Spectral reflectance based indices for soil organic carbon quantification

Geoderma

Volumn 145, Issue 1-2, 2008, Pages 28-36

  Bartholomeus, H M ^a   Schaepman, M E ^a   Kooistra, L ^a   Stevens, A ^b   Hoogmoed, W B ^a   Spaargaren, O S P ^c  

^a WAGENINGEN UNIVERSITY   (Netherlands)

^b UNIVERSITÉ CATHOLIQUE DE LOUVAIN   (Belgium)

^c ISRIC WORLD SOIL INFORMATION   (Netherlands)

Author keywords

Reflectance spectroscopy; Soil organic carbon; Spectral indices

Indexed keywords

EXTRAPOLATION; MATHEMATICAL MODELS; ORGANIC CARBON; REFLECTION; SPECTRUM ANALYSIS;

CLIMATIC ZONES; REFLECTANCE SPECTROSCOPY; SOIL ORGANIC CARBON; SPECTRAL INDICES;

SOIL MECHANICS;

ABSORPTION; DETECTION METHOD; MODELING; PERFORMANCE ASSESSMENT; QUANTITATIVE ANALYSIS; SOIL CARBON; SOIL ORGANIC MATTER; SPECTRAL REFLECTANCE;

EID: 43649091529     PISSN: 00167061     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.geoderma.2008.01.010     Document Type: Article

References (58)

