High resolution characterization of the soil organic carbon depth profile in a soil landscape affected by erosion

Soil and Tillage Research

Volumn 156, Issue , 2016, Pages 185-193

  Aldana Jague, Emilien ^a   Sommer, Michael ^b   Saby, Nicolas P A ^c   Cornelis, Jean Thomas ^a   Van Wesemael, Bas ^a   Van Oost, Kristof ^a,d  

^a UNIVERSITÉ CATHOLIQUE DE LOUVAIN   (Belgium)

^b LEIBNIZ CENTRE FOR AGRICULTURAL LANDSCAPE RESEARCH ZALF   (Germany)

^c Info Sols Unit   (France)

^d FNRS   (Belgium)

Author keywords

Caesium 137; DEM; Depth function; Soil organic carbon; Soil redistribution; Vertical distribution

Indexed keywords

AGRONOMY; CARBON; CATCHMENTS; CESIUM; DIGITAL STORAGE; FUNCTION EVALUATION; INFORMATION MANAGEMENT; LINEAR REGRESSION; MAPPING; ORGANIC CARBON; REGRESSION ANALYSIS; REMOTE SENSING;

CAESIUM-137; DEM; SOIL ORGANIC CARBON; SOIL REDISTRIBUTION; VERTICAL DISTRIBUTIONS;

SOILS;

CESIUM ISOTOPE; DIGITAL ELEVATION MODEL; EROSION; ORGANIC CARBON; SOIL ORGANIC MATTER; VERTICAL DISTRIBUTION;

GERMANY;

EID: 84951569232     PISSN: 01671987     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.still.2015.05.014     Document Type: Article

References (51)

