Multi-source data integration and identification of uncertainties affecting production of a digital soil map

GlobalSoilMap: Basis of the Global Spatial Soil Information System - Proceedings of the 1st GlobalSoilMap Conference

Volumn , Issue , 2014, Pages 353-358

  Robinson, N J ^a,b   Benke, K ^a   Hopley, J ^a   MacEwan, R J ^a   Clark, R ^a   Rees, D B ^a   Kitching, M ^a   Imhof, M P ^a   Bardos, D ^c  

^a Victorian Department of Environment and Primary Industries   (Australia)

^b UNIVERSITY OF BALLARAT   (Australia)

^c UNIVERSITY OF MELBOURNE   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

COMPONENT PROCESS MODELS; CONTEXTUAL INFORMATION; ERROR PROPAGATION; INTEGRATED ASSESSMENT; LABORATORY ANALYSIS; MULTI-SOURCE DATA INTEGRATIONS; PREDICTIVE MODELLING; SOURCES OF UNCERTAINTY;

DATA HANDLING; ERRORS; INFORMATION SYSTEMS;

SOILS;

EID: 84893698656     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. Abramowitz, M. & Stegun, I.A.(ed.) 1972. Handbook of Mathematical Functions. Washington D.C: National Bureau of Standards.
2. Benke, K.K. 2007.Uncertainty analysis and risk assessment in the management of environmental resources. Australasian Journal of Environmental Management 14:243-249.
3. Benke, K.K., Lowell, K.E., Hamilton, A.J. 2008. Parameter Uncertainty, Sensitivity Analysis and Prediction Error in a Water-Balance Hydrological Model.Mathematical and Computer Modelling 47:1134-1149.
4. Benke, K.K., Norng, S., Peterson, T.J., Benke, K.E., Robinson, N.J. 2013. Fundamentals of error propagation and the transfer of aleatory uncertainty in predictive models: review and applications. In review.
5. Bishop, T.F.A., McBratney, A.B., Laslett, G.M. 1999. Modelling soil attribute depth functions with equal-area quadratic smoothing splines. Geoderma, 91:27-45.
6. Finke, P.A. 2006. Quality assessment of digital soil maps: producers and users perspectives. In P. Lagacherie, A.B. McBratney & M. Voltz (eds), Digital Soil Mapping: An Introductory Perspective: 523-542. Amsterdam: Elsevier.
7. Heuvelink, G.B.M., Burrough, P.A. 2002. Developments in statistical approaches to spatial uncertainty and its propagation. Intern. J. Geog. Inf. Science 16:111-113.
8. Heuvelink, G.B.M. 2010. Realistic quantification of input, parameter and structural errors of soil process models. Solutions for a Changing World, 19th World Congress of Soil Science, 1-6 Aug, Brisbane, Australia.
9. Hopley, J., Clark, R., Rees, D., Robinson, N., MacEwan, R. 2013. Digital Soil Map of Victoria v.1.0-Technical Report. Bendigo: Department of Environment and Primary Industries.
10. Isbell, R.F. 2002. The Australian Soil Classification. Collingwood: CSIRO Publishing.
11. Krol, B.G.C.M. 2008. Towards a Data Quality Management Framework for Digital Soil Mapping with Limited Data. In A. Hartemink, A. McBratney & M.L. Mendonça-Santos (eds), Digital Soil Mapping with Limited Data: 137-150. Springer.
12. Malone, B.P., McBratney, A.B., Minasny, B., Laslett, G.M. 2009. Mapping continuous depth functions of soil carbon storage and available water capacity. Geoderma, 154:138-152.
13. Minasny, B. & Bishop, T.F.A. 2008. Analysing Uncertainty. In N.J. McKenzie, M.J. Grundy, R. Webster, A.J. Ringrose-Voase (eds), Guidelines for Surveying Soil and Land Resources, 2nd Edition: 383-394. Collingwood: CSIRO Publishing.
14. McBratney, A.B. 1992. On variation, uncertainty and informatics in environmental soil management. Australian Journal of Soil Research, 30:913-35.
15. McBratney, A.B. 1994. Allocation of new individuals to continuous soil classes. Australian Journal of Soil Research, 32:623-633.
16. Nelson, M.A., Bishop, T.F.A., Odeh, I.O.A., Triantafilis, J. 2011. An error budget for differentsources of error in digital soil mapping. European Journal of Soil Science, 62:417-430.
17. Northcote, K.H. 1979. A factual key for the recognition of Australian soils. Rellim Technical Publications.
18. Phillips, J.D. 2013. Evaluating taxonomic adjacency as a source of soil map uncertainty. European Journal of Soil Science, 64:391-400.
19. Refsgaard, J.C., van der Sluijs, J.P., Hojberg, A.L., Vanrolleghem, P.A. 2007. Uncertainty in the environmental modelling process-A framework and guidance. Environmental Modelling & Software, 22:1543-1556.
20. Speight, J.G. 1988. Land classification. In RH Gunn, JA Beattie, RE Reid, RHM van de Graaff (eds), Australian soil and land survey handbook: guidelines for conducting surveys. Melbourne: Inkata Press.