Increased sample point density in farm soil mapping by local calibration of visible and near infrared prediction models

Geoderma

Volumn 156, Issue 3-4, 2010, Pages 152-160

  Wetterlind, Johanna ^a   Stenberg, Bo ^a   Söderström, Mats ^a  

^a SWEDISH UNIVERSITY OF AGRICULTURAL SCIENCES   (Sweden)

Author keywords

Clay; Diffuse reflectance spectroscopy; Plant available P, K and Mg; Precision agriculture; Soil organic matter; Soil pH

Indexed keywords

AVAILABLE P; CALIBRATION SAMPLES; DATA SETS; DECISION SUPPORTS; DIFFUSE REFLECTANCE SPECTROSCOPY; FARM SOILS; FARM-SCALE; FURTHER DEVELOPMENT; HIGH RESOLUTION; LABORATORY ANALYSIS; LIMITING FACTORS; NIR SPECTROSCOPY; PRECISION AGRICULTURE; RATIONALISATION; SAMPLE POINT; SAMPLING DENSITIES; SILT CONTENTS; SOIL ORGANIC MATTERS; SOIL TEXTURES; SOIL VARIATION; TOTAL NITROGEN; VARIABLE RATE APPLICATION; VIS-NIR SPECTRA; VISIBLE AND NEAR INFRARED;

BIOGEOCHEMISTRY; BIOLOGICAL MATERIALS; CALIBRATION; COST BENEFIT ANALYSIS; DECISION SUPPORT SYSTEMS; FARMS; FORECASTING; INFRARED DEVICES; MATHEMATICAL MODELS; NEAR INFRARED SPECTROSCOPY; ORGANIC COMPOUNDS; PROBABILITY DISTRIBUTIONS; REFLECTION; SOILS;

GEOLOGIC MODELS;

AGRICULTURAL SOIL; DECISION SUPPORT SYSTEM; LABORATORY METHOD; NEAR INFRARED; PRECISION AGRICULTURE; SOIL ANALYSIS; SOIL ORGANIC MATTER; SOIL TEXTURE;

SWEDEN;

EID: 77950917627     PISSN: 00167061     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.geoderma.2010.02.012     Document Type: Article

References (43)

