A novel method to estimate subpixel temperature by fusing solar-reflective and thermal-infrared remote-sensing data with an artificial neural network

IEEE Transactions on Geoscience and Remote Sensing

Volumn 48, Issue 4 PART 2, 2010, Pages 2170-2178

  Yang, Guijun ^a   Pu, Ruiliang ^b   Huang, Wenjiang ^a,c   Wang, Jihua ^a   Zhao, Chunjiang ^a  

^a NATIONAL ENGINEERING RESEARCH CENTER FOR INFORMATION TECHNOLOGY IN AGRICULTURE   (China)

^b UNIVERSITY OF SOUTH FLORIDA   (United States)

^c INSTITUTE OF REMOTE SENSING APPLICATIONS   (China)

Author keywords

Genetic algorithm and self organizing feature map (GA SOFM) artificial neural network (ANN); Land surface parameter; Subpixel temperature; Thermal infrared (TIR); Visible and near infrared (NIR) (VNIR)

Indexed keywords

LAND-SURFACE PARAMETER; SELF-ORGANIZING FEATURE MAP; SUB PIXELS; THERMAL INFRARED; VISIBLE AND NEAR INFRARED;

CONFORMAL MAPPING; ESTIMATION; GENETIC ALGORITHMS; INFRARED DEVICES; PARAMETER ESTIMATION; REMOTE SENSING; SELF ORGANIZING MAPS; SOIL MOISTURE; WATER CONTENT;

SOIL SURVEYS;

ACCURACY ASSESSMENT; ARTIFICIAL NEURAL NETWORK; ASTER; EMISSION; ESTIMATION METHOD; GENETIC ALGORITHM; LAND COVER; LAND SURFACE; MEASUREMENT METHOD; NDVI; NEAR INFRARED; PIXEL; REMOTE SENSING; SATELLITE DATA; SOLAR RADIATION; SPATIAL RESOLUTION; SURFACE TEMPERATURE; TEMPERATURE PROFILE;

EID: 79952042276     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2009.2033180     Document Type: Article

References (28)

