Comparing regression-based digital soil mapping and multiple-point geostatistics for the spatial extrapolation of soil data

Geoderma

Volumn 262, Issue , 2016, Pages 243-253

  Malone, Brendan P ^a   Jha, Sanjeev K ^b   Minasny, Budiman ^a   McBratney, Alex B ^a  

^a UNIVERSITY OF SYDNEY   (Australia)

^b UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

Digital soil mapping; Gamma radiometrics; Multiple point geostatistics; Regional soil mapping

Indexed keywords

EXTRAPOLATION; MAPPING; MEAN SQUARE ERROR; RADIOMETRY; REGRESSION ANALYSIS; SOIL SURVEYS;

CORRELATION COEFFICIENT; DIGITAL SOIL MAPPINGS; EXTRAPOLATION METHODS; MULTIPLE-POINT GEOSTATISTICS; RADIOMETRICS; ROOT MEAN SQUARE ERRORS; SOIL INFORMATION SYSTEM; SOIL MAPPING;

SOILS;

DIGITAL MAPPING; GEOCHEMICAL METHOD; GEOSTATISTICS; INFORMATION SYSTEM; RADIOMETRIC METHOD; SOIL PROFILE; SPATIAL DATA; SPATIAL RESOLUTION;

AUSTRALIA;

EID: 84941083049     PISSN: 00167061     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.geoderma.2015.08.037     Document Type: Article

References (41)

