The use of diffuse reflectance spectroscopy for in situ carbon and nitrogen analysis of pastoral soils
Bambang H. Kusumo A C E , C. B. Hedley A B , M. J. Hedley A , A. Hueni D , M. P. Tuohy A and G. C. Arnold A BA Institute of Natural Resources, Massey University, Palmerston North, New Zealand.
B Landcare Research, Palmerston North, New Zealand.
C Department of Soil Science, Faculty of Agriculture, University of Mataram, Lombok, Indonesia.
D Remote Sensing Laboratories, University of Zurich, Zurich, Switzerland.
E Corresponding author. Email: B.H.Kusumo@massey.ac.nz; bambanghk@gmail.com
Australian Journal of Soil Research 46(7) 623-635 https://doi.org/10.1071/SR08118
Submitted: 27 November 2007 Accepted: 1 July 2008 Published: 8 October 2008
Abstract
A field method has been developed for rapid in situ assessment of soil carbon (C) and nitrogen (N) content using a portable spectroradiometer (ASD FieldSpecPro). The technique was evaluated at 7 field sites in permanent pasture, and in 1-year, 3-year, and 5-year pine-to-pasture conversions on Pumice, Allophanic, and Tephric Recent Soils in the Taupo and Rotorua region of New Zealand. A total of 210 samples were collected from 2 depths: 37.5 and 112.5 mm. Field measurement of diffuse spectral reflectance was recorded from a flat sectioned horizontal soil surface of a soil core using a purpose-built contact probe attached by fibre optic cable to the spectroradiometer. A 15-mm soil slice was collected from each cut surface for analysis of total C and N using a LECO Analyser. Soils had a wide range of total C and N (0.26–11.21% C, 0.02–1.01% N). Partial least-squares regression analysis was used to develop calibration models between smoothed-first derivative 5-nm-spaced spectral data and LECO-measured total C and N. The models successfully predicted total C and N in the validation sets with the best prediction for C (RPD 2.01, r2 0.75, RMSEP 1.21%) and N (RPD 2.66, r2 0.86, RMSEP 0.07%). Prediction accuracy using different selection methods of calibration and validation set is reported. This study indicates that in situ assessment of soil C and N by field spectroscopy has considerable potential for spatially rapid measurement of soil C and N in the landscape.
Additional keywords: near infrared, soil, carbon, nitrogen, pasture, soil monitoring, in situ measurement, soil core.
Acknowledgments
This work was made possible by funding support from Fertilizer and Lime Research Centre, Massey University, New Zealand. Ted Pinkney manufactured the prototype soil probe.
Barthes BG,
Brunet D,
Ferrer H,
Chotte JL, Feller C
(2006) Determination of total carbon and nitrogen content in a range of tropical soils using near infrared spectroscopy: influence of replication and sample grinding and drying. Journal of Near Infrared Spectroscopy 14, 341–348.
Baumgardner MF,
Silva LRF,
Biehl LL, Stoner ER
(1985) Reflectance properties of soils. Advances in Agronomy 38, 1–44.
| Crossref | GoogleScholarGoogle Scholar |
Ben-Dor E, Banin A
(1995) Near-infrared analysis as a rapid method to simultaneously evaluate several soil properties. Soil Science Society of America Journal 59, 364–372.
Boudot JP,
Bel Hadi Brahim A, Chone T
(1988) Dependence of carbon and nitrogen mineralization rates upon amorphous metallic constituents and allophanes in highland soils. Geoderma 42, 245–260.
| Crossref | GoogleScholarGoogle Scholar |
Bowers S, Hanks RJ
(1965) Reflectance of radiant energy from soils. Soil Science 100, 130–138.
| Crossref | GoogleScholarGoogle Scholar |
Brown DJ,
Bricklemyer RS, Miller PR
(2005) Validation requirements for diffuse reflectance soil characterization models with a case study of VNIR soil C prediction in Montana. Geoderma 129, 251–261.
| Crossref | GoogleScholarGoogle Scholar |
Chang CW, Laird DA
(2002) Near-infrared reflectance spectroscopic analysis of soil C and N. Soil Science 167, 110–116.
| Crossref | GoogleScholarGoogle Scholar |
Chang CW,
Laird DA, Hurburg CRJ
(2005) Influence of soil moisture on near-infrared reflectance spectroscopic measurement of soil properties. Soil Science 170, 244–255.
| Crossref | GoogleScholarGoogle Scholar |
Chang CW,
Laird DA,
Mausbach MJ, Hurburg CRJ
(2001) Near-infrared reflectance spectroscopy – principal component regression analysis of soil properties. Soil Science Society of America Journal 65, 480–490.
