Mapping soil organic carbon concentration for multiple fields with image similarity analysis

Soil Science Society of America Journal

Volumn 72, Issue 1, 2008, Pages 186-193

  Chen, Feng ^a   Kissel, David E ^a   West, Larry T ^a   Adkins, W ^a   Rickman, Doug ^b   Luvall, J C ^b  

^a UNIVERSITY OF GEORGIA   (United States)

^b NASA HEADQUARTERS   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CONCENTRATION (PROCESS); CROPS; IMAGE ANALYSIS; MAPPING;

CROP FIELDS; FIELD-BY-FIELD MAPPING;

SOIL SURVEYS;

CONCENTRATION (PROCESS); CROPS; IMAGE ANALYSIS; MAPPING; SOIL SURVEYS;

DATA SET; GPS; IMAGERY; MAPPING; ORGANIC CARBON; REMOTE SENSING; SOIL ORGANIC MATTER; SOIL SURFACE; SPATIAL RESOLUTION;

EID: 38349145603     PISSN: 03615995     EISSN: None     Source Type: Journal    
DOI: 10.2136/sssaj2007.0028     Document Type: Article

References (52)

1. Antani, S., R. Kasturi, and R. Jain. 2002. A survey on the use of pattern recognition methods for abstraction, indexing and retrieval of images and video. Pattern Recognit. 35:945-965.
2. Baumgardner, M.F., S. Kristof, C.J. Johannsen, and A. Zachary. 1970. Effects of organic matter on the multispectral properties of soils. Proc. Indiana Acad. Sci. 79:413-422.
3. Blackmer, A.M., and S.E. White. 1998. Using precision farming technologies to improve management of soil and fertilizer nitrogen. Aust. J. Agric. Res. 49:555-564.
4. Brejda, J.B., M.J. Maurice, J.J. Goebel, D.L. Allan, T.H. Dao, D.L. Karlen, T.B. Moorman, and J.L. Smith. 2001. Estimating surface soil organic carbon content at a regional scale using the National Resource Inventory. Soil Sci. Soc. Am. J. 65:842-849.
5. Cha, S.H., and S.N. Stihari. 2002. On measuring the distance between histograms. Pattern Recognit. 35:1355-1370.
6. Chen, F., D.E. Kissel, L.T. West, and W. Adkins. 2000. Field-scale mapping of surface soil organic carbon using remotely sensed imagery. Soil Sci. Soc. Am. J. 64:746-753.
7. Chen, F., D.E. Kissel, L.T. West, W. Adkins, D. Rickman, and J.C. Luvall. 2006. Feature selection and similarity analysis of crop fields for mapping organic carbon in soil. Comput. Electron. Agric. 54:8-21.
8. Chen, F. D.E. Kissel, L.T. West, D. Rickman, J.C. Luvall, and W. Adkins. 2005. Mapping surface soil organic carbon for crop fields with remote sensing. J. Soil Watet Conserv. 60:51-57.
9. Cihlar, J., R. Protz, and C. PrJvost. 1987. Soil erosion assessment using remotely sensed data. p. 395-408. In Canadian Symp. on Remote Sensing, 11th, Waterloo, ON. 22-25 June 1987. Univ. of Waterloo, Waterloo, ON, Canada.
10. Cozzolino, D., and A. Morón. 2006. Potential of near-infrared reflectance spectroscopy and chemometrics to predict soil organic carbon fractions. Soil Tillage Res. 85:78-85.
11. Dahnke, W.C., and G.V. Johnson. 1990. Testing soils for available nitrogen. p. 127-139. In R.L. Westerman (ed.) Soil resting and plant analysis. SSSA Book Ser. 3. SSSA, Madison, WI.
12. Del-Bimbo, A., and P. Pala. 1996. Effective image retrieval using deformable templates. p. 120-124. In Proc. Int. Conf. on Pattern Recognition, 13th, Vienna. Vol. 3. 25-29 Aug. 1996. Inst. Electr. Electron. Eng., New York.
13. Ebinger, M.H., M.L. Norfleet, D.D. Breshears, D.A. Cremers, M.J. Ferris, P.J. Unkefer, M.S. Lamb, K.L. Goddard, and C.W. Meyer. 2003. Extending the applicability of laser-induced breakdown spectroscopy for total soil carbon measurement. Soil Sci. Soc. Am. J. 67:1616-1619.
