Remote sensing of soil moisture using airborne hyperspectral data

GIScience and Remote Sensing

Volumn 48, Issue 4, 2011, Pages 522-540

  Finn, Michael ^a   Lewis, Mark ^b   Bosch, David ^c   Giraldo, Mario ^d   Yamamoto, Kristina ^a   Sullivan, Dana ^c   Kincaid, Russell ^b   Luna, Ronaldo ^e   Allam, Gopala ^e   Kvien, Craig ^d   Williams, Michael ^a  

^a U S GEOLOGICAL SURVEY   (United States)

^b STENNIS SPACE CENTER   (United States)

^c U S DEPARTMENT OF AGRICULTURE   (United States)

^d UNIVERSITY OF GEORGIA   (United States)

^e MISSOURI UNIVERSITY OF SCIENCE AND TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AIRBORNE SENSING; CLIMATE CHANGE; INFRARED IMAGERY; LANDSCAPE; PRECIPITATION (CLIMATOLOGY); REMOTE SENSING; SENSOR; SOIL MOISTURE; SPATIAL RESOLUTION; SPECTRAL ANALYSIS; TEMPERATURE EFFECT;

GEORGIA; LITTLE RIVER; UNITED STATES;

EID: 81255185976     PISSN: 15481603     EISSN: None     Source Type: Journal    
DOI: 10.2747/1548-1603.48.4.522     Document Type: Article

References (43)