Cozzolino D, Moron A
(2006) Potential of near-infrared reflectance spectroscopy and chemometrics to predict soil carbon fractions. Soil & Tillage Research 85, 78–85.
| Crossref | GoogleScholarGoogle Scholar |
Dalal RC, Henry RJ
(1986) Simultaneous determination of moisture, organic carbon, and total nitrogen by near infrared reflectance. Soil Science Society of America Journal 50, 120–123.
Demattê JAM,
Campos RC,
Alves MC,
Fiorio PR, Nanni MR
(2004) Visible-NIR reflectance: a new approach on soil evaluation. Geoderma 121, 95–112.
| Crossref | GoogleScholarGoogle Scholar |
Demattê JAM, Garcia PA
(1999) Alteration of soil properties through a weathering sequence as evaluated by several reflectance. Soil Science Society of America Journal 63, 327–343.
Dunn BW,
Beecher HG,
Batten GD, Ciavarella S
(2002) 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, 607–614.
| Crossref | GoogleScholarGoogle Scholar |
Fystro G
(2002) 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, 139–149.
| Crossref | GoogleScholarGoogle Scholar |
He Y,
Huang M,
García A,
Hernández A, Song H
(2007) Prediction of macronutrients content using near-infrared spectroscopy. Computers and Electronics in Agriculture 58, 144–153.
| Crossref | GoogleScholarGoogle Scholar |
Hueni A, Tuohy M
(2006) Spectroradiometer data structuring, pre-processing and analysis – An IT based approach. Journal of Spatial Science 51, 93–102.
Islam K,
Singh B, MCBratney A
(2003) Simultaneous estimation of several soil properties by ultra-violet, visible, and near-infrared reflectance spectroscopy. Australian Journal of Soil Research 41, 1101–1114.
| Crossref | GoogleScholarGoogle Scholar |
Jackman RH
(1960) Organic matter stability and nutrient availability in Taupo pumice. New Zealand Journal of Agricultural Research 3, 6–23.
Kooistra L,
Wanders J,
Epema GF,
Leuven SREW,
Wehrens R, Buydens LMC
(2003) The potential of field spectroscopy for the assessment of sediment properties in river floodplains. Analytica Chimica Acta 484, 189–200.
| Crossref | GoogleScholarGoogle Scholar |
Krishnan P,
Alexander JD,
Bulter BJ, Hummel JW
(1980) Reflectance technique for predicting soil organic matter. Soil Science Society of America Journal 44, 1282–1285.
Lal R
(2003) Offsetting global CO2 emissions by restoration of degraded soils and intensification of world agriculture and forestry. Land Degradation and Development 14, 309–322.
| Crossref | GoogleScholarGoogle Scholar |
Lobell DB, Asner GP
(2002) Moisture effects on soil reflectance. Soil Science Society of America Journal 66, 722–727.
Malley DF,
Yesmin L, Eilers RG
(2002) Rapid analysis of hog manure and manure-amended soils using near-infrared spectroscopy. Soil Science Society of America Journal 66, 1677–1686.
Malley DF,
Yesmin L,
Wray D, Edwards S
(1999) Application of near-infrared spectroscopy in analysis of soil mineral nutrients. Communications in Soil Science and Plant Analysis 30, 999–1012.
Martin PD,
Malley DF,
Manning G, Fuller L
(2002) Determination of soil organic carbon and nitrogen at the field level using near-infrared spectroscopy. Canadian Journal of Soil Science 82, 413–422.