1. Barnes E.W., Sudduth K.A., Hummel J.W., Lesch S.M., Corwin D.L., Yang C., Daughtry C.S.T., and Bausch W.C. Remote- and ground-based sensor techniques to map soil properties. Photogrammetric Engineering and Remote Sensing 69 (2003) 619-630
2. Bartholomeus H.M., Epema G.F., and Schaepman M.E. Determining iron content in Mediterranean soils in partly vegetated areas, using spectral reflectance and imaging spectroscopy. International Journal of Applied Earth Observation and Geoinformation 9 (2007) 194-203
3. Batjes N.H. Total carbon and nitrogen of the soils of the world. European Journal of Soil Science 47 (1996) 151-163
4. Baumgardner M.F., Silva L.F., Biehl L.L., and Stoner E.R. Reflectance properties of soils. Advances in Agronomy 38 (1985) 1-44
5. Ben-Dor E., Inbar Y., and Chen Y. The reflectance spectra of organic matter in the visible near-infrared and short wave infrared region (400-2500) during a controlled decomposition process. Remote Sensing of Environment 61 (1997) 1-15
6. Ben-Dor E., Irons J.R., and Epema G.F. Soil reflectance. Remote Sensing for the Earth Sciences, Manual of Remote Sensing (1999), Wiley & Sons Inc., New York 111-188
7. Ben-Dor E., Patkin K., Banin A., and Karnieli A. Mapping of several soil properties using DAIS-7915 hyperspectral scanner data - a case study over clayey soils in Israel. International Journal of Remote Sensing 23 (2002) 1043-1062
8. Beyer L., Kahle P., Kretschmer H., and Wu Q. Soil organic matter composition of man-impacted urban sites in North Germany. Journal of Plant Nutrition and Soil Science 164 (2001) 359-364
9. Brown D.J., Bricklemyer R.S., and Miller P.R. Validation requirements for diffuse reflectance soil characterization models with a case study of VNIR soil C prediction in Montana. Geoderma 129 (2005) 251-267
10. Brown D.J., Shepherd K.D., Walsh M.G., Dewayne Mays M., and Reinsch T.G. Global soil characterization with VNIR diffuse reflectance spectroscopy. Geoderma 132 (2006) 273-290
11. Chang C.W., Laird D.A., Mausbach M.J., and Hurburgh Jr. C.R. Near-infrared reflectance spectroscopy - principal components regression analysis of soil properties. Soil Science Society America Journal 65 (2001) 480-490
12. Chen F., Kissel D.E., West L.T., and Adkins W. Field-scale mapping of surface soil organic carbon using remotely sensed imagery. Soil Science Society of America Journal 64 (2000) 746-753
13. Curran P.J. Remote sensing of foliar chemistry. Remote Sensing of Environment 30 (1989) 271-278
14. Dalal R.C., and Henry R.J. Simultaneous determination of moisture, organic carbon and total nitrogen by near infrared reflectance spectrophotometry. Soil Science Society America Journal 50 (1986) 120-123
15. Daniel K.W., Tripathi N.K., Honda K., and Apasit E. Analysis of VNIR (400-1100 nm) spectral signatures for estimation of soil organic matter in tropical soils of Thailand. International Journal of Remote Sensing 25 3 (2004) 643-652
16. Elvidge C.D. Visible and near infrared reflectance characteristics of dry plant materials. International Journal of Remote Sensing 11 10 (1990) 1775-1975
17. Esweran H., Van den Berge E., and Reich P. Organic carbon in soils of the world. Soil Science Society America Journal 57 (1993) 192-194
18. Fidencio P.H., Poppi R.J., and De Andrade J.C. Determination of organic matter in soils using radial basis function networks and near infrared spectroscopy. Analytica Chimica Acta 453 (2002) 125-134
19. Fidencio P.H., Poppi R.J., De Andrade J.C., and Cantarella H. Determination of organic matter in soil using near-infrared spectroscopy and partial least squares regression. Communications in Soil Science and Plant Analysis 33 (2002) 1607-1615
20. Garten Jr. C.T., and Wullschleger S.D. Soil carbon inventories under a Bioenergy Crop (Switchgrass): measurement limitations. Journal of Environmental Quality 28 (1999) 1359-1365
21. Geladi P., and Kowalski B.R. Partial Least-Squares regression: a tutorial. Analytica Chimica Acta 185 (1986) 1-17
22. Grove C.I., Hook S.J., and Paylor E.D. Laboratory reflectance spectra of 160 minerals 0.4 to 2.5 micrometers. JPL Publication 92 2 (1992) 406
23. Hartmann H.P., and Appel T. Calibration of near infrared spectra for measuring decomposing cellulose and green manure in soils. Soil Biology & Biochemistry 38 (2006) 887-897
24. Henderson T.L., Baumgardner M.F., Franzmeier D.P., Stott D.E., and Coster D.C. High Dimensional Reflectance Analysis of Soil Organic Matter Soil Science Society America Journal 56 (1992) 865-872
25. IPCC. Summary for policy makers. In: Houghton J.T., et al. (Ed). Climate Change 2001: The Scientific Basis. Contribution of Working Group 1 to the Third Assessment Report of the Intergovernmental Panel on Climate Change (2001), Cambridge University Press, Cambridge 944
26. Irons J.R., Weismiller R.A., and Petersen G.W. Soil reflectance. In: Asrar G. (Ed). Theory and Applications of Remote Sensing (1989), John Wiley & Sons, Washington D.C. 66-106
27. ISRIC, 2006. http://www.isric.org/UK/About+Soils/WDC+for+Soils/WDC+Catalogue/Reference+Soil+Samples.htm.
28. Kemper T., Böttcher K., Machwitz M., Sommer S., and Mehl W. An approach to chemometric methods for soil organic matter estimation from laboratory and remote sensing data. 4th Workshop on Imaging Spectroscopy, Warsaw, pp. April 27-29 (2005)
29. Kokaly R.F., and Clark R.N. Spectroscopic determination of leaf biochemistry using band-depth analysis of absorption features and stepwise multiple linear regression. Remote Sensing of Environment 67 (1999) 267-287
