Initialization Inversion Method: A High Resolution Physical Method for Temperature Retrievals from Satellites of the TIROS-N Series . Journal of Climate and Applied Meteorology , 24 : 128 – 43 .
  • Chevallier , F. , Cheruy , F. , Scott , N. A. and Chedin , A. 1998 . A Neural Network Approach for a Fast and Accurate Computation of a Longwave Radiative Budget . Journal of Applied Meteorology , 37 : 1385 – 97 .
  • Dash , P. , Gottsche , F. M. , Olesen , F. S. and Fischer , H. 2002 . Land Surface Temperature and Emissivity Estimation from Passive Sensor Data: Theory and Practice-Current Trends . International Journal of Remote Sensing , 23 : 2563 – 94 .
  • Escobar , J. 1993 . “Base de Données pour la Restitution de Paramètres Atmosphériques à L‘échelle Globale – Etude sur L‘inversion per Réseaux de Neurones des Données des Sondeurs Verticaux Atmosphériques Satellitaires Présents et à venir.” PhD diss , France : Ecole Polytechnique .
  • Haykin , S. 1999 . Neural Networks: A Comprehensive Foundation , 2nd , 156 – 255 . Upper Saddle River, NJ : Printice Hall .
  • Li , J. , Weisz , E. and Zhou , D. 2007 . Physical Retrieval of Surface Emissivity Spectrum from Hyperspectral Infrared Radiances . Geophysical Research Letters , 34 : L16812
  • Li , Z.-L. and Becker , F. 1993 . Feasibility of Land Surface Temperature and Emissivity Determination from AVHRR Data . Remote Sensing of Environment , 43 : 67 – 85 .
  • Liou , K. 2002 . An Introduction to Atmospheric Radiation , 27 – 33 . San Diego, CA : Academic Press .
  • Ma , X. L. , Wan , Z. M. , Moeller , C. C. , Menzel , W. P. and Gumley , L. E. 2002 . Simultaneous Retrieval of Atmospheric Profiles, Land-Surface Temperature, and Surface Emissivity from Moderate-Resolution Imaging Spectroradiometer Thermal Infrared Data: Extension of a Two-Step Physical Algorithm . Applied Optics , 41 : 909 – 24 .
  • Ma , X. L. , Wan , Z. M. , Moeller , C. C. , Menzel , W. P. , Gumley , L. E. and Zhang , Y. L. 2000 . Retrieval of Geophysical Parameters from Moderate Resolution Imaging Spectroradiometer Thermal Infrared Data: Evaluation of a Two-Step Physical Algorithm . Applied Optics , 39 : 3537 – 50 .
  • Mas , J. F. and Flores , J. J. 2008 . The Application of Artificial Neural Networks to the Analysis of Remotely Sensed Data . International Journal of Remote Sensing , 29 : 617 – 63 .
  • Scott , N. A. and Chedin , A. 1981 . A Fast Line-by-Line Method for Atmospheric Absorption Computations: The Automatized Atmospheric Absorption Atlas . Journal of Applied Meteorology , 20 : 802 – 12 .
  • Simeoni , D. , Astruc , P. , Miras , D. , Alis , C. , Andreis , O. , Scheidel , D. , Degrelle , C. , Nicol , P. , Bailly , B. , Guiard , P. , Clauss , A. , Blumstein , D. , Maciaszek , T. , Chalon , G. , Carlier , T. and Kayal , G. 2004 . “ Design and Development of IASI Instrument ” . In Infrared Spaceborne Remote Sensing XII , Edited by: Strojnik , M. Vol. 5543 , 208 – 19 . Bellingham , WA : International Society for Optical Engineering .
  • Singh , D. and Bhatia , R. 2007 . Retrieval of Atmospheric Temperature and Moisture Profiles from Satellite Data over India Using the ICI Inversion Model . Indian Journal of Radio Space Physics , 36 : 44 – 51 .
  • Smith , W. L. and Woolf , H. M. 1976 . The Use of Eigenvectors of Statistical Covariance Matrices for Interpreting Satellite Sounding Radiometer Observations . Journal of the Atmospheric Sciences , 33 : 1127 – 40 .
  • Sontag , E. D. 1992 . Feedback Stabilization Using 2-Hidden-Layer Nets . IEEE Transactions on Neural Networks , 3 : 981 – 90 .
  • Wan , Z. M. and Dozier , J. 1996 . A Generalized Split-Window Algorithm for Retrieving Land-Surface Temperature from Space . IEEE Transactions on Geoscience and Remote Sensing , 34 : 892 – 905 .
  • Wan , Z. M. and Li , Z.-L. 1997 . A Physics-Based Algorithm for Retrieving Land-Surface Emissivity and Temperature from EOS/MODIS Data . IEEE Transactions on Geoscience and Remote Sensing , 35 : 980 – 96 .
  • Wang , N. , Tang , B.-H. and Li , Z.-L. 2009 . Simultaneous Retrieval of Geophysical Properties and Atmospheric Parameters from the Infrared Hyperspectral Resolution Sounding Data Using Neural Network Technique . Proceedings of IGARSS , II : 527 – 30 .
  • Weisz , E. , Huang , H. L. , Li , J. , Borbas , E. , Baggett , K. , Thapliyal , P. and Guan , L. 2007 . International MODIS and AIRS Processing Package: AIRS Products and Applications . Journal of Applied Remote Sensing , 1 : 013519
  • Young , S. J. , Johnson , B. R. and Hackwell , J. A. 2002 . An In-Scene Method for Atmospheric Compensation of Thermal Hyperspectral Data . Journal of Geophysical Research – Atmospheres , 107 : 2774

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.