Fine-resolution multiscale mapping of clay minerals in Australian soils measured with near infrared spectra

Journal of Geophysical Research: Earth Surface

Volumn 116, Issue 4, 2011, Pages

  Viscarra Rossel, R A ^a  

^a CSIRO   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

CLAY MINERAL; CLAY SOIL; ILLITE; KAOLINITE; MAPPING METHOD; NEAR INFRARED; SMECTITE; SOIL PROPERTY; SOIL TYPE;

AUSTRALIA;

EID: 82355164119     PISSN: None     EISSN: 21699011     Source Type: Journal    
DOI: 10.1029/2011JF001977     Document Type: Article

References (70)

1. Anand, R. R., and M. Paine (2002), Regolith geology of the Yilgarn Craton, Western Australia: Implications for exploration, Aust. J. Earth Sci., 49, 3-162, doi:10.1046/j.1440-0952.2002.00912.x. (Pubitemid 34409460)
2. Banks, R. (1995), Soil landscapes of the Curlewis, map, scale 1:100,000, N. S. W. Dep. of Conserv. and Land Manage., Sydney, N. S. W., Australia.
3. Barker, W. W., S. A. Welch, and J. F. Banfield (1997), Biogeochemistry of silicate mineral weathering, in Geomicrobiology: Interactions Between Microbes and Minerals, Rev. Mineral., vol. 35, edited by J. F. Banfield and K. H. Nealson, pp. 391-428, Mineral. Soc. of Am., Washington, D. C.
4. Beard, J. S. (1999), Evolution of the river systems of the south-west drainage division, Western Australia, J. R. Soc. West. Aust., 82, 147-164. (Pubitemid 30306213)
5. Ben-Dor, E., and A. Banin (1994), Visible and near-infrared (0.4-1.1 mm) analysis of arid and semiarid soils, Remote Sens. Environ., 48, 261-274, doi:10.1016/0034-4257(94)90001-9.
6. Ben-Dor, E., S. Chabrillat, J. A. M. Demattê, G. R. Taylor, J. Hill, M. L. Whiting, and S. Sommer (2009), Using Imaging Spectroscopy to study soil properties, Remote Sens. Environ., 113, S38-S55, doi:10.1016/j. rse.2008.09.019.
7. Berry, S. L., and M. L. Roderick (2002), Estimating mixtures of leaf functional types using continental-scale satellite and climatic data, Glob. Ecol. Biogeogr., 11, 23-39, doi:10.1046/j.1466-822X.2002.00183.x. (Pubitemid 34175986)
8. Bettenay, E. (1962), The salt lake systems and their associated aeolian features in the semi-arid regions of Western Australia, J. Soil Sci., 13, 10-17, doi:10.1111/j.1365-2389.1962.tb00675.x.
9. Bettenay, E. (1993), Western region (II), in Soils: An Australian Viewpoint, pp. 179-187, Academic, London.
10. Bettenay, E., and F. J. Hingston (1964), Development and distribution of soils in the Merredin area, Western Australia, Aust. J. Soil Res., 2, 173-186, doi:10.1071/SR9640173.
11. Bierkeland, P. W. (1984), Soils and Geomorphology, Oxford Univ. Press, New York.
12. Bristow, T. F., M. J. Kennedy, A. Derkowski, M. L. Droser, G. Jiang, and R. A. Creaser (2009), Mineralogical constraints on the paleoenvironments of the Ediacaran Doushantuo Formation, Proc. Natl. Acad. Sci. U. S. A., 106(32), 13,190-13,195, doi:10.1073/pnas.0901080106.
13. Brown, G., and G. W. Brindley (1984), X-ray diffraction procedures for clay mineral identification, in Crystal Structures of Clay Minerals and their X-Ray Identification, edited by G. W. Brindley and G. Brown, pp. 305-361, Mineral. Soc., London.
14. Brown, D. J., K. D. Shepherd, M. G. Walsh, M. D. Mays, and T. G. Reinsch (2006), Global soil characterization with VNIR diffuse reflectance spectroscopy, Geoderma, 132, 273-290, doi:10.1016/j.geoderma.2005. 04.025.
15. Bui, E. N., B. Henderson, and K. Viergever (2006), Knowledge discovery from models of soil properties developed through data mining, Ecol. Modell., 191, 431-446, doi:10.1016/j.ecolmodel.2005.05.021. (Pubitemid 43061455)
16. Bullard, J., M. Baddock, G. McTainsh, and J. Leys (2008), Sub-basin scale dust source geomorphology detected using MODIS, Geophys. Res. Lett., 35, L15404, doi:10.1029/2008GL033928.
17. Butler, B. E. (1956), Parna-An olian clay, Aust. J. Sci., 18, 145-151.
