Studies on the relationships between land surface temperature and environmental factors in an inland river catchment based on geographically weighted regression and MODIS data

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 5, Issue 3, 2012, Pages 687-698

  Tian, Fei ^a   Qiu, Guo Yu ^b   Yang, Yong Hui ^c   Xiong, Yu Jiu ^d   Wang, Pei ^e  

^a BEIJING NORMAL UNIVERSITY   (China)

^b PEKING UNIVERSITY   (China)

^c INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

^d SUN YAT SEN UNIVERSITY   (China)

^e UNIVERSITY OF TSUKUBA   (Japan)

Author keywords

Driving factors; GWR; LST; MODIS; OLS

Indexed keywords

DRIVING FACTORS; GWR; LST; MODIS; OLS;

ATMOSPHERIC HUMIDITY; ATMOSPHERIC TEMPERATURE; CATCHMENTS; COMPUTER SIMULATION; FACTOR ANALYSIS; LEAST SQUARES APPROXIMATIONS; MULTIVARIANT ANALYSIS; RADIOMETERS; RUNOFF; SATELLITE IMAGERY; SOLAR RADIATION; VAPORS;

ATMOSPHERICS;

ALBEDO; CATCHMENT; ENVIRONMENTAL FACTOR; FACTOR ANALYSIS; LEAST SQUARES METHOD; MODIS; NDVI; OPTICAL DEPTH; PARAMETERIZATION; QUANTITATIVE ANALYSIS; REGRESSION ANALYSIS; SATELLITE DATA; SEASONALITY; SPATIAL VARIATION; SURFACE TEMPERATURE; WIND VELOCITY;

CHINA; GANSU; HEI RIVER;

EID: 84863518047     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2012.2190978     Document Type: Article

References (41)