1. Australian Government Bureau of Meteorology (BOM) Climate Statistics for Australian locations Retrieved from. http://www.bom.gov.au/climate/averages/tables/cw_061260.shtml.
2. Batjes N.H. Harmonized soil profile data for applications at global and continental scales: updates to the WISE database. Soil Use Manag. 2009, 25(2):124-127.
3. Besag J. On the statistical analysis of dirty pictures. J. Roy. Stat. Soc. Ser. B Methodol. 1986, 48(3):259-302.
4. Brevik E.C., Hartemink A.E. Early soil knowledge and the birth and development of soil science. Catena 2010, 83(1):23-33.
5. Chugunova T.L., Hu L.Y. Multiple-point simulations constrained by continuous auxiliary data. Math. Geosci. 2008, 40(2):133-146.
6. Comunian A., Jha S.K., Giambastiani B.M.S., Mariethoz G., Kelly B.F.J. Training images from process-imitating methods. Math. Geosci. 2014, 46(2):241-260.
7. Dickson B.L., Scott K.M. Interpretation of aerial gamma-ray surveys: adding the geochemical factors. AGSO J. Aust. Geol. Geophys. 1997, 17(2):187-200.
8. Emery X., Lantuéjoul C. Can a training image be a substitute for a random field model?. Math. Geosci. 2014, 46(2):133-147.
9. Ge Y., Bai H. MPS-based information extraction method for remotely sensed imagery: a comparison of fusion methods. Can. J. Remote. Sens. 2010, 36(6):763-779.
10. Grinand C., Arrouays D., Laroche B., Martin M.P. Extrapolating regional soil landscapes from an existing soil map: sampling intensity, validation procedures, and integration of spatial context. Geoderma 2008, 143(1-2):180-190.
11. Guardiano F., Srivastava M. Multivariate geostatistics: beyond bivariate moments. Geostatistics-Troia 1993, 133-144. Kluwer Acad, Dordrecht, Netherlands. A. Soares (Ed.).
12. Hawley S.P., Glen R.A., Baker C.J. Newcastle Coalfield Regional Geology 1:100 000 1995, Geological Survey of New South Wales, Sydney, Australia. 1st edition.
13. Jenny H.A. Factors of Soil Formation: A System of Quantitative Pedology 1941, McGraw-Hill, New York.
14. Jha S.K., Comunian A., Mariethoz G., Kelly B.F.J. Parameterization of training images for aquifer 3-D facies modeling integrating geological interpretations and statistical inference. Water Resour. Res. 2014, 50(10):7731-7749.
15. Jha S.K., Mariethoz G., Evans J.P., McCabe M.F. Demonstration of a geostatistical approach to physically consistent downscaling of climate modeling simulations. Water Resour. Res. 2013, 49(1):245-259.
16. Jha S.K., Mariethoz G., Evans J., McCabe M.F., Sharma A. A space and time scale-dependent nonlinear geostatistical approach for downscaling daily precipitation and temperature. Water Resour. Res. 2015, 10.1002/2014WR016729.
17. Jha S.K., Mariethoz G., Kelly B. Bathymetry fusion using multiple-point geostatistics: novelty and challenges in representing non-stationary bedforms. Environ. Model. Softw. 2013, 50:66-76.
18. Lagacherie P., Legros J.P., Burrough P.A. A soil survey procedure using the knowledge of soil pattern established on a previously mapped reference area. Geoderma 1995, 65(3-4):283-301.
19. Lagacherie P., McBratney A.B. Spatial soil information systems and spatial soil inference systems. Digital Soil Mapping - An Introductory Perspective 2007, 301-326. Elsevier, Amsterdam. P. Lagacherie, A.B. McBratney, M. Voltz (Eds.).
20. Liu Y.H., Harding A., Abriel W., Strebelle S. Multiple-point simulation integrating wells, three-dimensional seismic data, and geology. AAPG Bull. 2004, 88(7):905-921.
21. Mahalanobis P.C. On the generalised distance in statistics. Proc. Natl. Inst. Sci. India 1936, 2(1):49-55.
22. Mallavan B.P., Minasny B., McBratney A.B. Homosoil: a methodology for quantitative extrapolation of soil information across the globe. Digital Soil Mapping: Bridging Research, Environmental Application, and Operation 2010, 137-149. Springer, London. J.L. Boettinger, D.W. Howell, A.C. More, A.E. Hartemink, S. Kienast-Brown (Eds.).
23. Malone B.P., Hughes P., McBratney A.B., Minasny B. A model for the identification of terrons in the Lower Hunter Valley, Australia. Geoderma Reg. 2014, 1:31-47.
24. Malone B.P., McBratney A.B., Minasny B. Empirical estimates of uncertainty for mapping continuous depth functions of soil attributes. Geoderma 2011, 160(3-4):614-626.
25. Malone B.P., Minasny B., Odgers N.P., McBratney A.B. Using model averaging to combine soil property rasters from legacy soil maps and from point data. Geoderma 2014, 232-234:34-44.
26. Mariethoz G., McCabe M.F., Renard P. Spatiotemporal reconstruction of gaps in multivariate fields using the direct sampling approach. Water Resour. Res. 2012, 48(10). 10.1029/2012WR012115.
27. Mariethoz G., Renard P., Straubhaar J. The Direct Sampling method to perform multiple-point geostatistical simulations. Water Resour. Res. 2010, 46(11):W11536.
28. McBratney A.B., Mendonça Santos M.L., Minasny B. On digital soil mapping. Geoderma 2003, 117(1-2):3-52.
29. Meerschman E., Pirot G., Mariethoz G., Straubhaar J., Van Meirvenne M., Renard P. A practical guide to performing multiple-point statistical simulations with the Direct Sampling algorithm. Comput. Geosci. 2013, 52:307-324.
30. Meerschman, E., Van Meirvenne, M., Mariethoz, G., Islam, M.M., De Smedt, P., Van De Vijver, E., Saey, T., 2014. Using bivariate multiple-point statistics and proximal soil sensor data to map fossil ice-wedge polygons. Geoderma 213(0), 571-577.
31. Meerschman E., Van Meirvenne M., Van De Vijver E., De Smedt P., Islam M.M., Saey T. Mapping complex soil patterns with multiple-point geostatistics. Eur. J. Soil Sci. 2013, 64(2):183-191.
32. Minasny B., McBratney A.B. Methodologies for global soil mapping. Digital Soil Mapping: Bridging Research, Environmental Application, and Operation 2010, 429-436. Springer, London. J.L. Boettinger, D.W. Howell, A.C. More, A.E. Hartemink, S. Kienast-Brown (Eds.).
33. Mulder V.L., de Bruin S., Schaepman M.E., Mayr T.R. The use of remote sensing in soil and terrain mapping - a review. Geoderma 2011, 162(1-2):1-19.
34. Odgers, N.P., McBratney, A.B., Minasny, B., 2015. Digital soil property mapping and uncertainty estimation using soil class probability rasters. Geoderma 237-238(0), 190-198.
35. Podgorski J.E., Green A.G., Kalscheuer T., Kinzelbach W.K.H., Horstmeyer H., Maurer H., Rabenstein L., Doetsch J., Auken E., Ngwisanyi T., Tshoso G., Jaba B.C., Ntibinyane O., Laletsang K. Integrated interpretation of helicopter and ground-based geophysical data recorded within the Okavango Delta, Botswana. J. Appl. Geophys. 2015, 114:52-67.
36. Quinlan R. Learning with continuous classes. Proceedings of the 5th Australian Joint Conference On Artificial Intelligence, Hobart, Tasmania 1992, 343-348.
37. Sanchez P.A., Ahamed S., Carré F., Hartemink A.E., Hempel J., Huising J., Lagacherie P., McBratney A.B., McKenzie N.J., Mendonça-Santos M.d.L., Minasny B., Montanarella L., Okoth P., Palm C.A., Sachs J.D., Shepherd K.D., Vågen T.-G., Vanlauwe B., Walsh M.G., Winowiecki L.A., Zhang G.-L. Digital soil map of the world. Science 2009, 325(5941):680-681.
38. Shrestha D.L., Solomatine D.P. Machine learning approaches for estimation of prediction interval for the model output. Neural Netw. 2006, 19(2):225-235.
39. Stockmann, U., Malone, B.P., McBratney, A.B., Minasny, B., 2015. Landscape-scale exploratory radiometric mapping using proximal soil sensing. Geoderma 239-240(0), 115-129.
40. Proximal Soil Sensing 2010, Springer Netherlands, Netherlands. R.A. Viscarra Rossel, A.B. McBratney, B. Minasny (Eds.).
41. Viscarra Rossel R.A., Webster R., Kidd D. Mapping gamma radiation and its uncertainty from weathering products in a Tasmanian landscape with a proximal sensor and random forest kriging. Earth Surf. Process. Landf. 2014, 39(6):735-748.