18. Chivas, A. R., and M. I. Bird (1995), Palaeoclimate from Gondwanaland clays, in Clays: Controlling the Environment. Proceedings of the 10th International Clay Conference, Adelaide, Australia, July 18 to 23, 1993, edited by G. J. Churchman, R. W. Fitzpatrick, and R. A. Eggleton, pp. 333-338, CSIRO Publ., East Melbourne, Victoria, Australia.
19. Churchman, G. J., P. G. Slade, P. G. Self, and L. J. Janik (1994), Nature of interstratified kaolin-smectites in some Australian soils, Aust. J. Soil Res., 32, 805-822, doi:10.1071/SR9940805.
20. Clark, R. N. (1999), Spectroscopy of rock and minerals, principles of spectroscopy, in Manual of Remote Sensing, 3rd ed., edited by A. Rencz, pp. 3-58, John Wiley, New York.
21. Clark, R. N., and T. L. Roush (1984), Reflectance spectroscopy: Quantitative analysis techniques for remote sensing applications, J. Geophys. Res., 89, 6329-6340, doi:10.1029/JB089iB07p06329.
22. Clark, R. N., T. King, M. Klejwa, G. A. Swayze, and N. Vergo (1990), High spectral resolution reflectance spectroscopy of minerals, J. Geophys. Res., 95, 12,653-12,680, doi:10.1029/JB095iB08p12653.
23. Clark, R. N., G. A. Swayze, K. E. Livo, R. F. Kokaly, S. J. Sutley, J. B. Dalton, R. R. McDougal, and C. A. Gent (2003), Imaging spectroscopy, Earth and planetary remote sensing with the USGS Tetracorder and expert systems, J. Geophys. Res., 108(E12), 5131, doi:10.1029/2002JE001847.
24. Craig, D. C., and F. C. Loughnan (1964), Chemical and mineralogical transformations accompanying the weathering of basic volcanic rocks from New South Wales, Aust. J. Soil Res., 2, 218-234, doi:10.1071/SR9640218.
25. Cudahy, T., M. Jones, M. Thomas, P. Cocks, F. Agustin, M. Caccetta, R. Hewson, M. Verrall, and A. Rodger (2010), Mapping soil surface mineralogy at Tick Hill, north-western Queensland, Australia, using airborne hyperspectral imagery, in Proximal Soil Sensing, Prog. Soil Sci., vol. 1, edited by R. A. Viscarra Rossel, A. McBratney, and B. Minasny, pp. 211-229, Springer, New York.
26. de Caritat, P., M. E. Lech, and A. A. McPherson (2008), Geochemical mapping "down under": Selected results from pilot projects and strategy outline for the National Geochemical Survey of Australia, Geochem. Explor. Environ. Anal., 8, 301-312, doi:10.1144/1467-7873/08-178.
27. Donohue, R. J., T. R. McVicar, and M. L. Roderick (2009), Climate-related changes in Australian vegetation cover as inferred from satellite observations for 1981-2006, Global Change Biol., 15, 1025-1039, doi:10.1111/ j.1365-2486.2008.01746.x.
28. El-Swaify, S. A., and W. D. Henderson (1967), Water retention by osmotic swelling of certain colloidal clays with varying ionic composition, J. Soil Sci., 18, 223-232, doi:10.1111/j.1365-2389.1967.tb01502.x.
29. Fryrear, D. W. (2000), Wind erosion, in Handbook of Soil Science, edited by M. E. Sumner, pp. G195-G216, CRC Press, Boca Raton, Fla.
30. Gallant, J. C., and T. I. Dowling (2003), A multiresolution index of valley bottom flatness for mapping depositional areas, Water Resour. Res., 39(12), 1347, doi:10.1029/2002WR001426.
31. Harrison, R., R. S. Swift, A. S. Campbell, and P. J. Tonkin (1990), A study of two soil development sequences located in a montane area of Canterbury, New Zealand, I. Clay mineralogy and cation exchange properties, Geoderma, 47, 261-282, doi:10.1016/0016-7061(90)90033-6.
32. Harrison, S. P., K. E. Kohfeld, C. Roelandt, and T. Claquin (2001), The role of dust in climate changes today, at the last glacial maximum and in the future, Earth Sci. Rev., 54, 43-80, doi:10.1016/S0012-8252(01) 00041-1. (Pubitemid 32804549)
33. Hillier, S., M. J. Roe, J. S. Geelhoed, A. R. Fraser, J. G. Farmer, and E. Paterson (2003), Role of quantitative mineralogical analysis in the investigation of sites contaminated by chromite ore processing residue, Sci. Total Environ., 308, 195-210, doi:10.1016/S0048-9697(02)00680-0. (Pubitemid 36539478)
