Soil property variation mapping through data mining of soil category maps

Hydrological Processes

Volumn 29, Issue 11, 2015, Pages 2491-2503

  Du, Fei ^a   Zhu, A Xing ^a,b,c   Band, Lawrence ^d   Liu, Jing ^a  

^a UNIVERSITY OF WISCONSIN MADISON   (United States)

^b NANJING NORMAL UNIVERSITY   (China)

^c INSTITUTE OF GEOGRAPHIC SCIENCES AND NATURAL RESOURCES RESEARCH   (China)

^d UNIVERSITY OF NORTH CAROLINA   (United States)

Author keywords

Continuous variation; Data mining; Hydrological modelling; Soil property; Soil similarity model; SoLIM

Indexed keywords

HYDROLOGY; LANDFORMS; LOCATION; REMOTE SENSING; SOILS; TEXTURES;

CONTINUOUS VARIATION; HYDROLOGICAL MODELLING; SIMILARITY MODELS; SOIL PROPERTY; SOLIM;

DATA MINING;

DATA MINING; HYDROLOGICAL MODELING; MAPPING; SOIL HORIZON; SOIL PROPERTY; SOIL TEXTURE; SOIL TYPE;

EID: 84929485388     PISSN: 08856087     EISSN: 10991085     Source Type: Journal    
DOI: 10.1002/hyp.10383     Document Type: Article

References (46)