McCarty GW, Reeves JB
(2006) Comparison of near infrared and mid infrared diffuse reflectance spectroscopy for field-scale measurement of soil fertility parameters. Soil Science 171, 94–102.
| Crossref | GoogleScholarGoogle Scholar |
McCarty GW,
Reeves JB,
Follet RF, Kimble JM
(2002) Mid-infrared and near-infrared diffuse reflectance spectroscopy for soil carbon measurement. Soil Science Society of America Journal 66, 640–646.
Moron A, Cozzolino D
(2002) 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, 215–221.
Moron A, Cozzolino D
(2004) Determination of potentially mineralizable nitrogen and nitrogen in particulate organic matter fractions in soil by visible and near-infrared reflectance spectroscopy. Journal of Agricultural Science 142, 335–343.
| Crossref | GoogleScholarGoogle Scholar |
Morra MJ,
Hall MH, Freeborn LL
(1991) Carbon and nitrogen analysis of soil fractions using near infrared reflectance spectroscopy. Soil Science Society of America Journal 55, 288–291.
Mouazen AM,
Baerdermaeker JD, Ramon H
(2005) Towards development of on-line soil moisture content sensor using a fibre-type NIR spectrophotometer. Soil & Tillage Research 80, 171–183.
| Crossref | GoogleScholarGoogle Scholar |
Mouazen AM,
Maleki MR,
De Baerdemaeker J, Ramon H
(2007) On-line measurement of selected soil properties using a VIS-NIR sensor. Soil & Tillage Research 93, 13–27.
| Crossref | GoogleScholarGoogle Scholar |
Pirie A,
Singh B, Islam K
(2005) Ultra-violet, visible, near-infrared, and mid-infrared diffuse reflectance spectrsocopic techniques to predict several soil properties. Australian Journal of Soil Research 43, 713–721.
| Crossref | GoogleScholarGoogle Scholar |
Post WM,
Izaurralde RC,
Mann LK, Bliss N
(2001) Monitoring and verifying changes of organic carbon in soil. Climatic Change 51, 73–99.
| Crossref | GoogleScholarGoogle Scholar |
Rees RM,
Bingham IJ,
Baddeley JA, Watson CA
(2005) The role of plants and land management in sequestering soil carbon in temperate arable and grassland ecosystems. Geoderma 128, 130–154.
| Crossref | GoogleScholarGoogle Scholar |
Reeves JB, McCarty GW
(2001) Quantitative analysis of agricultural soils using near infrared reflectance spectroscopy and a fibre optic probe. Journal of Near Infrared Spectroscopy 9, 25–34.
Shepherd KD, Walsh MG
(2002) Development of reflectance spectral libraries for characterization of soil properties. Soil Science Society of America Journal 66, 988–998.
Shonk JL,
Gaultney LD,
Schultze DG, Van Scoyoc GE
(1991) Spectroscopic sensing of soil organic matter content. Transactions of the American Society of Agricultural Engineers 34, 1978–1984.
Stoner ER, Baumgardner MF
(1981) Characteristic variation of reflectance of surface soils. Soil Science Society of America Journal 45, 1161–1165.
Sudduth KA, Hummel JW
(1993) Soil organic matter, CEC, and moisture sensing with a prototype NIR spectrometer. Transactions of the American Society of Agricultural Engineers 36, 1571–1582.
Tan ZX,
Lal R,
Smeck NE, Calhoun FG
(2004) Relationship between surface soil organic carbon pool and site variables. Geoderma 121, 187–195.
| Crossref | GoogleScholarGoogle Scholar |
Udelhoven T,
Emmerling C, Jarmer T
(2003) Quantitative analysis of soil chemical properties with diffuse reflectance spectrometry and partial least-square regression: A feasibility study. Plant and Soil 251, 319–329.
| Crossref | GoogleScholarGoogle Scholar |
Vinogradov BV
(1981) Remote sensing of humus content of soils. Soviet Soil Science 11, 114–123.
Viscarra Rossel RA,
Walvoort DJJ,
McBratney AB,
Janik LJ, Skjemstad JO
(2006) Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 131, 59–75.
| Crossref | GoogleScholarGoogle Scholar |