1. Barnes, E. M., Sudduth, K. A., Hummel, J. W., Lesch, S. M., Corwin, D. L., Yang, C. H., Daughtry, C. S. T., and W. C. Bausch, 2003, "Remote- and Ground-Based Sensor Techniques to Map Soil Properties," Photogrammetric Engineering and Remote Sensing, 69(6):619-630. (Pubitemid 36684866)
2. Baumgardner, M. F., Silva, L. F., Biehl, L. L., and E. R. Stoner, 1985, "The Reflectance Properties of Soils," Advances in Agronomy, 38:1-44.
3. Bosch, D. D., Lakshmi, V., Jackson, T. J., Choi, M., and J. M. Jacobs, 2006a, "Large Scale Measurements of Soil Moisture for Validation of Remotely Sensed Data: Georgia Soil Moisture Experiment of 2003," Journal of Hydrology, 323(1-4):120-137. (Pubitemid 44250829)
4. Bosch, D. D., Sheridan, J. M., and L. K. Marshall, 2007, "Precipitation, Soil Moisture, and Climate Database, Little River Experimental Watershed, Georgia, United States," Water Resources Research, 43(9).
5. Bosch, D. D., Sullivan, D. G., and J. M. Sheridan, 2006b, "Hydrologic Impacts of Land-Use Changes in Coastal Plain Watersheds," Transactions of the ASABE, 49(2):423-432. (Pubitemid 43774030)
6. Bushnell, T. M., 1932, "A New Technique in Soil Mapping," American Soil Survey Bulletin, 13:74-81.
7. Chavez, P. S. and D. J. Mackinnon, 1994, "Automatic Detection of Vegetation Changes in the Southwestern United States Using Remotely Sensed Images," Photogrammetric Engineering and Remote Sensing, 60(5):571-583.
8. Crow, W. T., Bindlish, R., and T. J. Jackson, 2005, "The Added Value of Spaceborne Passive Microwave Soil Moisture Retrievals for Forecasting Rainfall-Runoff Partitioning," Geophysical Research Letters, 32(18):L18401 [doi:10.1029/2005GL023543]. (Pubitemid 41582560)
9. Daughtry, C. S. T., Hunt, E. R. J., and P. C. Doraiswamy, 2002, "Assessing Carbon Dynamics in Agriculture Using Remote Sensing," in International Symposium on Evaluation of Terrestrial Carbon Storage and Dynamics by In-situ and Remote Sensing Measurements, 28-38.
10. Engman, E. T., 1999, "Remote Sensing in Hydrology," in Assessment of Non-Point Source Pollution in the Vadose Zone, Corwin, D. L., Loague, K., and T. R. Ellsworth (Eds.), Washington, DC: American Geophysical Union, Geophysical Monograph 108.
11. Giraldo, M. A., Bosch, D., Madden, M., Usery, L., and C. Kvien, 2008, "Landscape Complexity and Soil Moisture Variation in South Georgia, USA, for Remote Sensing Applications," Journal of Hydrology, 357(3-4):405-420.
12. Giraldo, M. A., Madden, M., and D. Bosch, 2009, "Land Use/Land Cover and Soil Type Covariation in a Heterogeneous Landscape for Soil Moisture Studies Using Point Data," GIScience & Remote Sensing, 46: 77-100.
13. Gish, T. J., Buss, P., Daughtry, C. S. T., Dulaney, W. P., and C. Walthall, 2002, "Estimating Corn Grain Yield from Temporal Variations of Soil Moisture" in Proceedings of 6th International Conference on Precision Agriculture and Other Precision Resource Management Conference, Bloomington, MN, 14-17 July 2002.
14. Grandjean, G., Cerdan, O., Richard, G., Cousin, I., P. L., Tabbagh, B., Van Wesemael, B., Stevens, A., Lambot, S., and F. Carre, 2010, "Digisoil: An Integrated System of Data Collection Technologies for Mapping Soil Properties," in Proximal Soil Sensing, Viscarra Rossel, R. A., McBratney, A., and B. Minasny (Eds.), New York, NY: Springer, 468 p.
15. Helms, D., Effland, A. B. W., and P. J. Durana, 2002, "Appendix A, Chronology of the U.S. Soil Survey," in Profiles in the History of the U.S. Soil Survey, Ames, IA: Iowa State University Press.
16. Jackson, T. J., 2003, "Satellite Microwave Remote Sensing of Soil Moisture: Current and Future Data For Hydrology," in Fifth International Conference on Electromagnetic Wave Interaction with Water and Moist Substances, Rotorua, NZ.
17. Jackson, T. J., Bindlish, R., Gasiewski, A. J., Stankov, B., Klein, M., Njoku, E. G., Bosch, D., Coleman, T., Laymon, C., and P. Starks, 2005, "Polarimetric Scanning Radiometer C and X Band Microwave Observations During SMEX03," IEEE Transactions on Geoscience and Remote Sensing, 43(11): 2418-2430.
18. Jackson, T. J., Cosh, M. H., Bindlish, R., Starks, P. J., Bosch, D. D., Seyfried, M., Goodrich, D. C., Moran, M. S., and J. Du, 2010, "Validation of Advanced Microwave Scanning Radiometer Soil Moisture Products," IEEE Transactions on Geoscience and Remote Sensing, 48(12):4256-4272.
19. Jackson, T. J., Oneill, P. E., and C. T. Swift, 1997, "Passive Microwave Observation of Diurnal Surface Soil Moisture," IEEE Transactions on Geoscience and Remote Sensing, 35(5):1210-1222.
20. Jensen, J. R. and M. E. Hodgson, 2004, "Remote Sensing of Biophysical Variables and Urban/Suburban Phenomena," in Geography and Technology, Brunn, S. D., Cutter, S. L., and J. W. Harrington (Eds.), Dordrecht, The Netherlands: Kluwer Academic Publishers, 109-154.
21. Jensen, J. R., Saalfeld, A., Broome, F., Cowen, D., Price, K., Ramsey, D., Lapine, L., and E. L. Usery, 2005, "Spatial Data Acquisition and Integration," in A Research Agenda for Geographic Information Science, McMaster, R. B. and E. L. Usery (Eds.), Boca Raton: CRC Press, 416 p.
