Spectral fingerprinting: sediment source discrimination and contribution modelling of artificial mixtures based on VNIR-SWIR spectral properties

Journal of Soils and Sediments

Volumn 14, Issue 12, 2014, Pages 1949-1964

  Brosinsky, Arlena ^a,b   Foerster, Saskia ^b   Segl, Karl ^b   Kaufmann, Hermann ^b  

^a UNIVERSITY OF POTSDAM   (Germany)

^b GFZ GERMAN RESEARCH CENTRE FOR GEOSCIENCES   (Germany)

Author keywords

Artificial mixture; Mixing model; Sediment fingerprinting; Spectroscopy

Indexed keywords

EID: 84939889004     PISSN: 14390108     EISSN: 16147480     Source Type: Journal    
DOI: 10.1007/s11368-014-0925-1     Document Type: Article

References (58)

1. Alatorre LC, Beguería S (2009) Identification of eroded areas using remote sensing in a badlands landscape on marls. Catena 76:182–190
2. Bachmann M (2007) Automatisierte Ableitung von Bodenbedeckungsgraden durch MESMA-Entmischung. Dissertation PhD, University of Würzburg, Germany
3. Bayer A (2013) Methodological developments for mapping soil constituents using imaging spectroscopy. Dissertation PhD, University of Potsdam, Germany
4. Bayer A, Bachmann M, Müller A, Kaufmann H (2012) A comparison of feature-based MLR and PLS regression techniques for the prediction of three soil constituents in a degraded South African ecosystem. Appl Environ Soil Sci, Article ID 971252. doi:10.1155/2012/971252
5. Ben-Dor E, Chabrillat S, Dematte JAM, Taylor GR, Hill J, Whiting ML, Sommer S (2009) Using imaging spectroscopy to study soil properties. Remote Sens Environ 113:S38–S55
6. Beven K, Binley A (1992) The future of distributed models: model calibration and uncertainty prediction. Hydrol Process 6:279–298
7. Brosinsky A, Foerster S, Segl K, López-Tarazón JA, Piqué G, Bronstert A (2014) Spectral fingerprinting: characterising suspended sediment sources by the use of VNIR-SWIR spectral information. J Soils Sediments (this issue)
8. Chabrillat S, Eisele, A, Guillaso S, Rogaß C, Ben-Dor E, Kaufmann H (2011) HYSOMA: an easy-to-use software interface for soil mapping applications of hyperspectral imagery. 7th EARSeL SIG Imaging Spectroscopy workshop, Edinburgh, Scotland
9. Clark RN (1999) Chapter 1: spectroscopy of rocks and minerals and principles of spectroscopy. In: Rencz A (ed) Remote sensing for the earth sciences, vol. 3: manual of remote sensing. John Wiley and Sons, New York, pp 3–58
10. Collins AL, Walling DE (2002) Selecting fingerprint properties for discriminating potential suspended sediment sources in river basins. J Hydrol 261:218–244
11. Collins AL, Walling DE (2004) Documenting catchment suspended sediment sources: problems, approaches and prospects. Prog Phys Geogr 28:159–196
12. Collins AL, Walling DE, Leeks GJL (1997) Source type ascription for fluvial suspended sediment based on a quantitative composite fingerprinting technique. Catena 29:1–27
13. Collins AL, Walling DE, Webb L, King P (2010) Apportioning catchment scale sediment sources using a modified composite fingerprinting technique incorporating property weighting and prior information. Geoderma 155:249–261
14. Commission Internationale de l’Eclairage (CIE) (1931) CIE proceedings. Cambridge University Press, Cambridge
15. Davis CM, Fox JF (2009) Sediment fingerprinting: review of the method and future improvements for allocating nonpoint source pollution. J Environ Eng 135:490–504
16. Evrard O, Poulenard J, Némery J, Ayrault S, Gratiot N, Duvert C, Prat C, Lefèvre I, Bonté P, Esteves M (2013) Tracing sediment sources in a tropical highland catchment of central Mexico by using conventional and alternative fingerprinting methods. Hydrol Process 27:911–922
17. Fargas D, Martinez-Casasnovas J, Poch R (1997) Identification of critical sediment source areas at a regional level. Phys Chem Earth 22:355–359
18. Francke T, López-Tarazón JA, Vericat D, Bronstert A, Batalla RJ (2008) Flood-based analysis of high-magnitude sediment transport using a non-parametric method. Earth Surf Process Landf 33:2064–2077
