Improvement of satellite derived pollution maps with the use of a geostatistical interpolation method

作者: P.S. Kanaroglou , N.A. Soulakellis , N.I. Sifakis

DOI: 10.1007/S101090100080

关键词:

摘要: The small number of ground stations for the assessment spatial distribution air pollutants motivates search methods that make use satellite images. One such method, known as Differential Texture Analysis (DTA), is used to measure Aerosol Optical Thickness in Visible (AOTV), which correlates highly with quality. With this presence clouds and/or land cover changes produce patches missing values. In paper we demonstrate universal kriging can be obtain reasonable estimates these methodology was applied a derived AOTV map city Brescia (Italy).

参考文章(12)
N.I. Sifakis, N. Soulakellis, D. Paronis, Quantitative mapping of air pollution density using Earth observations: a new processing method and application to an urban area International Journal of Remote Sensing. ,vol. 19, pp. 3289- 3300 ,(1998) , 10.1080/014311698213975
Victoria E Cachorro, Didier Tanré, The correlation between particle mass loading and extinction: Application to desert dust aerosol content estimation Remote Sensing of Environment. ,vol. 60, pp. 187- 194 ,(1997) , 10.1016/S0034-4257(96)00185-X
Ronald P. Barry, R Kelley Pace, Kriging with large data sets using sparse matrix techniques Communications in Statistics - Simulation and Computation. ,vol. 26, pp. 619- 629 ,(1997) , 10.1080/03610919708813401
Masoud Hessami, François Anctil, Alain A Viau, None, Delaunay implementation to improve kriging computing efficiency Computers & Geosciences. ,vol. 27, pp. 237- 240 ,(2001) , 10.1016/S0098-3004(00)00099-6
N.I. Sifakis, N.A. Soulakellis, Satellite Image Processing for Haze and Aerosol mapping (SIPHA): code description and presentation of results international geoscience and remote sensing symposium. ,vol. 1, pp. 222- 224 ,(2000) , 10.1109/IGARSS.2000.860473
R. J. Bennett, R. P. Haining, D. A. Griffith, The Problem of Missing Data on Spatial Surfaces Annals of The Association of American Geographers. ,vol. 74, pp. 138- 156 ,(1984) , 10.1111/J.1467-8306.1984.TB01440.X
B. Holben, E. Vermote, Y.J. Kaufman, D. Tanre, V. Kalb, Aerosol retrieval over land from AVHRR data-application for atmospheric correction IEEE Transactions on Geoscience and Remote Sensing. ,vol. 30, pp. 212- 222 ,(1992) , 10.1109/36.134072
Richard A. Bilonick, An Introduction to Applied Geostatistics Technometrics. ,vol. 33, pp. 483- 485 ,(1991) , 10.1080/00401706.1991.10484886
David R. Green, Giles Foody, Paul Curran, Environmental Remote Sensing from Regional to Global Scales Transactions of the Institute of British Geographers. ,vol. 20, pp. 270- ,(1995) , 10.2307/622439