1. Ben-Dor E., and Banin A. Near-infrared analysis (NIRA) as a method to simultaneously evaluate spectral featureless constituents in soils. Soil Science 159 4 (1995) 259-270
2. Ben-Dor E., and Banin A. Near-infrared analysis as a rapid method to simultaneously evaluate several soil properties. Soil Science Society of America Journal 59 2 (1995) 364-372
3. Bogrekci I., and Lee W.S. Spectral soil signatures and sensing phosphorus. Biosystems Engineering 92 4 (2005) 527-533
4. Chang C.W., Laird D.A., Mausbach M.J., and Hurburgh C.R. Near-infrared reflectance spectroscopy-principal components regression analyses of soil properties. Soil Science Society of America Journal 65 2 (2001) 480-490
5. Dalal R.C., and Henry R.J. Simultaneous determination of moisture, organic carbon, and total nitrogen by near infrared reflectance spectrophotometry. Soil Science Society of America Journal 50 (1986) 120-123
6. Daniel K.W., Tripathi X.K., and Honda K. Artificial neural network analysis of laboratory and in situ spectra for the estimation of macronutrients in soils of Lop Buri (Thailand). Australian Journal of Soil Research 41 1 (2003) 47-59
7. Delin S., and Söderström M. Performance of soil electrical conductivity and different methods for mapping soil data from a small dataset. Acta Agriculturae Scandinavica Section B-Soil and Plant Science 52 4 (2003) 127-135
8. Dunn B.W., Beecher H.G., Batten G.D., and Ciavarella S. The potential of near-infrared reflectance spectroscopy for soil analysis - a case study from the Riverine Plain of south-eastern Australia. Australian Journal of Experimental Agriculture 42 5 (2002) 607-614
9. Egnér H., Riehm H., and Domingo W.R. Untersuchungen über die chemische Bodenanalyse als Grundlage für die Beurteilung des Nährstoffzustandes der Böden. II. Chemische Extraktionsmethoden zur Phosphor- und Kaliumbestimmung (Investigations on soil chemical analysis as a basis of the evaluation of plant nutrient status of soils II. Chemical extraction methods for phosphorous and potassium determination). The annals of Royal agricultural college of Sweden 26 (1960) 199-215 (in German)
10. Ekström G. Klassifikation av Svenska Åkerjordar (Classification of Swedish arable soils). 345 (Årsbok 20), Sveriges Geologiska Undersökning, Ser C. No. 345 (Årsbok 20) (1927) 161 pp.
11. Fystro G. The prediction of C and N content and their potential mineralisation in heterogeneous soil samples using Vis-NIR spectroscopy and comparative methods. Plant and Soil 246 2 (2002) 139-149
12. Gee G.W., and Bauder J.W. Particle-size analysis. In: Klute A. (Ed). Physical and Mineralogical Methods. Agronomy Series (1986), Soil Science Society of America, Madison 383-411
13. He Y., Huang M., Garcia A., Hernandez A., and Song H. Prediction of soil macronutrients content using near-infrared spectroscopy. Computers and Electronics in Agriculture 58 2 (2007) 144-153
14. Hunt G.R. Spectral signatures of particulate minerals in the visible and near infrared. Geophysics 42 3 (1977) 501-513
15. Hunt G.R., Salisbury J.W., and Lenhoff C.J. Visible and near infrared spectra of minerals and rocks: VI. Additional silicates. Modern Geology 4 (1973) 85-106
16. Islam K., Singh B., and McBratney A. Simultaneous estimation of several soil properties by ultra-violet, visible, and near-infrared reflectance spectroscopy. Australian Journal of Soil Research 41 6 (2003) 1101-1114
17. Maleki M.R., van Holm L., Ramon H., Merckx R., De Baerdemaeker J., and Mouazen A.M. Phosphorus sensing for fresh soils using visible and near infrared spectroscopy. Biosystems Engineering 95 3 (2006) 425-436
18. Malley D.F., Yesmin L., Wray D., and Edwards S. Application of near-infrared spectroscopy in analysis of soil mineral nutrients. Communications in Soil Science and Plant Analysis 30 7-8 (1999) 999-1012
19. Malley D.F., Martin P.D., McClintock L.M., Yesmin L., Eilers R.G., and Haluschak P. Feasibility of analysing archived Canadian prairie agricultural soils by near infrared reflectance spectroscopy. In: Davies A.M.C., and Giangiacomo R. (Eds). Near Infrared Spectroscopy: Proceedings of the 9th International Conference (2000), NIR Publications, Chichester, UK 579-585
20. Martens H., and Naes T. Multivariate Calibration (1989), John Wiley & Sons, Chichester, UK 419 pp.
21. McCarty G.W., and Reeves J.B. Comparison of near infrared and mid infrared diffuse reflectance spectroscopy for field-scale measurement of soil fertility parameters. Soil Science 171 2 (2006) 94-102
22. Möller H. Beskriving till jordartskartan Enköping SV. Deskription to the quaternary map Enköping SV (1985), Sveriges Geologiska Undersökning, Uppsala
23. Moron A., and Cozzolino D. Application of near infrared reflectance spectroscopy for the analysis of organic C, total N and pH in soils of Uruguay. Journal of near Infrared Spectroscopy 10 3 (2002) 215-221
24. Moron A., and Cozzolino D. Exploring the use of near infrared reflectance spectroscopy to study physical properties and microelements in soils. Journal of near Infrared Spectroscopy 11 2 (2003) 145-154
25. 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 (1991) 288-291
26. Mouazen A.M., Maleki M.R., De Baerdemaeker J., and Ramon H. On-line measurement of some selected soil properties using a VIS-NIR sensor. Soil & Tillage Research 93 1 (2007) 13-27
27. Olsson D., and Söderström M. An automated method to locate optimal soil sampling sites using ancillary data. In: Werner A., and Jarfe A. (Eds). Program Book of the Joint Conference of ECPA - ECPLF, Berlin. Poster at the 4th European Conference on Precision Agriculture (2003), Wageningen Academic Publishers, The Netherlands 649. http://www.agrovast.se/precision/soilmap www.agrovast.se/precision/soilmap
28. Reeves J.B., McCarty G.W., and Meisinger J.J. Near infrared reflectance spectroscopy for the analysis of agricultural soils. Journal of near Infrared Spectroscopy 7 3 (1999) 179-193
29. Savitzky A., and Golay M. Smoothing and differentiation of data by simplified least squares procedures. Analytical Chemistry 36 (1964) 1627-1639
30. 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
31. Sørensen L.K., and Dalsgaard S. Determination of clay and other soil properties by near infrared spectroscopy. Soil Science Society of America Journal 69 1 (2005) 159-167
32. Stenberg B., Nordkvist E., and Salomonsson L. Use of near infrared reflectance spectra of soils for objective selection of samples. Soil Science 159 2 (1995) 109-114
33. Stenberg B., Jonsson A., and Börjesson T. Near infrared technology for soil analysis with implications for precision agriculture. In: Davies A., and Cho R. (Eds). Near Infrared Spectroscopy: Proceedings of the 10th International Conference (2002), NIR Publications, Chichester, UK, Kyongju S. Korea 279-284
34. Sudduth K.A., and Hummel J.W. Evaluation of reflectance methods for soil organic matter sensing. Transactions of the ASAE 34 4 (1991) 1900-1909
35. 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 2 (2003) 319-329
36. van Groenigen J.W., Mutters C.S., Horwath W.R., and van Kessel C. NIR and DRIFT-MIR spectrometry of soils for predicting soil and crop parameters in a flooded field. Plant and Soil 250 1 (2003) 155-165
37. van Vuuren J.A.J., Meyer J.H., and Claassens A.S. Potential use of near infrared reflectance monitoring in precision agriculture. Communications in Soil Science and Plant Analysis 37 15-20 (2006) 2171-2184
38. 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 1-2 (2006) 59-75
39. Waiser T.H., Morgan C.L.S., Brown D.J., and Hallmark C.T. In situ characterization of soil clay content with visible near-infrared diffuse reflectance spectroscopy. Soil Science Society of America Journal 71 2 (2007) 389-396
40. Wetterlind J., Stenberg B., and Jonsson A. Near infrared reflectance spectroscopy compared with soil clay and organic matter content for estimating within-field variation in N uptake in cereals. Plant and Soil 302 (2008) 317-327
41. Wetterlind J., Stenberg B., and Söderström M. The use of near infrared (NIR) spectroscopy to improve soil mapping at the farm scale. Precision Agriculture 9 1-2 (2008) 57-69
42. Williams P.C. Variables affecting near-infrared reflectance spectroscopic analysis. In: Williams P., and Norris K. (Eds). Near-Infrared Technology in the Agricultural and Food Industries American Association of Cereal Chemists, inc. (1987) 143-167 St. Paul, MN
43. Zornoza R., Guerrero C., Mataix-Solera J., Scow K.M., Arcenegui V., and Mataix-Beneyto J. Near infrared spectroscopy for determination of various physical, chemical and biochemical properties in Mediterranean soils. Soil Biology & Biochemistry 40 7 (2008) 1923-1930