1. F. Alkhaier, R. J. Schotting, and Z. Su, "A qualitative description of shallow groundwater effect on surface temperature of bare soil," Hydrol. Earth Syst. Sci., vol. 13, pp. 1749-1756, 2009.
2. F. Bai, W. P. Li, and Z. H. Li, "Analysis on the main causes resulting in vegetation degeneration in the Heihe River Basin," Arid Zone Research, vol. 25, pp. 219-224, 2008.
3. A. C. M. Beljaars and A. A. M. Holtslag, "Flux parameterization over land surface for atmospheric models," J. Appl. Meteorol., vol. 30, pp. 327-341, 1991.
4. A. Belward, Ed., "The IGBP-DIS Global 1-km Land Cover Data Set DISCover," Working Paper, IGBP-DIS, 1996.
5. F. Clement, D. Orange, M. Williams, C. Mulley, and M. Epprecht, "Drivers of afforestation in Northern Vietnam: Assessing local variations using geographically weighted regression," Appl. Geogr., vol. 29, pp. 561-576, 2009.
6. J. R. Dong and L. C. Peters, "On the relationship between temperature and MODIS snow cover retrieval errors in the Western U.S," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. (JSTARS), vol. 3, no. 1, pp. 132-140, 2010.
7. A. S. Fotheringham, C. Brunsdon, and M. Charlton, Geographical Weighted Regression: The Analysis of Spatially Relationships. Chichester, UK: Wiley, 2002.
8. B. C. Gao, P. Yang, G. Guo, S. K. Park, W. J. Wiscombe, and B. Chen, "Measurements of water vapor and high clouds over the Tibetan plateau with the Terra MODIS instrument," IEEE Trans. Geosci. Remote Sens., vol. 41, no. 2, pp. 895-900, 2003.
9. Z. Q. Gao, J. C. Ning, and W. Gao, "Response of land surface temperature to coastal land use/cover change by remote sensing," Trans. CSAE, vol. 25, pp. 274-281, 2009.
10. T. Gebrehiwot, T. V. D. Veen, and B. Maathuis, "Spatial and temporal assessment of drought in the northern highlands of Ethiopia," Int. J. Appl. Earth Observ. Geoinform., vol. 13, pp. 309-321, 2011.
11. S. J. Goetz, "Multi-sensor analysis of NDVI, surface temperature and biophysical variables at a mixed grassland site," Int. J. Remote Sens., vol. 18, pp. 71-94, 1997.
12. S.Goward,G. Cruickshanks, andA. Hope, "Observed relation between thermal emission and reflected spectral radiance of a complex vegetated landscape," Remote Sens. Environ., vol. 18, pp. 137-146, 1985.
13. J. A. Greenberg, S. A. Dobrowski, and V. C. Vanderbilt, "Limitations on maximum tree density using hyperspatial remote sensing and environmental gradient analysis," Remote Sens. Environ., vol. 113, pp. 94-101, 2009.
14. F. G. Hall, K. F. Huemmrich, S. J. Goetz, P. J. Sellers, and J. E. Nickeson, "Satellite remote sensing of surface energy balance: Success failures, and unresolved issues in FIFE," J. Geophys. Res., vol. 97, pp. 19061-19089, 1992.
15. A. Hope, R. Engstrom, and D. Stow, "Relationship between AVHRR surface temperature and NDVI in Arctic tundra ecosystems," Int. J. Remote Sens., vol. 26, pp. 1771-1776, 2005. (Pubitemid 40758011)
16. C. M. Hurvich, J. S. Simonoff, and C. L. Tsai, "Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion," J. Roy. Statis. Soc. Ser. B, vol. 60, pp. 271-293, 1998. (Pubitemid 128656784)
17. M. Jin and D. L. Zhang, "Observed variations of leaf area index and its relationship with surface temperatures during warm seasons," Meteorol. Atmosph. Phys., vol. 80, pp. 117-129, 2002.
18. M. L. Jin, "Analyzing skin temperature variations from long-term AVHRR Bull," Amer. Meteorol. Soc., vol. 85, pp. 587-600, 2004.
19. M. L. Jin and R. E. Dickinson, "Land surface skin temperature climatology: Benefitting from the strengths of satellite observations," Environ. Res. Lett., vol. 5, pp. 1-13, 2010.
20. Y. X. Kang, G. H. Lu, Z. Y.Wu, and H. He, "Comparison and analysis of bare soil evaporation models combined with ASTER data in Heihe River Basin," Water Sci. Eng., vol. 2, pp. 16-27, 2009.
21. W. P.Kustas, M. S. Moran,K. S. Humes, D. L. Stannard, P. Pinter, L. E. Hipps, E. Swiatek, and D. C. Goodrich, "Surface energy balance estimates at local and regional scales using optical remote sensing and atmospheric data collected over semiarid rangelands," Water Resources Research, vol. 30, pp. 1241-1259, 1994.
22. H. Li, Y. N. Zeng, and Q. H. Liu, "A remote sensing image-based study of the relationship between urban heat island and land use/cover changes in Changsha city," Remote Sens. Land Resources, vol. 4, pp. 47-52, 2008.
23. S. C. Li, Z. Q. Zhao, M. M. Xie, and Y. L. Wang, "Investigating spatial non-stationary and scale-dependent relationships between urban surface temperature and environmental factors using geographically weighted regression," Environ. Modeling Software, vol. 25, pp. 1789-1800, 2010.
24. E. Masuoka, A. Fleig, R. E. Wolfe, and F. Patt, "Key characteristics of MODIS data products," IEEE Trans. Geosci. Remote Sens., vol. 36, no. 4, pp. 1313-1323, 1998. (Pubitemid 128748537)
25. I. D. Moore, P. E. Gessler, G. A. Nielsen, and G. A. Petersen, Terrain Attributes: Estimation Methods and Scale Effects. London, UK: Wiley, 1993.
26. K. Nishida, R. R. Nemani, S.W. Running, and J. M. Glassy, "An operational remote sensing algorithm of land surface evaporation," J. Geophys. Res., vol. 108, no. D9, p. 4270, 2003.
27. C. Prigent, F. Aires, and W. B. Rossow, "Land surface skin temperatures from combined analysis of microwave and infrared satellite observations for an all-weather evaluation of the differences between air and skin temperatures," J. Geophys. Res., vol. 108, no. D10, pp. 1-14, 2003.
28. P. A. Propastin, "Spatial non-stationarity and scale-dependency of prediction accuracy in the remote estimation of LAI over a tropical rainforest in Sulawesi, Indonesia," Remote Sens. Environ., vol. 113, pp. 2234-2242, 2009.
29. G. Y. Qiu, K.Miyamoto, S. Sase, Y. Gao, P. J. Shi, and T. Yano, "Comparison of the three-temperaturemodel and conventionalmodels for estimating transpiration," Jpn. Agricult. Res. Quart., vol. 36, pp. 73-82, 2002. (Pubitemid 34989948)
30. D. W. Roberts, "Ordination on the basis of fuzzy set theory," Vegetaio, vol. 66, pp. 123-131, 1986. (Pubitemid 17252108)
31. I. Sandholt, K. Rasmussen, and J. Andersen, "A simple interpretation of the surface temperature/vegetation index space for assessment of surface moisture status," Remote Sens. Environ., vol. 79, pp. 213-224, 2002. (Pubitemid 34067843)
32. Z. G. Sun, Q. X.Wang, B. Matsushita, T. Fukushima, Z. Ouyang, and M.Watanabe, "Development of a simple remote sensing evapotranspiration model (Sim-ReSET): Algorithm and model test," J. Hydrol., vol. 376, pp. 476-485, 2009.
33. J. Tu, "Spatially varying relationships between land use and water quality across an urbanization gradient explored by geographically weighted regression," Appl. Geogr., vol. 31, pp. 376-392, 2011.
34. M. Williams, C. Hopkinson, E. Rastetter, J. Vallino, and L. Claessens, "Relationships of land use and stream solute concentrations in the Ipswith River Basin, Northeastern Massachusetts," Water, Air, and Soil Pollution, vol. 161, pp. 55-74, 2005. (Pubitemid 40684874)
35. G. X.Wang, J.Wang, and Y. Q. Wu, "Features of eco-environmental changes in Heihe River Basin over recent 10 years," Scientia Geographica Sinica, pp. 527-534, 2002.
36. C. Y. Wang, C. F. Luo, S. H. Qi, and Z. Niu, "A method of land cover classification for China based on NDVI-Ts space," J. Remote Sens., vol. 9, pp. 93-99, 2005.
37. J. Wang and J. J. Meng, "Characteristics and tendencies of annual runoff variations in the Heihe River Basin during the past 60 years," Scientia Geographic Sinica, vol. 28, pp. 83-88, 2008.
38. Z. Wan and Z. L. Li, "Radiance-based validation of the V5 MODIS land-surface temperature product," Int. J. Remote Sens., vol. 29, pp. 5373-5395, 2008.
39. Q.Wang, P. Zhao,H. Ren, and Y. Kakubari, "Spatiotemporal dynamics of forest net primary production in China over the past two decades," Global and Planetary Change, vol. 61, pp. 267-274, 2008.
40. G.Xian andM. Crane, "Assessments of urban growth in theTampaBay watershed using remote sensing data," Remote Sens. Environ., vol. 97, pp. 203-215, 2005. (Pubitemid 41026636)
41. J. Xiong, B. F. Wu, N. N. Yan, Y. Zeng, and S. F. Liu, "Estimation and validation of land surface evaporation using remote sensing and meteorological data in north China," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. (JSTARS), vol. 3, no. 3, pp. 337-344, 2010.