Geostatistical interpolation of missing data and downscaling of spatial resolution for remotely sensed atmospheric methane column concentrations

References

• Addink , E.A. 1999 . A comparison of conventional and geostatistical methods to replace clouded pixels in NOAA-AVHRR images . International Journal of Remote Sensing , 20 : 961 – 977 .
   Web of Science ®Google Scholar
• Atkinson , P.M. and Lewis , P. 2000 . Geostatistical classification for remote sensing: an introduction . Computers and Geosciences , 26 : 361 – 371 .
   Web of Science ®Google Scholar
• Atkinson , P.M. , Pardo-Iguzquiza , E. and Chica-Olmo , M. 2008 . Downscaling cokriging for super-resolution mapping of continua in remotely sensed images . IEEE Transactions on Geoscience and Remote Sensing , 46 : 573 – 580 .
   Web of Science ®Google Scholar
• Bergamaschi , P. and Bousquet , P. 2008 . Estimating sources and sinks of methane: an atmospheric view . Ecological Studies , 208 : 113 – 133 .
   Google Scholar
• Brasseur , G. , Orlando , J. and Tyndall , G. 1999 . Atmospheric Chemistry and Global Change , 654 New York : Oxford University Press .
   Google Scholar
• Chappellaz , J.A. , Fung , I.Y. and Thompson , A.M. 1993 . The atmospheric CH4 increase since the last glacial Maximum . Tellus Series B – Chemical and Physical Meteorology , 45 : 228 – 241 .
   Web of Science ®Google Scholar
• Chen , H.C. and Wang , W.J. 2010 . Locally edge-adapted distance for image interpolation based on genetic fuzzy system . Expert Systems with Applications , 37 : 288 – 297 .
   Google Scholar
• Dalal , R.C. , Allen , D.E. , Livesley , S.J. and Richards , G. 2008 . Magnitude and biophysical regulators of methane emission and consumption in the Australian agricultural, forest, and submerged landscapes: a review . Plant and Soil , 309 : 43 – 76 .
   Web of Science ®Google Scholar
• Din , S.U. , Al-Dousari , A. , Ramdan , A. and Al Ghadban , A. 2008 . Site-specific precipitation estimate from TRMM data using bilinear weighted interpolation technique: an example from Kuwait . Journal of Arid Environments , 72 : 1320 – 1328 .
   Web of Science ®Google Scholar
• Etheridge , D.M. , Steele , L.P. , Francey , R.J. and Langenfelds , R.L. 1998 . Atmospheric methane between 1000 AD and present: evidence of anthropogenic emissions and climatic variability . Journal of Geophysical Research – Atmospheres , 103 : 15979 – 15993 .
   Web of Science ®Google Scholar
• Frankenberg , C. , Meirink , J.F. , van Weele , M. , Platt , U. and Wagner , T. 2005 . Assessing methane emissions from global space-borne observations . Science , 308 : 1010 – 1014 .
   PubMed Web of Science ®Google Scholar
• Goovaerts , P. 1999 . Geostatistics in soil science: state-of-the-art and perspectives . Geoderma , 89 : 1 – 45 .
   Web of Science ®Google Scholar
• Guo , X.D. , Fu , B.J. , Ma , K.M. , Chen , L.D. and Wang , J. 2001 . Spatio-temporal variability of soil nutrients in the Zunhua plain, Northern China . Physical Geography , 22 : 343 – 360 .
   Web of Science ®Google Scholar
• IPCC . 2007 . Climate Change 2007: The Physical Science Basis , 996 Cambridge and New York : Cambridge University Press . Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change
   Google Scholar
• Keppler , F. , Hamilton , J.T.G. , Brass , M. and Rockmann , T. 2006 . Methane emissions from terrestrial plants under aerobic conditions . Nature , 439 : 187 – 191 .
   PubMed Web of Science ®Google Scholar
• Liu , L. , Li , P.J. and Ma , D.F. 2007 . Remote sensing image fusion based on cokriging methods . Remote Sensing for Land & Resources , 73 : 8 – 12 .
   Google Scholar
• Martin , J.A.R. , Arias , M.L. and Corbi , J.M.G. 2006 . Heavy metals contents in agricultural topsoils in the Ebro basin (Spain). Application of the multivariate geostatistical methods to study spatial variations . Environmental Pollution , 144 : 1001 – 1012 .
   PubMed Web of Science ®Google Scholar
• McBratney , A.B. , Odeh , I.O.A. , Bishop , T.F.A. , Dunbar , M.S. and Shatar , T.M. 2000 . An overview of pedometric techniques for use in soil survey . Geoderma , 97 : 293 – 327 .
   Web of Science ®Google Scholar
• McGrath , D. , Zhang , C.S. and Owen , C.T. 2004 . Geostatistical analysis and hazard assessment on soil lead in Silvermines area, Ireland . Environmental Pollution , 127 : 239 – 248 .
   PubMed Web of Science ®Google Scholar
• Nishii , R. , Kusanobu , S. and Tanaka , S. 1996 . Enhancement of low spatial resolution image based on high resolution-bands . IEEE Transactions on Geoscience and Remote Sensing , 34 : 1151 – 1158 .