1. Ambroise B, Beven K, Freer J. 1996. Toward a generalization of the TOPMODEL concepts: Topographic indices of hydrological similarity. Water Resources Research 32(7): 2135-2145.
2. Anderson RM, Koren VI, Reed SM. 2006. Using SSURGO data to improve Sacramento Model a priori parameter estimates. Journal of Hydrology 320(1): 103-116.
3. Band LE, Moore ID. 1995. Scale: landscape attributes and geographical information systems. Hydrological Processes 9(3-4): 401-422.
4. Barnes EM, Sudduth KA, Hummel JW, Lesch SM, Corwin DL, Yang CH, Daughtry C, Bausch WC. 2003. Remote- and ground-based sensor techniques to map soil properties. Photogrammetric Engineering & Remote Sensing 69(6): 619-630.
5. Beven K. 1986. Runoff production and flood frequency in catchments of order n: an alternative approach. In Scale Problems in Hydrology. Springer: Netherlands; 107-131.
6. Beven K. 1997. TOPMODEL: a critique. Hydrological Processes 11(9): 1069-1085.
7. Beven K, Lamb R, Quinn P, Romanowicz R, Freer J, Singh VP. 1995. Topmodel. In Computer models of watershed hydrology, Singh VP (ed). Water Resources Publication: Colorado; 627-668.
8. Bosch DD, Sheridan JM, Batten HL, Arnold JG. 2004. Evaluation of the SWAT model on a coastal plain agricultural watershed. Transactions of the ASAE 47(5): 1493-1506.
9. Bui EN, Henderson BL, Viergever K. 2006. Knowledge discovery from models of soil properties developed through data mining. Ecological Modelling 191(3): 431-446.
10. Bui EN, Moran CJ. 2001. Disaggregation of polygons of surficial geology and soil maps using spatial modelling and legacy data. Geoderma 103(1): 79-94.
11. 3-N loads predictions. Journal of Hydrology 312(1): 207-222.
12. Di Luzio M, Arnold JG, Srinivasan R. 2004. Integration of SSURGO maps and soil parameters within a geographic information system and nonpoint source pollution model system. Journal of Soil and Water Conservation 59(4): 123-133.
13. Goovaerts P. 1999. Geostatistics in soil science: state-of-the-art and perspectives. Geoderma 89(1): 1-45.
14. Grossman RB, Benham EC, Fortner JR, Waltman SW, Kimble JM, Branham CE. 1992. A demonstration of the use of soil survey information to obtain areal estimates of organic carbon. Proceedings Resource Technology 92: 457-467.
15. Häring T, Dietz E, Osenstetter S, Koschitzki T, Schröder B. 2012. Spatial disaggregation of complex soil map units: A decision-tree based approach in Bavarian forest soils. Geoderma 185: 37-47.
16. Hartemink AE, Hempel J, Lagacherie P, McBratney A, McKenzie N, MacMillan RA, Zhang GL. 2010. GlobalSoilMap.net-a new digital soil map of the world. In Digital Soil Mapping. Springer: Netherlands; 423-428.
17. Heuvelink GBM, Webster R. 2001. Modelling soil variation: past, present, and future. Geoderma 100(3): 269-301.
18. Hudson BD. 1992. The soil survey as paradigm-based science. Soil Science Society of America Journal 56(3): 836-841.
19. Isaaks EH, Srivastava RM. 1989. Applied Geostatistics. Oxford University Press: New York.
20. Jenny H. 1941. Factors of Soil Formation: a System of Quantitative Pedology. McGraw Hill Book Company: New York.
21. Kempen B, Brus DJ, Heuvelink G, Stoorvogel JJ. 2009. Updating the 1: 50, 000 Dutch soil map using legacy soil data: A multinomial logistic regression approach. Geoderma 151(3): 311-326.
22. Kerry R, Goovaerts P, Rawlins BG, Marchant, BP. 2012. Disaggregation of legacy soil data using area to point kriging for mapping soil organic carbon at the regional scale. Geoderma 170: 347-358.
23. Li W, Zhang C, Burt JE, Zhu A, Feyen J. 2004. Two-dimensional Markov chain simulation of soil type spatial distribution. Soil Science Society of America Journal 68(5): 1479-1490.
24. Li R, Zhu A, Song X, Li B, Pei T, Qin C. 2012. Effects of spatial aggregation of soil spatial information on watershed hydrological modelling. Hydrological Processes 26(9): 1390-1404.
25. Loosvelt L, Pauwels V, Cornelis WM, De Lannoy GJ, Verhoest NE. 2011. Impact of soil hydraulic parameter uncertainty on soil moisture modeling. Water Resources Research 47(3): W03505, doi: 10.1029/2010WR009204.
26. McBratney AB, Mendonça Santos ML, Minasny B. 2003. On digital soil mapping. Geoderma 117(1): 3-52.
27. Miles B, Band L. 2013. Toward a common framework for ecohydrology model data preparation workflows: EcohydroWorkflowLib. Oral presentation. 2013 CUAHSI Conference on Hydroinformatics and Modelling, Logan, UT.
28. Mooney CZ, Duval RD. 1993. Bootstrapping: A nonparametric approach to statistical inference. Sage: Newbury Park, California.
29. Moore ID, Gessler PE, Nielsen GAE, Peterson GA. 1993. Soil attribute prediction using terrain analysis. Soil Science Society of America Journal 57(2): 443-452.
30. Moran CJ, Bui EN. 2002. Spatial data mining for enhanced soil map modelling. International Journal of Geographical Information Science 16(6): 533-549.
31. Mulder VL, de Bruin S, Schaepman ME, Mayr TR. 2011. The use of remote sensing in soil and terrain mapping - A review. Geoderma 162(1-2): 1-19.
32. Nauman TW, Thompson JA. 2014. Semi-automated disaggregation of conventional soil maps using knowledge driven data mining and classification trees. Geoderma 213: 385-399.
33. Qi F, Zhu A. 2003. Knowledge discovery from soil maps using inductive learning. International Journal of Geographical Information Science 17(8): 771-795.
34. Quinn P, Beven K, Lamb R. 1995. The In (a/tan/β) index: How to calculate it and how to use it within the Topmodel framework. Hydrological Processes 9(2): 161-182.
35. Rossel RV, Adamchuk VI, Sudduth KA, McKenzie NJ, Lobsey C. 2011. Proximal soil sensing: an effective approach for soil measurements in space and time. Advances in Agronomy 113(113): 237-282.
36. Rossel RV, McBratney AB, Minasny B (Eds). 2010. Proximal soil sensing, vol. 1. Springer: Netherlands.
37. Sanchez PA, Ahamed S, Carré F, Hartemink AE, Hempel J, Huising J, Zhang GL. 2009. Digital soil map of the world. Science 325(5941): 680-681.
38. Scott DW. 1992. Multivariate Density Estimation: Theory, Practice, and Visualization. John Wiley & Sons: New York, Chicester.
39. Webb TH, Lilburne LR. 2005. Consequences of soil map unit uncertainty on environmental risk assessment. Soil Research 43(2): 119-126.
40. Yang L, Jiao Y, Fahmy S, Zhu A, Hann S, Burt JE, Qi F. 2011. Updating conventional soil maps through digital soil mapping. Soil Science Society of America Journal 75(3): 1044-1053.
41. Zhu A. 1997. A similarity model for representing soil spatial information. Geoderma 77(2): 217-242.
42. Zhu A. 1999. A personal construct-based knowledge acquisition process for natural resource mapping. International Journal of Geographical Information Science 13(2): 119-141.
43. Zhu A, Band LE, Dutton B, Nimlos TJ. 1996. Automated soil inference under fuzzy logic. Ecological Modelling 90(2): 123-145.
44. Zhu A, Hudson B, Burt JE, Lubich K, Simonson D. 2001. Soil mapping using GIS, expert knowledge, and fuzzy logic. Soil Science Society of America Journal 65(5): 1463-1472.
45. Zhu A, Mackay DS. 2001. Effects of spatial detail of soil information on watershed modelling. Journal of Hydrology 248(1): 54-77.
46. Zhu A, Qi F, Moore A, Burt JE. 2010. Prediction of Soil Properties Using Fuzzy Membership. Geoderma 158: 199-206.