22. Katra, I., Blumberg, D. G., Lavee, H., and P. Sarah, 2006, "A Method for Estimating the Spatial Distribution of Soil Moisture of Arid Microenvironments by Close Range Thermal Infrared Imaging," International Journal of Remote Sensing, 27(12):2599-2611. (Pubitemid 44219207)
23. Lewis, D. and M. P. Finn, 2007, "Soil Moisture Estimation Using Hyperspectral SWIR Imagery," in The American Geophysical Union Annual Meeting, San Francisco, CA, 10-14 December 2007.
24. Lobell, D. B. and G. P. Asner, 2002, "Moisture Effects on Soil Reflectance," Soil Science Society of America Journal, 66(3):722-727. (Pubitemid 34463551)
25. McCabe, M. and E. Wood, 2006, "Scale Influences on the Remote Estimation of Evapotranspiration Using Multiple Satellite Sensors," Remote Sensing of Environment, 105(4):271-285. (Pubitemid 44794515)
26. Milfred, C. J. and R. W. Kiefer, 1976, "Analysis of Soil Variability with Repetitive Aerial Photography," Soil Science Society of America Journal, 40(4):553-557.
27. Mira, M., Valor, E., Caselles, V., Rubio, E., Coll, C., Niclos, R., Sanchez, J. M., and R. Boluda, 2010, "Soil Moisture Effect on Thermal Infrared (8-13 μm) Emissivity," IEEE Transactions on Geoscience and Remote Sensing, 48(5):2251-2260.
28. Moran, M. S., Vidal, A., Troufleau, D., Inoue, Y., and T. A. Mitchell, 1998, "Ku- and C-Band SAR for Discriminating Agricultural Crop and Soil Conditions," IEEE Transactions on Geoscience and Remote Sensing, 36(1):265-272. (Pubitemid 128748435)
29. Mouazen, A. M., Karoui, R., De Baerdemaeker, J., and H. Ramon, 2006, "Characterization of Soil Water Content Using Measured Visible and Near Infrared Spectra," Soil Science Society of America Journal, 70(4):1295-1302. (Pubitemid 44050296)
30. Njoku, E. G., and D. Entekhabi, 1996, "Passive Microwave Remote Sensing of Soil Moisture," Journal of Hydrology, 184(1-2):101-129.
31. NOAA (National Atmospheric and Atmospheric Administration), 2002, Climatography of the United States, No. 81: Monthly Station Normals of Temperature, Precipitation, and Heating and Cooling Degree Days, 1971-2000. Asheville, NC: National Climatic Data Center.
32. Press, W. H., Teukolsky, S. A., Vetterling, W. T., and B. P. Flannery, 1997, Numerical Recipes in C: The Art of Scientific Computing. Cambridge, UK, Cambridge University Press.
33. Price, J. C., 1987, "Calibration of Satellite Radiometers and the Comparison of Vegetation Indices," Remote Sensing of Environment, 21(1):15-27. (Pubitemid 17274212)
34. Priest, S., 2004, Evaluation of Ground-Water Contribution to Streamflow in Coastal Georgia and Adjacent Parts of Florida and South Carolina," Reston, VA: U. S. Geological Survey, Scientific Investigations Report 2004-5265.
35. Sahoo, A. K., Houser, P. R., Ferguson, C., Wood, E. F., Dirmeyer, P. A., and M. Kafatos, 2008, "Evaluation of AMSR-E Soil Moisture Results Using the In-situ Data Over the Little River Experimental Watershed, Georgia," Remote Sensing of Environment, 112(6):3142-3152. (Pubitemid 351715364)
36. Salvucci, G. D., Saleem, J. A., and R. Kaufmann, 2002, "Investigating Soil Moisture Feedbacks on Precipitation with Tests of Granger Causality," Advances in Water Resources, 25:1305-1312. (Pubitemid 35465152)
37. Slaughter, D. C., Pelletier, M. G., and S. K. Upadhyaya, 2001, "Sensing Soil Moisture Using NIR Spectroscopy," Applied Engineering in Agriculture, 17(2):241-247. (Pubitemid 33046508)
38. Steele-Dunne, S. C., Rutten, M. M., Krzeminska, D. M., Hausner, M., Tyler, S. W., Selker, J., Bogaard, T. A., and N. C. V. de Giesen, 2010, "Feasibility of Soil Moisture Estimation Using Passive Distributed Temperature Sensing," Water Resources Research, 46:W03534.
39. Vogt, F., Banerji, S., and K. Booksh, 2004, "Utilizing Three-Dimensional Wavelet Transforms for Accelerated Evaluation of Hyperspectral Image Cubes," Journal of Chemometrics, 18(7-8):350-362. (Pubitemid 40362142)
40. Walthall, C. L., Kaul, M., Timlin, D. J., and C. S. T. Daughtry, 2001, "Linking Within-Field Crop Response with Soil Characteristics to Define Crop Response Zones for Management Zone Delineation," in Proceedings of the 3rd International Conference Geospatial Information in Agriculture and Forestry, Denver, CO, 5-7 November 2001.
41. Warren, J. W., Peacock, K., Darlington, E., Murchie, S. L., Oden, S. F., Hayes, J. R., Bell, J. F., Krein, S. J., and A. Mastandrea, 1997, "Near Infrared Spectrometer for the near Earth Asteroid Rendezvous Mission," Space Science Reviews, 82(1-2):101-167. (Pubitemid 127717877)
42. Whiting, M. L., Li, L., and S. L. Ustin, 2004, "Predicting Water Content Using Gaussian Model on Soil Spectra," Remote Sensing of Environment, 89(4):535-552. (Pubitemid 38215277)
43. Ulaby, F. T., Moore, R. K., and A. K. Fung, 1986, Microwave Remote Sensing: Active and Passive, Vol. III, from Theory to Application, Dedham, MA: Artech House.