Global soil characterization with VNIR diffuse reflectance spectroscopy

Geoderma - Tập 132 Số 3-4 - Trang 273-290 - 2006
David J. Brown1, Keith Shepherd2, Markus Walsh2, M. D. Mays3, Thomas Reinsch3
1Dept. of Land Resources and Environmental Sciences, Montana State University, USA
2World Agroforestry Center, ICRAF, Nairobi, Kenya
3USDA National Soil Survey Center, Soil Survey Laboratory (NSSC-SSL), Lincoln, NE, USA

Tóm tắt

Từ khóa


Tài liệu tham khảo

Agresti, 1996

Baumgardner, 1985, Reflectance properties of soils, Adv. Agron., 38, 1, 10.1016/S0065-2113(08)60672-0

Ben-Dor, 2002, Quantitative remote sensing of soil properties, Adv. Agron., 75, 173, 10.1016/S0065-2113(02)75005-0

Ben-Dor, 1995, Near infrared analysis as a rapid method to simultaneously evaluate several soil properties, Soil Sci. Soc. Am. J., 59, 364, 10.2136/sssaj1995.03615995005900020014x

Ben-Dor, 1999, Soil reflectance, 111

Berzaghi, 2000, LOCAL prediction with near infrared multi-product databases, J. Near Infrared Spectrosc., 8, 1, 10.1255/jnirs.258

Breiman, 1983

Brown, D.J., Bricklemyer, R.S. and Miller, P.R., in press. Validation requirements for diffuse reflectance soil characterization models with a case study of VNIR soil C prediction in Montana. Geoderma.

Clark, 1999, Spectroscopy of rocks and minerals, and principles of spectroscopy, 3

Clark, 1984, Reflectance spectroscopy–quantitative-analysis techniques for remote-sensing applications, J. Geophys. Res., 89, 6329, 10.1029/JB089iB07p06329

Clark, 1990, High spectral resolution reflectance spectroscopy of minerals, J. Geophys. Res., -Solid Earth Planets, 95, 12653, 10.1029/JB095iB08p12653

Clark, 2003, Imaging spectroscopy: earth and planetary remote sensing with the USGS Tetracorder and expert systems, J. Geophys. Res.,-Planets., 108, 10.1029/2002JE001847

Cozzolino, 2003, The potential of near-infrared reflectance spectroscopy to analyse soil chemical and physical characteristics, J. Agric. Sci., 140, 65, 10.1017/S0021859602002836

Dardenne, 2000, Multivariate calibration and chemometrics for near infrared spectroscopy: which method?, J. Near Infrared Spectrosc., 8, 229, 10.1255/jnirs.283

Dunn, 2002, The potential of near-infrared reflectance spectroscopy for soil analysis—a case study from the Riverine Plain of south-eastern Australia, Aust. J. Exp. Agric., 42, 607, 10.1071/EA01172

Freund, 1997, A decision-theoretic generalization of on-line learning and an application to boosting, J. Comput. Syst. Sci., 55, 119, 10.1006/jcss.1997.1504

Freund, 2000, Additive logistic regression: a statistical view of boosting—discussion, Ann. Stat., 28, 391

Friedman, 1991, Multivariate adaptive regression splines, Ann. Stat., 19, 1, 10.1214/aos/1176347963

Friedman, 2001, Greedy function approximation: a gradient boosting machine, Ann. Stat., 29, 1189, 10.1214/aos/1013203451

Friedman, 2002, Stochastic gradient boosting, Comput. Stat. Data Anal., 38, 367, 10.1016/S0167-9473(01)00065-2

Friedman, 2003, Multiple additive regression trees with application in epidemiology, Stat. Med., 22, 1365, 10.1002/sim.1501

Friedman, 2000, Additive logistic regression: a statistical view of boosting, Ann. Stat., 28, 337, 10.1214/aos/1016218223

Friedman, 2000, Additive logistic regression: a statistical view of boosting—rejoinder, Ann. Stat., 28, 400, 10.1214/aos/1016218223

Gauch, 2003, Model evaluation by comparison of model-based predictions and measured values, Agron. J., 95, 1442, 10.2134/agronj2003.1442

Geladi, 1986, Partial least-squares regression: a tutorial, Anal. Chim. Acta, 185, 1, 10.1016/0003-2670(86)80028-9

Hartigan, 1979, A K-means clustering algorithm, Appl. Stat., 28, 100, 10.2307/2346830

Henderson, 1992, High dimensional reflectance analysis of soil organic matter, Soil Sci. Soc. Am. J., 56, 865, 10.2136/sssaj1992.03615995005600030031x

Hudson, 1992, The soil survey as paradigm-based science, Soil Sci. Soc. Am. J., 56, 836, 10.2136/sssaj1992.03615995005600030027x

Hunt, 1977, Spectral signatures of particulate minerals in visible and near IR, Geophysics, 42, 501, 10.1190/1.1440721

Hunt, 1982, Spectroscopic properties of rocks and minerals, 295

Islam, 2003, Simultaneous estimation of several soil properties by ultra-violet, visible, and near-infrared reflectance spectroscopy, Aust. J. Soil Res., 41, 1101, 10.1071/SR02137

