Soil salinity sampling strategy using spatial modeling techniques, remote sensing, and field data

Journal of Irrigation and Drainage Engineering

Volumn 134, Issue 6, 2008, Pages 768-777

  Eldeiry, Ahmed A ^a   Garcia, Luis A ^a   Reich, Robin M ^b  

^a Engineering Research Center and Hydraulics Laboratory   (United States)

^b NONE   (United States)

Author keywords

Agriculture; Crops; Remote sensing; Salinity; Soils

Indexed keywords

CURVE FITTING; DATA STRUCTURES; FORECASTING; GEOLOGIC MODELS; IMAGE ENHANCEMENT; PHOTOMASKS; REGRESSION ANALYSIS; REMOTE SENSING; SALINITY MEASUREMENT; SATELLITES; SIZE DISTRIBUTION; SOILS; SPACE OPTICS;

CROSS VALIDATIONS; FIELD DATUMS; HIGH ACCURACIES; IKONOS IMAGES; KRIGING; LANDSATS; MODELING PROCESSES; MULTIPLE REGRESSIONS; OBSERVED DATUMS; ORDINARY KRIGING; ORDINARY LEAST SQUARES; PREDICTION ERRORS; REGRESSION MODELS; REMOTE SENSING DATUMS; SALINITY; SAMPLING STRATEGIES; SATELLITE BANDS; SATELLITE IMAGES; SOIL SALINITIES; SOIL SAMPLES; SPATIAL DEPENDENCIES; SPATIAL DISTRIBUTION OF; SPATIAL MODELING TECHNIQUES; SPATIAL STRUCTURES; SPATIALLY CORRELATED; STEPWISE PROCEDURES; TWO TYPES; VARIOGRAM MODELS;

SOIL SURVEYS;

ACCURACY ASSESSMENT; ESTIMATION METHOD; IKONOS; IMAGE RESOLUTION; KRIGING; LANDSAT; LEAST SQUARES METHOD; MULTIPLE REGRESSION; REMOTE SENSING; SALINE SOIL; SALINITY; SATELLITE IMAGERY; SOIL CHEMISTRY; SPATIAL DATA; VARIOGRAM;

EID: 56449115465     PISSN: 07339437     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)0733-9437(2008)134:6(768)     Document Type: Article

References (44)