14. Fox, G.A., and R. Metla. 2005. Soil property analysis using principal components analysis, soil line, and regression models. Soil Sci. Soc. Am. J. 69:1782-1788.
15. Fox, G.A., and G.J. Sabbagh. 2002. Estimation of soil organic matter from red and near-infrared remotely sensed data using a soil line Euclidean distance technique. Soil Sci. Soc. Am. J. 66:1922-1929.
16. Griffis, C.L. 1985. Electronic sensing of soil organic matter. Trans. ASAE 28:703-705.
17. Hance, R.J. 1988. Adsorption and bioavailability. p. 1-19. In R. Grover (ed.) Environmental chemistry of herbicides. Vol. 1. CRC Press, Boca Raton, FL.
18. Havlin, J.L., J.D. Beaton, S.L. Tisdale, and W.L. Nelson. 1999. Soil fertility and fertilizers: An introduction to nutrient management. Prentice Hall, Upper Saddle River, NJ.
19. Henderson, T.L., M.F. Baumgardner, D.P. Franzeier, D.E. Stott, and D.C. Coster. 1992. High dimensional reflectance analysis of soil organic mattef. Soil Sci. Soc. Am. J. 56:865-872.
20. Huang, S., K.K. Tan, and K.Z. Tang. 2004. Neural network control: Theory and applicarions. Research Studies Press Ltd., Baldock, UK.
21. Inoue, M., Y. Mirsukura, M. Fukumi, and N. Akamarsu. 2000. Neural net based image retrieval by using color and location information. p. 2575-2579. In Proc. IEEE Int. Conf. on Systems, Man, and Cybernetics, Nashville, TN. Vol. 4. 8-11 Oct. 2000. Inst. Electr. Electron. Eng., New York.
22. Jain, A.K., A. Vailaya, and X. Wei. 1999. Query by video clip. Multimedia Syst. 7:369-384.
23. Leger, K.D., G.J.F. Millette, and S. Chomchan. 1979. The effects of organic matter, iron oxides and moisture on the color of two agricultural soils of Quebec. Can. J. Soil Sci. 59:99-105.
24. Lim, J.H., J.K. Wu, and D. Narasimhalu. 2001. Learning similarity matching in multimedia content-based retrieval. IEEE Trans. Knowl. Data Eng. 13:846-850.
25. Lu, Y.C., C. Daughtry, G. Hart, and B. Watkins. 1997. The current state of precision farming. Food Rev. Int. 13:141-162.
26. Ma, W.Y., and B.S. Manjunath. 1998. A texture thesaurus for browsing large aerial photographs. J. Am. Soc. Inf. Sci. 49:633-648.
27. Manjunath, B.S., and W.Y. Ma. 1996. Texture features for browsing and retrieval of image data. IEEE Trans. Pattern Anal. Mach. Intell. 18:837-842.
28. McCarty, G.W., J.B. Reeves III, V.B. Reeves, R.F. Follett, and J.M. Kimble. 2002. Mid-infrared and near-infrared diffuse reflectance spectroscopy for soil carbon measuremenr. Soil Sci. Soc. Am. J. 66:640-646.
29. Mokhtarian, F., and S. Abbasi. 2002. Shape similarity retrieval under affine transforms. Pattern Recognit. 35:31-41.
30. Mueller, T.G., and F.J. Pierce. 2003. Soil carbon maps: Enhancing spatial estimates with simple terrain attributes at multiple scales. Soil Sci. Soc. Am. J. 67:258-267.
31. Nelson, D.W., and L.E. Sommers. 1996. Total carbon, organic carbon, and organic matter. p. 961-1010. In D.L. Sparks et al. (ed.) Methods of soil analysis. Part 3: Chemical and microbiological properties. SSSA Book Ser. 5. SSSA, Madison, WI.
32. Pala, P., and S. Santini. 1999. Image retrieval by shape and texture. Pattern Recognit. 32:517-527.