Janik, 1998, Can mid infrared diffuse reflectance analysis replace soil extractions?, Aust. J. Exp. Agric., 38, 681, 10.1071/EA97144

Kaufman, 1990

Martin, 2002, Determination of soil organic carbon and nitrogen at the field level using near-infrared spectroscopy, Can. J. Soil Sci., 82, 413, 10.4141/S01-054

McCarty, 2002, Mid-infrared and near-infrared diffuse reflectance spectroscopy for soil carbon measurement, Soil Sci. Soc. Am. J., 66, 640, 10.2136/sssaj2002.0640

McKenzie, 2000, Contemporary land resource survey requires improvements in direct soil measurement, Commun. Soil Sci. Plant Anal., 31, 1553, 10.1080/00103620009370525

Mehra, 1960, Iron oxide removal from soils and clays by a dithionite–citrate system buffered with sodium bicarbonate, 317

Moron, 2003, Exploring the use of near infrared reflectance spectroscopy to study physical properties and microelements in soils, J. Near Infrared Spectrosc., 11, 145, 10.1255/jnirs.362

Post, 2001, Monitoring and verifying changes of organic carbon in soil, Clim. Change, 51, 73, 10.1023/A:1017514802028

R Development Core Team, 2004, R: a language and environment for statistical computing

Reeves, 1999, Near infrared reflectance spectroscopy for the analysis of agricultural soils, J. Near Infrared Spectrosc., 7, 179, 10.1255/jnirs.248

Reeves, 2000, Near infrared reflectance spectroscopy for the determination of biological activity in agricultural soils, J. Near Infrared Spectrosc., 8, 161, 10.1255/jnirs.275

Reeves, 2002, Mid-versus near-infrared diffuse reflectance spectroscopy for the quantitative analysis of organic matter in soils and other biological materials, Abstr. Pap. - Am. Chem. Soc., 223, U141

Ridgeway, 2000, Additive logistic regression: a statistical view of boosting—discussion, Ann. Stat., 28, 393

Rossel, 1998, Soil chemical analytical accuracy and costs: implications from precision agriculture, Aust. J. Exp. Agric., 38, 765, 10.1071/EA97158

Scheinost, 1998, Use and limitations of second-derivative diffuse reflectance spectroscopy in the visible to near-infrared range to identify and quantify Fe oxide minerals in soils, Clay Clay Miner., 46, 528, 10.1346/CCMN.1998.0460506

Scheinost, 1999, Diffuse reflectance spectra of al substituted goethite: a ligand field approach, Clay Clay Miner., 47, 156, 10.1346/CCMN.1999.0470205

Schwertmann, 1993, Relations between iron oxides, soil color, and soil formation, vol. 31, 51

Shenk, 1991, Population definition, sample selection, and calibration procedures for near-infrared reflectance spectroscopy, Crop Sci., 31, 469, 10.2135/cropsci1991.0011183X003100020049x

Shenk, 1991, Population structuring of near-infrared spectra and modified partial least-squares regression, Crop Sci., 31, 1548, 10.2135/cropsci1991.0011183X003100060034x

Shepherd, 2002, Development of reflectance spectral libraries for characterization of soil properties, Soil Sci. Soc. Am. J., 66, 988, 10.2136/sssaj2002.0988

Sherrod, 2002, Inorganic carbon analysis by modified pressure–calcimeter method, Soil Sci. Soc. Am. J., 66, 299, 10.2136/sssaj2002.0299

Soil Survey Staff, 1996. Soil Survey Laboratory Methods Manual. Soil Survey Investigations Report No. 42, version 3.0, USDA-NRCS National Soil Survey Center, Washington, D.C.

Stoner, 1981, Characteristic variations in reflectance of surface soils, Soil Sci. Soc. Am. J., 45, 1161, 10.2136/sssaj1981.03615995004500060031x

Thomasson, 2001, Soil reflectance sensing for determining soil properties in precision agriculture, Trans. ASAE, 44, 1445, 10.13031/2013.7002

Thompson, 1988, A reappraisal of the kappa-coefficient, J. Clin. Epidemiol., 41, 949, 10.1016/0895-4356(88)90031-5

Udelhoven, 2003, Quantitative analysis of soil chemical properties with diffuse reflectance spectrometry and partial least-square regression: a feasibility study, Plant Soil, 251, 319, 10.1023/A:1023008322682

Walkley, 1934, An examination of the Degtjareff method for determining soil organic matter and a proposed modification of the chromic acid titration method, Soil Sci., 37, 29, 10.1097/00010694-193401000-00003

Whittig, 1986, X-ray diffraction techniques

Wold, 2001, PLS-regression: a basic tool of chemometrics, Chemom. Intell. Lab. Syst., 58, 109, 10.1016/S0169-7439(01)00155-1

Zhu, 2001, Soil mapping using GIS, expert knowledge, and fuzzy logic, Soil Sci. Soc. Am. J., 65, 1463, 10.2136/sssaj2001.6551463x