19. Franks SW, Rowan JS (2000) Multi-parameter fingerprinting of sediment sources: uncertainty estimation and tracer selection. In: Bentley LR et al (eds) Computational methods in water resources. Balkema, Rotterdam, pp 1067–1074
20. Grimshaw DL, Lewin J (1980) Source identification for suspended sediments. J Hydrol 47:151–162
21. Koiter AJ, Owens PN, Petticrew EL, Lobb DA (2013) The bahavioural characteristics of sediment properties and their implications for sediment fingerprinting as an approach for identifying sediment sources in river basins. Earth Sci Rev 125:24–42
22. Kooistra L, Wanders J, Epema GF, Leuven RSEW, Wehrens R, Buydens LMC (2003) The potential of field spectroscopy for the assessment of sediment properties in river floodplains. Anal Chim Acta 484:189–200
23. Krein A, Petticrew EL, Udelhoven T (2003) The use of fine sediment fractal dimensions and color to determine sediment sources in a small watershed. Catena 53:165–179
24. Lasanta T, Vicente-Serrano SM (2012) Complex land cover change processes in semiarid Mediterranean regions: an approach using Landsat images in northeast Spain. Remote Sens Environ 124:1–14
25. Lawson CL, Hanson RJ (1974) Solving least squares problems. Englewood Cliffs, Prentice-Hall, 340 pp
26. Lees JA (1997) Mineral magnetic properties of mixtures of environmental and synthetic materials: linear additivity and interaction effects. Geophys J Int 131:225–346
27. Legout C, Poulenard J, Nemery J, Navratil O, Grangeon T, Evrard O, Esteves M (2013) Quantifying suspended sediment sources during runoff events in headwater catchments using spectrocolorimetry. J Soils Sediments 13:1478–1492
28. Martínez-Carreras N, Udelhoven T, Krein A, Gallart F, Iffly J, Ziebel J, Hoffmann L, Pfister L, Walling DE (2010a) The use of sediment colour measured by diffuse reflectance spectrometry to determine sediment sources: application to the Attert river catchment (Luxembourg). J Hydrol 382:49–63
29. Martínez-Carreras N, Krein A, Udelhoven T, Gallart F, Iffly JF, Hoffman L, Pfister L, Walling DE (2010b) A rapid spectral-reflectance based fingerprinting approach for documenting suspended sediment sources during storm runoff events. J Soils Sediments 10:400–413
30. Martínez-Carreras N, Krein A, Gallart F, Iffly JF, Pfister L, Hoffmann L, Owens PN (2010c) Assessment of different colour parameters for discriminating potential suspended sediment sources and provenance: a multi-scale study in Luxembourg. Geomorphology 118:118–129
31. Minella JPG, Walling DE, Merten GH (2008) Combining sediment source tracing techniques with traditional monitoring to assess the impact of improved land management on catchment sediment yields. J Hydrol 348:546–563
32. Ministerio de Medio Ambiente y Medio Rural y Marino (MARM) (2008) Mapa de cultivos y aprovechamientos 1:50,000, Madrid, Spain
33. Motha JA, Wallbrink PJ, Hairsine PB, Grayson RB (2003) Determining the sources of suspended sediment in a forested catchment in southeastern Australia. Water Resour Res 39:1056
34. Mukundan R, Walling DE, Gellis AC, Slattery MC, Radcliffe DE (2012) Sediment source fingerprinting: transforming from a research tool to a management tool. J Am Water Res Assoc 48:1241–1257
35. Müller EN, Güntner A, Francke T, Mamede G (2010) Modeling sediment export, retention and reservoir sedimentation in drylands with the WASA-SED model. Geosci Model Dev 3:275–291
36. Navratil O, Evrard O, Esteves M, Legout C, Ayrault S, Némery J, Mate-Marin A, Ahmadi M, Lefèvre I, Poirel A, Bonté P (2012) Temporal variability of suspended sediment sources in an alpine catchment combining river/rainfall monitoring and sediment fingerprinting. Earth Surf Process Landf 37:828–846
37. Owens PN, Walling DE (2002) The phosphorus content of fluvial sediment in rural and industrialized river basins. Water Res 36:685–701