   Web of Science ®Google Scholar
• Pardo-Iguzquiza , E. and Atkinson , P.M. 2007 . Modelling the semivariograms and cross-semivariograms required in downscaling cokriging by numerical convolution-deconvolution . Computers and Geosciences , 33 : 1273 – 1284 .
   Web of Science ®Google Scholar
• Pardo-Iguzquiza , E. , Chica-Olmo , M. and Atkinson , P.M. 2006 . Downscaling cokriging for image sharpening . Remote Sensing of Environment , 102 : 86 – 98 .
   Web of Science ®Google Scholar
• Petersen , A.K. , Warneke , T. , Frankenberg , C. , Bergamaschi , P. , Gerbig , C. , Notholt , J. , Buvhwitz , M. , Schneising , O. and Schrems , O. 2010 . First ground-based FTIR-observations of methane in the tropics . Atmospheric Chemistry and Physics , 10 : 2303 – 2320 .
   Web of Science ®Google Scholar
• Petit , J.R. , Jouzel , J. , Raynaud , D. , Barkov , N.I. , Barnola , J.-M. , Basile , I. , Bender , M. , Chappellaz , J. , Davis , M. , Delaygue , G. , Delmotte , M. , Kotlyakov , V.M. , Legrand , M. , Lipenkov , V.Y. , Lorius , C. , Pépin , L. , Ritz , C. , Saltzman , E. and Stievenard , M. 1999 . Climate and atmospheric history of the past 420,000 years from the Vostok ice core, Antarctica . Nature , 399 : 429 – 436 .
   Web of Science ®Google Scholar
• Pringle , M.J. , Schmidt , M. and Muir , J.S. 2009 . Geostatistical interpolation of SLC-off Landsat RTM+ images . ISPRS Journal of Photogrammetry and Remote Sensing , 64 : 654 – 664 .
   Web of Science ®Google Scholar
• Rossi , R.E. , Dungan , J.L. and Beck , L.R. 1994 . Kriging in the shadows: geostatistical interpolation for remote sensing . Remote Sensing of Environment , 49 : 32 – 40 .
   Web of Science ®Google Scholar
• Saarnio , S. , Winiwarter , W. and Leitao , J. 2009 . Methane release from wetlands and watercourses in Europe . Atmospheric Environment , 43 : 1421 – 1429 .
   Web of Science ®Google Scholar
• Schneising , O. , Buchwitz , M. , Burrows , J.P. , Bovensmann , H. , Bergamaschi , P. and Peters , W. 2009 . Three years of greenhouse gas column-averaged dry air mole fractions retrieved from satellite – Part 2: methane . Atmospheric Chemistry and Physics , 9 : 443 – 465 .
   Web of Science ®Google Scholar
• Shi , J.Z. and Reichenbach , S.E. 2006 . Image interpolation by two-dimensional parametric cubic convolution . IEEE Transactions on Image Processing , 15 : 1857 – 1870 .
   PubMedGoogle Scholar
• Takeuchi , W. , Tamura , M. and Yasuoka , Y. 2003 . Estimation of methane emission from West Siberian wetland by scaling technique between NOAA AVHRR and SPOT HRV . Remote Sensing of Environment , 85 : 21 – 29 .
   Web of Science ®Google Scholar
• Wang , Z. and Bovik , A.C. 2002 . A universal image quality index . IEEE Signal Processing Letters , 9 : 81 – 84 .
   Web of Science ®Google Scholar
• Wang , Z.P. , Han , X.G. , Wang , G.G. , Song , Y. and Gulledge , J. 2008 . Aerobic methane emission from plants in the inner Mongolia steppe . Environmental Science and Technology , 42 : 62 – 68 .
   PubMed Web of Science ®Google Scholar
• Wu , J. , Norvell , W.A. , Hopkins , D.G. , Smith , D.B. , Ulmer , M.G. and Welch , R.M. 2003 . Improved prediction and mapping of soil copper by kriging with auxiliary data for cation-exchange capacity . Soil Science Society of America Journal , 67 : 919 – 927 .
   Web of Science ®Google Scholar
• Yamada , K. , Yoshida , N. , Nakagawa , F. and Inoue , G. 2005 . Source evaluation of atmospheric methane over western Siberia using double stable isotopic signatures . Organic Geochemistry , 36 : 717 – 726 .
   Web of Science ®Google Scholar
• Zhang , C. , Li , W. and Travis , D. 2007 . Gaps-fill of SLC-off Landsat ETM+ satellite image using a geostatistical approach . International Journal of Remote Sensing , 28 : 5103 – 5122 .
   Web of Science ®Google Scholar
• Zhang , C. , Li , W. and Travis , D. 2009 . Restoration of clouded pixels in multispectral remotely sensed imagery with cokriging . International Journal of Remote Sensing , 30 : 2173 – 2195 .
   Web of Science ®Google Scholar
• Zhang , X.Y. , Jiang , H. and Wang , Y.Q. 2011 . Spatial variations of atmospheric methane concentrations in China . International Journal of Remote Sensing , 32 : 833 – 847 .
   Web of Science ®Google Scholar