Comparison of soil reflectance spectra and calibration models obtained using multiple spectrometers

Geoderma

Volumn 161, Issue 3-4, 2011, Pages 202-211

  Ge, Yufeng ^a   Morgan, Cristine L S ^a   Grunwald, Sabine ^b   Brown, David J ^c   Sarkhot, Deoyani V ^d  

^a TEXAS A AND M UNIVERSITY   (United States)

^b UNIVERSITY OF FLORIDA   (United States)

^c WASHINGTON STATE UNIVERSITY   (United States)

^d UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Calibration transfer; Soil; Soil VNIR; Spectral libraries; Visible near infrared diffuse reflectance spectroscopy

Indexed keywords

BIAS CORRECTION; CALIBRATION MODEL; CALIBRATION TRANSFER; CALIBRATION TRANSFER METHOD; CENTRAL TEXAS; CROSS VALIDATION; FIRST DERIVATIVE; KNOWLEDGE GAPS; MODEL APPLICATION; MODEL TRANSFER; MULTIPLE INSTRUMENTS; NEAR INFRARED DIFFUSE REFLECTANCE; PARTIAL LEAST SQUARES REGRESSION; PIECEWISE DIRECT STANDARDIZATION; PREDICTION MODEL; REFLECTANCE SPECTRUM; REGRESSION COEFFICIENT; ROUTINE METHOD; SATISFACTORY PREDICTIONS; SOIL CHARACTERIZATION; SOIL ORGANIC CARBON; SOIL REFLECTANCE; SOIL SAMPLE; SPECTRAL LIBRARIES; SPECTRAL VARIATION; THREE MODELS; VISIBLE AND NEAR INFRARED;

AGRICULTURAL PRODUCTS; CALIBRATION; EXPERIMENTS; INFRARED DEVICES; INSTRUMENTS; LIBRARIES; MATHEMATICAL MODELS; ORGANIC CARBON; REFLECTION; SCANNING; SOIL SURVEYS; SOILS; SPECTROMETERS; SPECTROMETRY; SPECTROSCOPY;

GEOLOGIC MODELS;

COMPARATIVE STUDY; MODEL VALIDATION; REGRESSION ANALYSIS; SAMPLING; SOIL CARBON; SOIL ORGANIC MATTER; STANDARDIZATION; WAVELENGTH;

TEXAS; UNITED STATES;

EID: 79951578144     PISSN: 00167061     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.geoderma.2010.12.020     Document Type: Article

References (42)