34. Hunt, G. R. (1977), Spectral signatures of particulate minerals in the visible and near infrared, Geophysics, 42, 501-513, doi:10.1190/1.1440721.
35. Hunt, G. R., and J. W. Salisbury (1970), Visible and near-infrared spectra of minerals and rocks. I. Silicate minerals, Mod. Geol., 1, 283-300.
36. Isbell, R. F., and G. D. Hubble (1993), North-eastern plains (IV), in Soils: An Australian Viewpoint, pp. 201-210, Academic, London.
37. Jeffrey, S. J., J. O. Carter, K. M. Moodie, and A. R. Beswick (2001), Using spatial interpolation to construct a comprehensive archive of Australian climate data, Environ. Model. Softw., 16(4), 309-330, doi:10.1016/ S1364-8152(01)00008-1. (Pubitemid 32956227)
38. Jenny, H. (1941), Factors of Soil Formation: A System of Quantitative Pedology, McGraw-Hill, New York.
39. Johnson, C. B., and K. G. McQueen (2001), The nature of gold-bearing palaeochannel sediments in the Gidji area north of Kalgoorlie, Western Australia, Quat. Int., 82, 51-62, doi:10.1016/S1040-6182(01)00008-8. (Pubitemid 32926059)
40. Johnston, S. W. (2001), The influence of aeolian dust deposits on alpine soils in south-eastern Australia, Aust. J. Soil Res., 39, 81-88, doi:10.1071/ SR99121. (Pubitemid 32139862)
41. Kiefert, L., and G. H. McTainsh (1995), Clay minerals in east Australian dust, in Clays Controlling the Environment: Proceedings of the 10th International Clay Conference, edited by G. J. Churchman, R. W. Fitzpatrick, and R. A. Eggleton, pp. 339-345, CSIRO Publ., Collingwood, Victoria, Australia.
42. Mackey, B. G., S. L. Berry, and T. Brown (2008), Reconciling approaches to biogeographical regionalization: A systematic and generic framework examined with a case study of the Australian continent, J. Biogeogr., 35, 213-229, doi:10.1111/j.1365-2699.2007.01822.x.
43. Mallinson, D. J., B. Flower, A. Hine, G. Brooks, and R. Molina Garza (2003), Paleoclimate implications of high latitude precession-scale mineralogic fluctuations during early Oligocene Antarctic glaciation: The Great Australian Bight record, Global Planet. Change, 39, 257-269, doi:10.1016/S0921-8181(03) 00119-X. (Pubitemid 37231670)
44. McBratney, A. B., M. L. Mendonça Santos, and B. Minasny (2003), On digital soil mapping, Geoderma, 117, 3-52, doi:10.1016/S0016-7061(03) 00223-4. (Pubitemid 37537769)
45. McInnes-Clarke, S. K. (2002), Soil landscapes of the Murrurundi, Map ANZNS0359100097, scale 1:100,000, Dep. of Infrastruct., Plann. and Nat. Res., Sydney, N. S. W., Australia.
46. McKenzie, N. J., D. Jacquier, R. Isbell, and K. Brown (2004), Australian Soils and Landscapes: An Illustrated Compendium, CSIRO Publ., Collingwood, Victoria, Australia.
47. Minty, B. R. S., R. Franklin, P. R. Milligan, L. M. Richardson, and J. Wilford (2009), The radiometric map of Australia, paper presented at the 20th International Geophysical Conference and Exhibition, Aust. Soc. of Explor. Geophys., Adelaide, South Aust., Australia, 22-25 Feb.
48. Moore, G. (2001), Soil guide: A handbook for understanding and managing agricultural soils, Bull. 4343, Agric. West. Aust., South Perth, West. Aust., Australia.
49. Norish, K., and J. G. Pickering (1993), Mineralogy, in Soils: An Australian Viewpoint, pp. 281-308, Academic, London.
50. Post, J. L., and P. N. Noble (1993), The near-infrared combination band frequencies of dioctahedral smectites, micas, and illites, Clays Clay Miner., 41, 639-644, doi:10.1346/CCMN.1993.0410601. (Pubitemid 24425597)
51. Quinlan, J. R. (1992), Learning with continuous classes, in Proceedings of the 5th Australian Joint Conference on Artificial Intelligence, edited by S. Adams, pp. 343-348, World Sci., Singapore.