30. Kokaly R.F., Asner G.P., Martin M.E., Ollinger S.V., and Wessman C.A. Retrieval of quantitative and qualitative information about plant pigment systems from high resolution spectroscopy. Geoscience and Remote Sensing Symposium (IGARSS) (2006), IEEE, Denver (USA)
31. Kooistra L., Wehrens R., Leuven R.S.E.W., and Buydens L.M.C. Possibilities of VNIR spectroscopy for the assessment of soil contamination in river floodplains. Analytica Chimica Acta 446 (2001) 97-105
32. Kooistra L., Wanders J., Epema G.F., Leuven R.S.E.W., Wehrens R., and Buydens L.M.C. The potential of field spectroscopy for the assessment of sediment properties in river floodplains. Analytica Chimica Acta 484 (2003) 198-200
33. Madari B.E., Reeves III J.B., Machado P.L.O.A., Guimaraes C.M., Torres E., and McCarty G.W. Mid- and near-infrared spectroscopic assessment of soil compositional parameters and structural indices in two Ferralsols. Geoderma 136 (2006) 245-259
34. Martens H., and Naes T. Multivariate calibration. 1. Concepts and distinctions. Trends in analytical chemistry 3 8 (1984) 204-210
35. McBratney A.B., Minasny B., and Viscarra Rossel R. Spectral soil analysis and inference systems: a powerful combination for solving the soil data crisis. Geoderma 136 (2006) 272-278
36. McCarty G.W., Reeves III J.B., Reeves V.B., Follett R.F., and Kimble J.M. Mid-infrared and near-infrared diffuse reflectance spectroscopy for soil carbon measurement. Soil Science Society America Journal 66 (2002) 640-646
37. Morra M.J., Hall M.H., and Freeborn L.L. Carbon and nitrogen analysis of soil fractions using near-infrared reflectance spectroscopy. Soil Science Society of America Journal 55 1 (1991) 288-291
38. Osborne J., and Waters E. Four assumptions of multiple regression that researchers should always test. Practical Assessment, Research & Evaluation 8 2 (2002) 4
39. Post W.M., Emmanuel W.R., Zinke P.J., and Stagenberger A.G. Soil organic pool and world life zones. Nature 298 (1982) 156-159
40. Post W.M., Izaurralde R.C., Mann L.K., and Bliss N. Monitoring and verifying changes of organic carbon in soil. Climatic Change 51 (2001) 73-99
41. Reeves III J.B., McCarty G.W., and Meisinger J.J. Near infrared reflectance spectroscopy for the determination of biological activity in agricultural soils. Journal of Near Infrared Spectroscopy 8 (2000) 161-170
42. Schaepman-Strub G., Schaepman M.E., Painter T.H., Dangel S., and Martonchik J.V. Reflectance quantities in optical remote sensing-definitions and case studies. Remote Sensing of Environment 103 1 (2006) 27-42
43. Schreier H. Quantitative predictions of chemical soil conditions from multispectral airborne, ground and laboratory measurements. Canadian Symposium on Remote Sensing, 4th, Quebec, Canada, 106-112 (1977)
44. Serrano L., Penuelas J., and Ustin S.L. Remote sensing of nitrogen and lignin in Mediterranean vegetation from AVIRIS data: decomposing biochemical from structural signals. Remote Sensing of Environment 81 (2002) 355-364
45. Shepherd K.D., and Walsh M.G. Development of reflectance spectral libraries for characterization of soil properties. Soil Science Society of America Journal 66 (2002) 988-998
46. Smith P. Monitoring and verification of soil carbon changes under Article 3.4 of the Kyoto Protocol. Soil Use and Management 20 (2004) 264-270
47. Sørensen L.K., and Dalsgaard S. Determination of clay and other soil properties by near infrared spectroscopy. Soil Science Society America Journal 69 (2005) 159-167
48. Stevens A., Van Wesemael B., Vandenschrick G., Touré S., and Tychon B. Detection of carbon stock change in agricultural soils using spectroscopic techniques. Soil Science Society of America Journal 70 (2006) 844-850
49. Stevens, A., Van Wesemael, B., Bartholomeus, H.M., Rossilon, D., Tychon, B., Ben-Dor, E., in press. Laboratory, field and airborne spectroscopy for monitoring organic carbon content in agricultural soils. Geoderma. doi:10.1016/j.geoderma.2007.12.009.
50. Stoner E.R., and Baumgardner M.F. Characteristic variations in reflectance of surface soils. Soil Science Society of America Journal 45 6 (1980) 1161-1165
51. Sudduth K., and Hummel J. Evaluation of reflectance methods for soil organic matter sensing. Transactions of the ASAE 34 (1991) 1900-1909
52. Sudduth K.A., and Hummel J.W. Soil organic matter, CEC, and moisture sensing with a portable NIR spectrophotometer. Transactions of the ASAE 36 (1993) 1571-1582
53. Udelhoven T., Emmerling C., and Jarmer T. Quantitative analysis of soil chemical properties with diffuse reflectance spectrometry and partial least-square regression: a feasibility study. Plant and Soil 251 (2003) 319-329
54. Ustin S., Asner G., Gamon J., Huemmerich K., Jacquemoud S., Schaepman M.E., and Zarco-Tejada P. Retrieval of quantitative and qualitative information about plant pigment systems from high resolution spectroscopy. Geoscience and Remote Sensing Symposium (IGARSS) (2006), IEEE, Denver (USA) 1996-1999
55. Van der Molen M.K. On-the-go Sensors for Mapping of Soil Properties, a Field Study (2005), Wageningen University, Wageningen (65 pp.)
56. Vinogradov B.V. Remote sensing of the humus content of soils. Soviet Soil Science 13 (1982) 103-113
57. Viscarra Rossel R.A., Walvoort D.J.J., McBratney A.B., Janik L.J., and Skjemstad J.O. Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 131 (2006) 59-75
58. Walkley A., and Black I.A. An estimation of the Degtjareff method for determining soil organic matter and a proposed modification of the chromic acid titration method. Soil Science 37 (1934) 29-37