1. Aldana Jague E., Van Oost K., Van Wesemael B., Saby N.P.A., Sommer M. Soil Organic Carbon depth profiles in relation to topographic parameters. GlobalSoilMap: Basis of the Global Spatial Soil Information 2014, 415-419. Taylor & Francis Group, London, UK. D. Arrouays, N. McKenzie, J. Hempel, A. Richer de Forges, A. McBratney (Eds.).
2. Amundson R. The carbon budget in soils. Annu. Rev. Earth Planet. Sci. 2001, 29:535-562.
3. Bellamy P.H., Loveland P.J., Bradley R.I., Lark R.M., Kirk G.J.D. Carbon losses from all soils across England and Wales 1978-2003. Nature 2005, 437:245-248.
4. Bishop T., McBratney A. Modelling soil attribute depth functions with equal-area quadratic smoothing splines. Geoderma 1999, 91:27-45.
5. Cambardella C.a., Moorman T.B., Parkin T.B., Karlen D.L., Novak J.M., Turco R.F., Konopka E.a. Field-scale variability of soil properties in Central Iowa soils. Soil Sci. Soc. Am. J. 1994, 58:1501-1511.
6. Chen F., Kissel D.E., West L.T., Adkins W. Field-scale mapping of surface soil organic carbon using remotely sensed imagery. Soil Sci. Soc. Am. J. 2000, 64:746.
7. Doetterl S., Stevens A., Van Oost K., van Wesemael B. Soil organic carbon assessment at high vertical resolution using closed-tube sampling and Vis-NIR spectroscopy. Soil Sci. Soc. Am. J. 2013, 77:1430.
8. Dlugoß V., Fiener P., Schneider K. Layer-specific analysis and spatial prediction of soil organic carbon using terrain attributes and erosion modeling. Soil Sci. Soc. Am. J. 2010, 74:922.
9. Don A., Schumacher J., Scherer-Lorenzen M., Scholten T., Schulze E.-D. Spatial and vertical variation of soil carbon at two grassland sites-implications for measuring soil carbon stocks. Geoderma 2007, 141:272-282.
10. Freibauer A., Rounsevell M.D., a Smith P., Verhagen J. Carbon sequestration in the agricultural soils of Europe. Geoderma 2004, 122:1-23.
11. Goidts E., Van Wesemael B., Van Oost K. Driving forces of soil organic carbon evolution at the landscape and regional scale using data from a stratified soil monitoring. Glob. Chang. Biol. 2009, 15:2981-3000.
12. Govers, G., Merckx, R., Van Oost, K., van Wesemael, B., 2013. Managing Soil Organic Carbon for Global Benefits: A STAP Technical Report' 70.
13. Herbst M., Diekkrüger B., Vereecken H. Geostatistical co-regionalization of soil hydraulic properties in a micro-scale catchment using terrain attributes. Geoderma 2006, 132:206-221.
14. IUSS Working Group WRB World reference base for soil resources 2014. International soil classification system for naming soils and creating legends for soil maps. World Soil Resources Reports No. 106 2014, FAO, Rome.
15. Kalbermatten M., Van De Ville D., Turberg P., Tuia D., Joost S. Multiscale analysis of geomorphological and geological features in high resolution digital elevation models using the wavelet transform. Geomorphology 2012, 138:352-363.
16. Kempen B., Brus D.J., Stoorvogel J.J. Three-dimensional mapping of soil organic matter content using soil type-specific depth functions. Geoderma 2011, 162:107-123.
17. Kennard R.W., Stone L.A. Computer aided design of experiments. Technometrics 1969, 11:137-148.
18. Kuhn, M., Weston, S., Keefer, C., Coutler, N., 2012. Cubist models for regression. R package Vignette R package version 0.0.18.
19. Lacoste M., Minasny B., McBratney A., Michot D., Viaud V., Walter C. High resolution 3D mapping of soil organic carbon in a heterogeneous agricultural landscape. Geoderma 2014, 213:296-311.
20. Lal R. Soil carbon sequestration impacts on global climate change and food security. Science 2004, 304:1623-1627.
21. Mabit L., Bernard C. Spatial distribution and content of soil organic matter in an agricultural field in eastern Canada, as estimated from geostatistical tools. Earth Surf. Processes Landforms 2010, 35:278-283.
22. McBratney A.B., Stockmann U., Angers D.A., Minasny B., Field D.J. Challenges for soil organic carbon research. Soil Carbon 2014, 3-16. Springer International Publishing, New Dehli. A.E. Hartemink, K. McSweeney (Eds.).
23. Malone B.P., McBratney a B., Minasny B., Laslett G.M. Mapping continuous depth functions of soil carbon storage and available water capacity. Geoderma 2009, 154:138-152.
24. Meersmans J., van Wesemael B., De Ridder F., Van Molle M. Modelling the three-dimensional spatial distribution of soil organic carbon (SOC) at the regional scale (Flanders, Belgium). Geoderma 2009, 152:43-52.
25. Miller B.A., Koszinski S., Hierold W., Schröder B., Wehrhan M., Sommer M. Mapping soil carbon landscapes: issues of sampling scale and transferability. Soil Till. Res. 2015, (submitted).
26. Minasny B., McBratney A.B. A conditioned Latin hypercube method for sampling in the presence of ancillary information. Comput. Geosci. 2006, 32:1378-1388.