52. Ryan, A. L., and S. R. Cattle (2006), Do sand dunes of the lower Lachlan floodplain contain the same dust that produced parna?, Aust. J. Soil Res., 44, 769-781, doi:10.1071/SR06051. (Pubitemid 44868000)
53. Sanchez, P. A., et al. (2009), Digital soil map of the world, Science, 325, 680-681, doi:10.1126/science.1175084.
54. Sargeant, I. J., and J. K. M. Skene (1970), Some properties of the Krasnozems of southern Victoria, Australia, Aust. J. Soil Res., 8, 281-295, doi:10.1071/SR9700281.
55. Shepherd, K. D., and M. G. Walsh (2002), Development of reflectance spectral libraries for characterization of soil properties, Soil Sci. Soc. Am. J., 66, 988-998, doi:10.2136/sssaj2002.0988. (Pubitemid 34463577)
56. Singh, B., and R. J. Gilkes (1992), Properties of soil kaolinites from southwestern Australia, J. Soil Sci., 43, 645-667, doi:10.1111/j.1365-2389.1992. tb00165.x. (Pubitemid 23382359)
57. Singh, B., and S. Heffernan (2002), Layer charge characteristics of smectites from Vertosol (Vertisols) of New South Wales, Aust. J. Soil Res., 40, 1159-1170, doi:10.1071/SR02017. (Pubitemid 35381046)
58. Stenberg, B., R. A. Viscarra Rossel, A. M. Mouazen, and J. Wetterlind (2010), Visible and near infrared spectroscopy in soil science, Adv. Agron., 107, 163-215, doi:10.1016/S0065-2113(10)07005-7.
59. Torn, M. S., S. E. Trumbore, O. A. Chadwick, P. M. Vitousek, and D. M. Hendricks (1997), Mineral control of soil organic carbon storage and turnover, Nature, 389, 170-173, doi:10.1038/38260. (Pubitemid 27400596)
60. van der Meer, F. (2004), Analysis of spectral absorption features in hyperspectral imagery, Int. J. Appl. Earth Obs. Geoinf., 5, 55-68, doi:10.1016/ j.jag.2003.09.001.
61. Vicente, L. E., and C. R. de Souza Filho (2011), Identification of mineral components in tropical soils using reflectance spectroscopy and advanced spaceborne thermal emission and reflection radiometer (ASTER) data, Remote Sens. Environ., 115, 1824-1836, doi:10.1016/j.rse.2011.02.023.
62. Viscarra Rossel, R. A., and C. Chen (2011), Digitally mapping the soil information content of surficial Australian visible-near infrared spectra, Remote Sens. Environ., 115, 1443-1455, doi:10.1016/j.rse.2011.02.004.
63. Viscarra Rossel, R. A., R. N. McGlynn, and A. B. McBratney (2006), Determining the composition of mineral-organic mixes using UV-vis-NIR diffuse reflectance spectroscopy, Geoderma, 137, 70-82, doi:10.1016/j. geoderma.2006.07.004. (Pubitemid 44855762)
64. Viscarra Rossel, R. A., S. R. Cattle, A. Ortega, and Y. Fouad (2009), In situ measurements of soil colour, mineral composition and clay content by vis-NIR spectroscopy, Geoderma, 150, 253-266, doi:10.1016/j.geoderma. 2009.01.025.
65. Viscarra Rossel, R. A., E. N. Bui, P. de Caritat, and N. J. McKenzie (2010), Mapping iron oxides and the colour of Australian soil using visible-near infrared reflectance spectra, J. Geophys. Res., 115, F04031, doi:10.1029/ 2009JF001645.
66. Walker, P. H., and A. B. Costin (1971), Atmospheric dust accession in south-eastern Australia, Aust. J. Soil Res., 9, 1-5, doi:10.1071/ SR9710001.
67. Bourman, R. P. (2007), Deep regolith weathering on the summit surface of the southern Mount Lofty Ranges, South Australia: A contribution to the 'laterite' debate, Geogr. Res., 45(3), 291-299, doi:10.1111/j.1745- 5871.2007.00461.x. (Pubitemid 47288443)
68. Chamley, H., C. Robert, and D. W. Muller (1993), The clay-mineralogical record of the last 10 million years off northeastern Australia, Proc. Ocean Drill. Program Sci. Results, 133, 763-770.
69. Isbell, R. F. (2002), The Australian Soil Classification, Revis. Ed., CSIRO Publ., Collingwood, Victoria, Australia.
70. Isbell, R. F., W. S. McDonald, and L. J. Ashton (1997), Concepts and Rationale of the Australian Soil Classification, CSIRO Publ., Collingwood, Victoria, Australia.