1. Agterberg, F. P. (1984). "Trend surface analysis." Spatial statistics and models, G. L. Gaile, and C. J. Willmott, eds., Reidel, Dordrecht, The Netherlands, 147-171.
2. Akaike, H. (1997). "On entropy maximization principal." Application of statistics, P. R. Krishnaiah, ed., North-Holland, Amsterdam, The Netherlands, 27-41.
3. Brockwell, P. J., and Davis, R. A. (1991). "Time series." Theory and methods, Springer, New York.
4. Burgess, T. M., and Webster, R. (1980a). "Optimal interpolation and isarithmic mapping of soil properties. I: The semi-variogram and punctual kriging." Eur. J. Soil. Sci. ESOSES1351-0754, 31(2), 315-331.
5. Burgess, T. M., and Webster, R. (1980b). "Optimal interpolation and isarithmic mapping of soil properties. II: Block kriging." Eur. J. Soil. Sci. ESOSES1351-0754, 31(2), 333-341.
6. Chung, C. K., Chong, S. K., and Varsa, E. C. (1995). "Sampling strategies for fertility on a Stoy silt loam soil." Commun. Soil Sci. Plant Anal. CSOSA20010-3624, 26(5/6), 741-763.
7. Cliff, A. D., and Ord, J. K. (1981). Spatial processes, models and applications, Pion Ltd., London, 21-45.
8. Di, H. J., Trangmar, B. B., and Kemp, R. A. (1989). "Use of geostatistics in designing sampling strategies for soil survey." Soil Sci. Soc. Am. J. SSSJD40361-5995, 53(4), 1163-1167.
9. Dwivedi, R. S., and Rao, B. R. M. (1992). "The selection of the best possible Landsat TM band combination for delineating salt-affected soils." Int. J. Remote Sens. IJSEDK0143-1161, 13(11), 2051-2058.
10. Efron, B., and Tibshirani, R. J. (1993). An introduction to the bootstrap, Chapman and Hall, New York.
11. ERDAS Imagine. (2006). ERDAS Inc., Leica Geosystems, Atlanta.
12. Geisser, S. (1975). "The predictive sample reuse method with applications." J. Am. Stat. Assoc. JSTNAL0162-1459, 70, 320-328.
13. Ghassemi, F., Jackeman, A. J., and Nix, H. A. (1995). Salinization of land and water resources: Human causes, extent, management and case studies, CAB International, Wallingford Oxon, U.K.
14. Golovina, N. N., Minskiy, D. Ye, Pankova, I., and Solov'yev, D. A. (1992). "Automated air photo interpretation in the mapping of soil salinization in cotton-growing zones." Mapping Sciences and Remote Sensing, 29(3), 262-268.
15. Gotway, C. A., Ferguson, R. B., Hergert, G. W., and Peterson, T. A. (1996). "Comparison of kriging and inverse-distance methods for mapping soil parameters." Soil Sci. Soc. Am. J. SSSJD40361-5995, 60, 1237-1247.
16. Guisan, A., and Zimmermann, N. E. (2000). "Predictive habitat distribution models in ecology." Ecol. Modell. ECMODT0304-3800, 135, 47-186.
17. Hevesi, J. A., Istok, J. D., and Flint, A. L. (1992). "Precipitation estimation in mountainous terrain using multivariate geostatistics. Part I: Structural analysis." J. Appl. Meteorol. JOAMEZ0894-876310.1175/1520-0450(1992)031<0661:PEIMTU>2.0.CO;2, 31, 661-676.
18. Hill, M. J., and Donald, G. E. (2003). "Estimating spatio-temporal patterns of agricultural productivity in fragmented landscapes using AVHRR NDVI time series." Remote Sens. Environ.RSEEA70034-4257, 84(3), 367-384.
19. Hillel, D. (2000). Salinity management for sustainable irrigation: Integrating science, environment, and economics, The World Bank, Washington, D.C.
20. Isaaks, E. H., and Srivastava, R. M. (1989). An introduction to applied geostatistics, Oxford University Press, New York, 249-266, 278-322.
21. Journel, A. G., and Huijbregts, Ch. J. (1978). Mining geostatistics, Academic, London.
22. Kravchenko, A., and Bullock, D. G. (1999). "A comparative study of interpolation methods for mapping soil properties." Agron. J. AGJOAT0002-1962, 91, 393-400.
23. Matheron, G. (1963). "Principles of geostatistics." Econ. Geol. ECGLAL0361-0128, 58, 1246-1266.
24. McBratney, A. B., and Webster, R. (1983). "How many observations are needed for regional estimation of soil properties?" Soil Sci. SOSCAK0038-075X, 135(3), 177-183.
25. McNeill, J. D. (1980). "Electromagnetic terrain conductivity measurement at low induction numbers." Technical Note TN6, Geonics Ltd., Mississauga, Ont., Canada.
26. Meirvenne, M. V., and Hofman, G. (1989). "Spatial variability of soil nitrate-nitrogen after potatoes and its change during winter." Plant Soil PLSOA20032-079X, 120, 103-110.
27. Norman, C. P. (1990). "Training manual on the use of the EM38 for soil salinity appraisal." Technical Report Series No., 181, Department of Agriculture and Rural Affairs, Victoria, Canada.
28. Paz, A., Taboada, M. T., and Gomez, M. J. (1996). "Spatial variability in topsoil micronutrients in a one-hectare cropland plot." Int. J. Comput. Fluid Dyn. IJCFEC1061-8562 27(3/4), 479-503.
29. Phillips, J. D. (1985). "Measuring complexity of environmental gradients." Vegetatio, Dr. W. Junk Publisher, Dordrecht, The Netherlands, 64, 95-102.
30. Postel, S. (1999). Pillar of sand: Can the irrigation miracle last? W. W. Norton and Co., New York.
31. Pozdnyakova, L., and Zhang, R. (1999). "Geostatistical analyses of soil salinity in a large field." Precision Agriculture, Springer, The Netherlands, 1, 153-165.
32. Reich, R. M., Aguierre-Bravo, C., Kalkhan, M. A., and Bravo, V. A. (1999). "Spatially based forest inventory for Ejido El Largo, Chihuahua, Mexico." Proc., North America Science Symp. Toward a Unified Framework for Inventorying and Monitoring Forest Ecosystem Resources, USDA Forest Service, Rocky Mountain Research Station, Washington, D.C., 31-41.
33. Richards, L. A. (1954). "Diagnosis and improvement of saline and alkali soils." U.S. Salinity Laboratory staff agriculture handbook No. 60, USDA, Washington, D.C.
34. Robbins, C. W., and Wiegand, C. L. (1990). "Field and laboratory measurements." Agricultural salinity assessment and management, ASCE, New York.
35. Robertson, G. P. (1987). "Geostatistics in ecology: Interpolating with known variance." Ecology ECOLAR0012-9658, 68(3), 744-748.
36. Schloeder, C. A., Zimmermann, N. E., and Jacobs, M. J. (2001). "Comparison of methods for interpolating soil properties using limited data." Soil Sci. Soc. Am. J. SSSJD40361-5995, 65, 470-479.
37. Shanahan, J. F., (2001). "Use of remote-sensing imagery to estimate corn grain yield." Agron. J. AGJOAT0002-1962, 93(3), 583-589.
38. Spies, B., and Woodgate, P. (2004). "Salinity mapping in the Australian context." Technical Rep., Land and Water, Australia.
39. Stone, M. (1974). "Cross-validation choice and assessment of statistical predictions." J. R. Stat. Soc. Ser. B (Methodol.)JSTBAJ0035-9246, 36, 111-133.
40. Szabolcs, I. (1989). Salt-affected soils, CRC, Boca Raton, Fla.
41. Utset, A., Ruiz, M. E., Herrera, J., and Ponce de Leon, D. (1998). "A geostatistical method for soil salinity sample site spacing." GeodermaGEDMAB0016-7061, 86, 143-151.
42. Wiegand, C. L., Rhoades, J. D., Escobar, D. E., and Everitt, J. H. (1994). "Photographic and videographic observations for determining and mapping the response of cotton to soil salinity." Remote Sens. Environ.RSEEA70034-4257, 49, 212-223.
43. Wilford, J. R., Dent, D. L., Dowling, T., and Braaten R. (2001). "Rapid mapping of soils and salt stores using airborne radiometrics and digital elevation models." AGSO Res. News., May, 33-40.
44. Wittler, J. M., Cardon, G. E., Gates, T. K., Cooper, C. A., and Sutherland, P. L. (2006). "Calibration of electromagnetic induction for regional assessment of soil water salinity in an irrigated valley." J. Irrig. Drain. Eng. JIDEDH0733-943710.1061/ (ASCE)0733-9437(2006)132:5(436), 132(5), 436-444.