27. Minasny B., McBratney A.B., Mendonça-Santos M.L., Odeh I.O.A., Guyon B. Prediction and digital mapping of soil carbon storage in the Lower Namoi Valley. Aust. J. Soil Res. 2006, 44:233-244.
28. Nadeu E., Gobin A., Fiener P., van Wesemael B., van Oost K. Modelling the impact of agricultural management on soil carbon stocks at the regional scale: the role of lateral fluxes. Glob. Chang. Biol. 2015, In press. 10.1111/gcb.12889.
29. Nocita M., Stevens A., Toth G., Panagos P., van Wesemael B., Montanarella L. Prediction of soil organic carbon content by diffuse reflectance spectroscopy using a local partial least square regression approach. Soil Biol. Biochem. 2014, 68:337-347.
30. Nocita M., Stevens A., van Wesemael B., Brown D.J., Shepherd K.D., Towett E., Vargas R., Montanarella L. Soil spectroscopy: an opportunity to be seized. Glob. Change Biol. 2014, 2-4.
31. Pebesma E.J. Multivariable geostatistics in S: the gstat package. Comput. Geosci. 2004, 30:683-691.
32. Quine T.A. Estimation of erosion rates from caesium-137 data: the calibration question. Sediment and Water Quality in River Ctachement 1995, 307-329. John Wiley & Sons, Chichester. I.D.L. Foster, A.M. Gurnell, B.W. Webb (Eds.).
33. Quinlan J.R. Combining instance-based and model-based learning. Proceedings of the Tenth International Conference on Ma- Chine Learning. 27-29 June 1993, 236-243. Amherst, MA. Morgan Kaufman Publishers, San Francisco, Calif. P.E. Utgoff (Ed.).
34. Development Core Team R. R: A language and environment for statistical computing 2012, R Foundation for Statistical Computing. http://www.r-project.org.
35. Ritchie J.C., McCarty G.W., Venteris E.R., Kaspar T.C. Soil and soil organic carbon redistribution on the landscape. Geomorphology 2007, 89:163-171.
36. Rubin J. Optimal classification into groups: an approach for solving the taxonomy problem. J. Theor. Biol. 1967, 15:103-144.
37. Rumpel C., Kögel-Knabner I. Deep soil organic matter-a key but poorly understood component of terrestrial C cycle. Plant Soil 2011, 338:143-158.
38. Sherrod L.A., Dunn G., Peterson G.A., Kolberg R.L. Inorganic carbon analysis by modified pressure-calcimeter method. Soil Sci. Soc. Am. J. 2002, 66:299-305.
39. Stevens, A., Ramirez-Lopez, L., 2013. An introduction to the prospectr package. R package Vignette R package version 0.1.3.
40. Stevens A., Udelhoven T., Denis A., Tychon B., Lioy R., Hoffmann L., van Wesemael B. Measuring soil organic carbon in croplands at regional scale using airborne imaging spectroscopy. Geoderma 2010, 158:32-45.
41. Stevens A., van Wesemael B., Bartholomeus H., Rosillon D., Tychon B., Ben-Dor E. Laboratory, field and airborne spectroscopy for monitoring organic carbon content in agricultural soils. Geoderma 2008, 144:395-404.
42. Stockmann U., Adams M.a., Crawford J.W., Field D.J., Henakaarchchi N., Jenkins M., Minasny B., McBratney A.B., Courcelles V.D.R., De Singh K., Wheeler I., Abbott L., Angers D.a., Baldock J., Bird M., Brookes P.C., Chenu C., Jastrow J.D., Lal R., Lehmann J., O'Donnell A.G., Parton W.J., Whitehead D., Zimmermann M. The knowns, known unknowns and unknowns of sequestration of soil organic carbon. Agric. Ecosyst. Environ. 2013, 164:80-99.
43. Tate N.J., Brunsdon C., Charlton M., Fotheringham, a S., Jarvis C.H. Smoothing/filtering LiDAR digital surface models. Experiments with loess regression and discrete wavelets. J. Geogr. Syst. 2005, 7:273-290.
44. Van Oost K., Govers G., Desmet P. Evaluating the effects of changes in landscape structure on soil erosion by water and tillage. Landsc. Ecol. 2000, 15:577-589.
45. Van Oost K., Van Muysen W., Govers G., Heckrath G., Quine T.A., Poesen J. Simulation of the redistribution of soil by tillage on complex topographies. Eur. J. Soil Sci. 2003, 54:63-76.
46. Van Oost K., Van Muysen W., Govers G., Deckers J., Quine T.a. From water to tillage erosion dominated landform evolution. Geomorphology 2005, 72:193-203.
47. Van Oost K., Verstraeten G., Doetterl S., Notebaert B., Wiaux F., Broothaerts N., Six J. Legacy of human-induced C erosion and burial on soil-atmosphere C exchange. Proc. Natl. Acad. Sci. U. S. A. 2012, 109:19492-19497.
48. 2 fluxes in agricultural soils?. Plant Soil 2011, 338:247-259.
49. Veronesi F., Corstanje R., Mayr T. Mapping soil compaction in 3D with depth functions. Soil Tillage Res. 2012, 124:111-118.
50. Witcher, B., 2015. Waveslim a R package, version 1.7.5.
51. Wolock D.M., McCabe G.J. Comparison of single and multiple flow direction algorithms for computing topographic parameters in TOPMODEL. Water Resour. Res. 1995, 31:1315-1324.