1. Y. M. Du, Q. H. Liu, L. F. Chen, Q. Liu, and T. Yu, "Modeling directional brightness temperature of the winter wheat canopy at the ear stage," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 11, pp. 3721-3739, Nov. 2007. (Pubitemid 350025469)
2. S. N. Goward and A. S. Hope, "Evapotranspiration from combined reflected solar and emitted terrestrial radiation: Preliminary FIFE results from AVHRR data," Adv. Space Res., vol. 9, no. 7, pp. 239-249, Jul. 1989.
3. D. Smith and S. Singh, "Approaches to multisensor data fusion in target tracking: A survey," IEEE Trans. Knowl. Data Eng., vol. 18, no. 12, pp. 1696-1710, Dec. 2006. (Pubitemid 44711727)
4. H. Ling, W. Hanning, and D. Zitao, "Application of multi-homed remote sensing image data fusion method in geology," J. Earth Sci. Environ., vol. 27, no. 3, pp. 78-81, Nov. 2005.
5. W. P. Kustas, J. M. Norman, and M. C. Anderson, "Estimating subpixel surface temperature and energy fluxes from the vegetation indexradiometric temperature relationship," Remote Sens. Environ., vol. 85, no. 4, pp. 429-440, Jun. 2003. (Pubitemid 36619173)
6. E. Ellicott, E. Vermote, F. H. Petitcolin, and J. Simon, "Validation of a new parametric model for atmospheric correction of thermal infrared data," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 1, pp. 295-311, Jan. 2009.
7. Matlab, the Language of Technical Computing, Mathworks, Inc., Natick, MA, 2007.
8. X. Li and A. G. Yeh, "Neural-network-based cellular automata for simulating multiple land use changes using GIS," Int. J. Geogr. Inf. Sci., vol. 16, no. 4, pp. 323-343, Mar. 2002. (Pubitemid 34861538)
9. G. M. Foody, R. M. Lucas, P. J. Curran, and M. Honzak, "Non-linear mixture modelling without end-members using an artificial neural network," Int. J. Remote Sens., vol. 18, no. 4, pp. 937-953, Feb. 1997.
10. J. M. Norman, M. Divakarla, and N. S. Goel, "Algorithms for extracting information from remote thermal-IR observations of the Earth's surface," Remote Sens. Environ., vol. 51, no. 1, pp. 157-168, Jan. 1995.
11. S. L. Liang, Quantitative Remote Sensing of Land Surfaces. Hoboken, NJ: Wiley, 2004, ser. Wiley Praxis Series in Remote Sensing.
12. G. P. Anderson, J. H. Chetwynd, A. J. Ratkowski, G. W. Felde, J. A. Gardner, M. L. Hoke, B. Pukall, J. Mello, L. S. Jeong, and A. Berk, "MODTRAN4-Radiative transfer for remote sensing," in Proc. 6th Conf. Algorithm Multispectral, Hyperspectral, Ultraspectral Imag., Orlando, FL, Apr. 24-26, 2000, pp. 176-183.
13. W. Liu and E. Y. Wu, "Comparison of non-linear mixture models: Subpixel classification," Remote Sens. Environ., vol. 94, no. 2, pp. 145-154, Jan. 2005. (Pubitemid 40020255)
14. E. L. Usery, M. P. Finn, D. J. Scheidt, S. Ruhl, T. Beard, and M. Bearden, "Geospatial data resampling and resolution effects on watershed modeling: A case study using the agricultural non-point source pollution model," J. Geogr. Syst., vol. 6, no. 3, pp. 289-306, Oct. 2004. (Pubitemid 39470988)
15. H. Bagan, M. Jianwen, and L. Qiqing, "The self-organizing neural network classification study of ASTER data," Adv. Earth Sci., vol. 18, no. 3, pp. 345-350, Mar. 2003.
16. Z. Yuewei, H. Quanjun, Z. Xiaoli, and W. Yongqi, "A remote sensing monitoring and analysis of land surface temperature at Pearl River Delta in July 2005," Meteorol. Mon., vol. 32, no. 9, pp. 32-72, Aug. 2006.
17. J. M. Norman, W. P. Kustas, and K. S. Humes, "A two-source approach for estimating soil and vegetation energy fluxes from observations of directional radiometric surface temperature," Agric. For. Meteorol., vol. 77, no. 4, pp. 263-293, Dec. 1995. (Pubitemid 26445024)
18. H. Huaguo, X. Xiaozhou, and L. Qinhuo, "Using CUPID to simulate wheat canopy component temperatures distribution: Sensitivity analysis and evaluation," J. Remote Sens., vol. 11, no. 1, pp. 94-105, Jan. 2007.
19. T. N. Carlson, R. R. Gillies, and E. M. Perry, "A method to make use of thermal infrared temperature and NDVI measurements to infer soil water content and fractional vegetation cover," Remote Sens. Rev., vol. 15, no. 9, pp. 45-59, Sep. 1994.
20. C. Wang, S. Qi, Z. Niu, and J. Wang, "Evaluating soil moisture status in China using the temperature-vegetation dryness index (TVDI)," Can. J. Remote Sens., vol. 30, no. 5, pp. 671-679, Oct. 2004. (Pubitemid 40050084)
21. T. J. Jackson, D. Chen, and M. Cosh, "Vegetation water content mapping using Landsat data derived normalized difference water index for corn and soybeans," Remote Sens. Environ., vol. 92, no. 4, pp. 475-482, Sep. 2004. (Pubitemid 39204630)
22. Q. Xiao, Q. Liu, and X. Li, "A field measurement method of spectral emissivity and research on the feature of soil thermal infrared emissivity," J. Infrared Millim. Waves, vol. 22, no. 5, pp. 373-378, Sep. 2003.
23. J. Noilhan and J. F. Mahfouf, "The ISBA land surface parameterization scheme," Glob. Planet. Change, vol. 13, no. 4, pp. 145-159, Jun. 1996.
24. N. Buxi, Z. Lifu, and Y. Min, "Clustering analysis based on SOFM network," Comput. Eng. Des., vol. 27, no. 5, pp. 855-858, May 2006.
25. G. Jones, P. Willett, and R. C. Glen, "Development and validation of a genetic algorithm for flexible docking," J. Mol. Biol., vol. 267, no. 3, pp. 727-748, Apr. 1997. (Pubitemid 27170693)
26. W. Hong and S. Wen, "The application of clustering analysis in data mining based on SOFM," Traffic Comput., vol. 23, no. 3, pp. 44-64, Jun. 2005.
27. A. Monsivais-Huertero, I. Chenerie, and K. Sarabandi, "Estimation of Sahelian-grassland parameters using a coherent scattering model and a genetic algorithm," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 4, pp. 999-1011, Apr. 2009.
28. M. C. Aderson, J. M. Norman, G. R. Diak, and W. P. Kustas, "A twosource time-integrated model for estimating surface fluxes using thermal infrared remote sensing," Remote Sens. Environ., vol. 60, no. 2, pp. 195-216, May 1997.