1. Adamchuk V.I., Hummel J.W., Morgan M.T., Upadhyaya S.K. On-the-go sensors for precision agriculture. Comput. Electron. Agric. 2004, 44:71-91.
2. Ben-Dor E., Banin A. Near-infrared analysis as a rapid method to simultaneously evaluate several soil properties. Soil Sci. Soc. Am. J. 1995, 59:364-372.
3. Ben-Dor E., Heller D., Chudnovsky A. A novel method of classifying soil profiles in the field using optical means. Soil Sci. Soc. Am. J. 2008, 72:1113-1123.
4. Bouveresse E., Campbell B. Transfer of multivariate calibration models based on near-infrared spectroscopy. Handbook of Near-Infrared Analysis 2001, 241-260. Marcel Dekker Inc., New York, NY. D.A. Burns, E.W. Ciurczak (Eds.).
5. Bricklemyer R.S., Brown D.J. On-the-go VisNIR: potential and limitations for mapping soil clay and organic carbon. Comput. Electron. Agric. 2010, 70:209-216.
6. Brown D.J. Using a global VNIR soil-spectral library for local soil characterization and landscape modeling in a 2nd-order Uganda watershed. Geoderma 2007, 140:444-453.
7. Brown D.J., Bricklemyer R.S., Miller P.R. Validation requirements for diffuse reflectance soil characterization models with a case study of VNIR soil C prediction in Montana. Geoderma 2005, 129:251-267.
8. Brown D.J., Shepherd K.D., Walsh M.G., Mays M.D., Reinsch T.G. Global soil characterization with VNIR diffuse reflectance spectroscopy. Geoderma 2006, 132:273-290.
9. Chang C.W., Laird D.A., Mausbach M.J., Hurburgh C.R. Near-infrared reflectance spectroscopy-principal components regression analysis of soil properties. Soil Sci. Soc. Am. J. 2001, 65:480-490.
10. Christy C.D. Real-time measurement of soil attributes using on-the-go near infrared reflectance spectroscopy. Comput. Electron. Agric. 2008, 61:10-19.
11. Chu X.L., Yuan H.F. Model transfer in multivariate calibration. Spectrosc. Spect. Anal. 2001, 21:881-885.
12. Dalal R.C., Henry R.J. Simultaneous determination of moisture, organic carbon, and total nitrogen by near infrared reflectance spectrophotometry. Soil Sci. Soc. Am. J. 1986, 50:120-123.
13. Daniel K.W., Tripathi N.K., Honda K. Artificial neural network analysis of laboratory and in situ spectra for the estimation of macronutrients in soils of Lop Buri (Thailand). Aust. J. Soil Res. 2003, 41:47-59.
14. Fearn T. Standardisation and calibration transfer for near infrared instrument: a review. J. Near Infrared Spectrosc. 2001, 9:229-244.
15. Feudale R.N., Woody N.A., Tan H., Myles A.J., Brown S.D., Ferre J. Transfer of multivariate calibration models: a review. Chemometr. Intell. Lab. 2002, 64:181-192.
16. Filzmoser P., Varmuza K. Chemometrics: multivariate statistical analysis in chemometrics. R package version 0.4 2008.
17. Ge Y., Thomasson J.A. Wavelet incorporated spectral analysis for soil property determination. Trans. ASABE 2006, 49:1193-1201.
18. Geladi P., Bärring H., Dabakk E., Trygg J., Antti H., Wold S., Karlberg B. Calibration transfers for predicting lake-water pH from near infrared spectra of lake sediments. J. Near Infrared Spectrosc. 1999, 7:251-264.
19. Global Soil Map. 2009. Available at: http://www.globalsoilmap.net.
20. Greensill C.V., Wolfs P.J., Spiegelman C.H., Walsh K.B. Calibration transfer between PDA-based NIR spectrometers in the NIR assessment of melon soluble solid content. Appl. Spectrosc. 2001, 55:647-653.
21. Grunwald S. Multi-criteria characterization of recent digital soil mapping and modeling approaches. Geoderma 2009, 152:195-207.
22. Hummel J.W., Sudduth K.A., Hollinger S.E. Soil moisture and organic matter prediction of surface and subsurface soils using an NIR soil sensor. Comput. Electron. Agric. 2001, 32:149-165.
23. Kramer K.E., Morris R.E., Rose-Pehrsson S.L. Comparison of two multiplicative signal correction strategies for calibration transfer without standards. Chemom. Intell. Lab. 2008, 92:33-43.
24. Malley D.F., Yesmin L., Eilers R.G. Rapid analysis of hog manure and manure-amended soils using near-infrared spectroscopy. Soil Sci. Soc. Am. J. 2002, 66:1677-1686.
25. Morgan C.L.S., Waiser T.H., Brown D.J., Hallmark C.T. Simulated in situ characterization of soil organic and inorganic carbon using visible near infrared diffuse reflectance spectroscopy. Geoderma 2009, 151:249-256.
26. Nelson D.W., Sommers L.E. Total carbon, organic carbon, and organic matter. Methods of Soil Analysis. Part III. 1996, 961-1010. ASA, SSSA, Madison, WI. D.L. Sparks (Ed.).
27. R Development Core Team. 2008. R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL: http://www.R-project.org.
28. Reeves J.B. Near- versus mid-infrared diffuse reflectance spectroscopy for soil analysis emphasizing carbon and laboratory versus on-site analysis: where are we and what needs to be done?. Geoderma 2010, 158:3-14.
29. Reeves J., McCarty G., Mimmo T. The potential of diffuse reflectance spectroscopy for the determination of carbon inventories in soils. Environ. Pollut. 2002, 116:S277-S284.
30. Shenk J.S., Workman J.J., Westerhaus M.O. Application of NIR spectroscopy to agricultural products. Handbook of Near-Infrared Analysis 2001, 419-474. Marcel Dekker Inc., New York, NY. D.A. Burns, E.W. Ciurczak (Eds.).
31. Shepherd K.D., Walsh M.G. Development of reflectance spectral libraries for characterization of soil properties. Soil Sci. Soc. Am. J. 2002, 66:988-998.
32. Sherrod L.A., Dunn G., Peterson G.A., Kolberg R.L. Inorganic carbon analysis by modified pressure-calcimeter method. Soil Sci. Soc. Am. J. 2002, 66:299-305.
33. Sørensen L.K., Dalsgaard S. Determination of clay and other soil properties by near infrared spectroscopy. Soil Sci. Soc. Am. J. 2005, 69:159-167.
34. Stoner E.R., Baumgardner M.F. Characteristic variation in reflectance of surface soils. Soil Sci. Soc. Am. J. 1981, 45:1161-1165.
35. Sudduth K.A., Hummel J.W. Evaluation of reflectance methods for soil organic matter sensing. Trans. ASAE 1991, 34:1900-1909.
36. Sudduth K.A., Hummel J.W. Soil organic matter, CEC, and moisture sensing with a portable NIR spectrophotometer. Trans. ASAE 1993, 36:1571-1582.
37. van den Berg F., Rinnan A. Calibration transfer methods. Infrared spectroscopy for food quality analysis and control 2008, 105-118. Academic Press, Elsevier, New York, NY. D. Sun (Ed.).
38. Vasques G.M., Grunwald S., Sickman J.O. Comparison of multivariate methods for inferential modeling of soil carbon using visible/near-infrared spectra. Geoderma 2008, 146:14-25.
39. Vasques G.M., Grunwald S., Sickman J.O. Modeling of soil organic carbon fractions using visible-near-infrared spectroscopy. Soil Sci. Soc. Am. J. 2009, 73:176-184.
40. Viscarra Rossel R.A., Walvoort D.J.J., McBratney A.B., Janik L.J., Skjemstad J.O. Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 2006, 131:59-75.
41. Viscarra Rossel R.A., Jeon Y.S., Odeh I.O.A., McBratney A.B. Using a legacy soil sample to develop a mid-IR spectral library. Soil Sci. Soc. Am. J. 2008, 46:1-16.
42. Waiser T.H., Morgan C.L.S., Brown D.J., Hallmark C.T. In situ characterization of soil clay content with visible near-infrared diffuse reflectance spectroscopy. Soil Sci. Soc. Am. J. 2007, 71:389-396.