33. Pentland, A., R.W. Picard, and S. Scarloff. 1994. Photobook: Tools for content-based manipulation of image databases. Proc. SPIE 2185:34-47.
34. Petrakis, E.G.M., and E. Milios. 1999. Efficient retrieval by shape content. p. 616-621. In IEEE Int. Conf. on Multimedia Computing Systems, Florence, Italy. Vol. 2. 7-11 June 1999. Inst. Electr. Electron. Eng., New York.
35. Pitts, M.J., J.W. Hummel, and B.J. Butler. 1983. Sensors utilizing light reflection to measure soil organic matter. Pap. 83-1011. Am. Soc. Agric. Eng., St. Joseph, MI.
36. Puzicha, J., T. Hofmann, and J.M. Buhmann. 1997. Non-parametric similarity measures for unsupervised texture segmentation and image retrieval. p. 267-272. In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, San Juan, PR. 17-19 June 1997. Inst. Electr. Electron. Eng., New York.
37. Rodriguez-Murillo, J.C. 2001. Organic carbon content under different types of land use and soil in peninsular Spain. Biol. Fertil. Soils 33:53-61.
38. Rubner, Y., C. Tomasi, and L. Guibas. 1998. A metric lot distributions with applications to image databases. p. 354-367. In IEEE International Conference on Computer Vision, Bombay, India. 4-7 Jan. 1998. Inst. Electr. Electron. Eng., New York.
39. Santini, S., and R. Jain. 1999. Similarity measures. IEEE Trans. Pattern Anal. Mach. Intell. 21:871-883.
40. Shonk, J.L., L.D. Gaultney, D.G. Schulze, and G.E. Van Scoyoc. 1991. Spectroscopic sensing of soil organic matter content. Trans. ASAE 34:1978-1984.
41. Smith, J.R., and S.-F. Chang. 1994. Quad-tree segmentation for texture-based image query. p. 279-286. In ACM Int. Conf. on Multimedia, San Francisco. 15-20 Oct. 1994. Assoc. Comput. Mach., New York.
42. Smith, D.L., C.R. Worner, and J.W. Hummel. 1987. Soil spectral reflectance relationship to organic matter content. Pap. 87-1608. Am. Soc. Agric. Eng., St. Joseph, MI.
43. Sparling, G.P., D. Wheeler, E.-T. Wesely, and L.A. Schipper. 2006. What is soil organic matter worth? J. Environ. Qual. 35:548-557.
44. Srevens, A., B.V. Wesemael, G. Vandenschrick, S. Touré, and B. Tyehon. 2006. Detection of carbon stock change in agricultural soil using spectroscopic techniques. Soil Sci. Soc. Am. J. 70:844-850.
45. Sudduth, K.A., and J.W. Hummel. 1988. Optimal signal processing for soil organic matter determination. Pap. 88-7004. Am. Soc. Agric. Eng., St. Joseph, MI.
46. Sullivan, D.G., J.N. Shaw, and D. Rickman. 2005. IKONOS imagery to estimate surface soil property variability in two Alabama physiographies. Soil Sci. Soc. Am. J. 69:1789-1798.
47. Tang, H., J. Qiu, E.V. Ranst, and C. Li. 2006. Estimations of soil organic carbon storage in cropland of China based on DNDC model. Geoderma 134:200-206.
48. Thompson, J.A., and R.K. Kolka. 2005. Soil carbon storage estimation in a forested watershed using quantitative soil-landscape modeling. Soil Sci. Soc. Am. J. 69:1086-1093.
49. Torsello, A., and E.R. Hancock. 2004. A skeletal measure of 2D shape similarity. Comput. Vision Image Understanding 95:1-29.
50. Ward System Group. 2001. Neural shell user's manual. Ward System Group, Inc., Frederick, MD.
51. Wolf, S.A., and F.H. Buttel. 1996. The political economy of precision farming. Am. J. Agric. Econ. 78:1269-1274.
52. Zhong, Y., and A. Jain. 2000. Object localization using color, texture and shape. Pattern Recognit. 33:671-684.