38. Owens PN, Batalla RJ, Collins AJ, Gomez B, Hicks DM, Horowitz AJ, Kondolf GM, Marden M, Page MJ, Peacock DH, Petticrew EL, Salomons W, Trustrum NA (2005) Fine-grained sediment in river systems: environmental significance and management issues. River Res Appl 21:693–717
39. Peart MR, Walling DE (1986) Fingerprinting sediment sources: the example of a drainage basin in Devon, UK. In: Hadley RF (ed) Drainage basin sediment delivery. IAHS Publication 159, IAHS Press, Wallingford, pp 41–55
40. Poulenard J, Perrette Y, Fanget B, Quetin P, Trevisan D, Dorioz JM (2009) Infrared spectroscopy tracing sediment sources in a small rural watershed (French Alps). Sci Total Environ 407:2808–2819
41. Poulenard J, Legout C, Némery J, Bramorski J, Navratil O, Douchin A, Fanget B, Perrette Y, Evrard O, Esteves M (2012) Tracing sediment sources during floods using diffuse reflectance infrared fourier transformed spectrometry (DRIFTS) a case study in a highly erosive mountainous catchment (Southern French Alps). J Hydrol 414–415:452–462
42. Reimann C, Filzmoser P, Garrett R, Dutter R (2008) Statistical data analysis explained. Applied environmental statistics with R. John Wiley & Sons Ltd., Chichester, pp 362
43. Richter N (2010) Pedogenic iron oxide determination of soil surfaces from laboratory spectroscopy and HyMap image data—a case study in Cabo de Gata-Níjar Natural Park, SE Spain. Unpublished Dissertation PhD, Humboldt University Berlin, Germany
44. Rowan JS, Goodwill P, Franks SW (2000) Uncertainty estimation in fingerprinting suspended sediment sources. In: Foster IDL (ed) Tracers in geomorphology. Wiley, Chichester, pp 279–290
45. Savitzky A, Golay MJ (1964) Smoothing and differentiation of data by simplified least square procedures. Anal Chem 36:1627–1639
46. Small IF, Rowan JS, Franks SW, Wyatt A, Duck RW (2004) Bayesian sediment fingerprinting provides a robust tool for environmental forensic geoscience applications. Geol Soc Lond Spec Publ 232:207–213
47. Smith HG, Blake WH (2014) Sediment fingerprinting in agricultural catchments: a critical re-examination of source discrimination and data corrections. Geomorphology 204:177–191
48. Somers B, Cools K, Delalieux S, Stuckens J, Van der Zande D, Verstraeten W, Coppin P (2009) Nonlinear hyperspectral mixture analysis for tree cover estimates in orchards. Remote Sens Environ 113:1183–1193
49. Somers B, Asner GP, Tits L, Coppin P (2011) Endmember variability in spectral mixture analysis: a review. Remote Sens Environ 115:1603–1616
50. Valero-Garcés BL, Navas A, Machin J, Walling D (1999) Sediment sources and siltation in mountain reservoirs: a case study from the Central Spanish Pyrenees. Geomorphology 28:23–41
51. Verdú JM (2003) Análisis y modelización de la respuesta hidrológica y fluvial de una extensa cuenca de montaña mediterránea (río Isábena, Pre-Pirineo). Unpublished Dissertation PhD, University of Lleida, Spain
52. Viscarra Rossel RA, Behrens T (2010) Using data mining to model and interpret soil diffuse reflectance spectra. Geoderma 158:46–54
53. Viscarra Rossel RA, Minasny B, Roudier P, McBratney AB (2006a) Color space models for soil science. Geoderma 133:320–337
54. Viscarra Rossel RA, Walvoort DJJ, McBratney AB, Janik LJ, Skjemstad JO (2006b) Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 131:59–75
55. Walden J, Slattery MC, Burt TP (1997) Use of mineral magnetic measurements to fingerprint suspended sediment sources: approaches and techniques for data analyses. J Hydrol 202:353–372
56. Walling DE (2005) Tracing suspended sediment sources in catchments and river systems. Sci Total Environ 344:159–184
57. Wyszecki G, Stiles WS (1982) Color science: concepts and methods, quantitative data and formulae, Second Editionth edn. Wiley, New York
58. Yu L, Oldfield F (1989) A multivariate mixing model for identifying sediment source from magnetic measurements. Quat Res 32:168–181