A rapid spectral-reflectance-based fingerprinting approach for documenting suspended sediment sources during storm runoff events

Journal of Soils and Sediments

Volumn 10, Issue 3, 2010, Pages 400-413

  Martínez Carreras, Núria ^a   Krein, Andreas ^a   Udelhoven, Thomas ^a   Gallart, Francesc ^b   Iffly, Jean F ^a   Hoffmann, Lucien ^a   Pfister, Laurent ^a   Walling, Desmond E ^c  

^a LUXEMBOURG INSTITUTE OF SCIENCE AND TECHNOLOGY   (Luxembourg)

^b INSTITUTE OF ENVIRONMENTAL ASSESSMENT AND WATER RESEARCH   (Spain)

^c UNIVERSITY OF EXETER   (United Kingdom)

Author keywords

Diffuse reflectance spectrometry; Luxembourg; Partial least square regression; Spectra reflectance based fingerprinting approach; Suspended sediment sources

Indexed keywords

BAYESIAN ANALYSIS; BEDLOAD; CATCHMENT; CHEMICAL PROPERTY; FILTRATION; MONTE CARLO ANALYSIS; REGRESSION ANALYSIS; RUNOFF; RURAL AREA; SIMULATION; SPECTRAL REFLECTANCE; STORM; SUSPENDED SEDIMENT; TRACER;

EID: 77952287337     PISSN: 14390108     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11368-009-0162-1     Document Type: Article

References (62)

1. Awiti AO, Walsh MG, Shepherd KD, Kinyamario J (2008) Soil condition classification using infrared spectroscopy: a proposition for assessment of soil condition along a tropical forest-cropland chronosequence. Geoderma 143: 73-84.
2. Ballentine DJ, Walling DE, Collins AL, Leeks GJ (2008) The phosphorus content of fluvial suspended sediment in three lowland groundater-dominated cacthments. J Hydr 357: 140-151.
3. Balsam WL, Deaton BC (1996) Determining the composition of the late Quaternary marine sediments from NUV, VIS, and NIR diffuse reflectance spectra. Mar Geol 134: 31-55.
4. Ben-Dor E, Banin A (1994) Visible and near-infrared (0. 4-1. 1 μm) analysis of arid and semiarid soils. Remote Sens Environ 48: 261-274.
5. Ben-Dor E, Banin A (1995) Near-Infrared analysis as a method to simultaneously evaluate spectral featureless constituents in soil. Soil Sci 159: 259-270.
6. Beven K, Binley A (1992) The future of distributed models: calibration and predictive uncertainty. Hydr Process 6: 279-298.
7. Bilotta GS, Brazier RE (2008) Understanding the influence of suspended solids on water quality and aquatic biota. Water Res 42: 2849-2861.
8. Brown D, Shepherd KD, Walsh M, Dewayne Mays M, Reinsch T (2006) Global soil characterization with VNIR diffuse reflectance spectroscopy. Geoderma 132: 273-290.
9. Chang CW, Laird DA, Mausbach MJ, Hurburgh CR Jr (2001) Near-infrared reflectance spectroscopy-a principal component regression analysis of soil properties. Soil Sci Soc Am J 65: 480-490.
10. Christy CD (2008) Real-time measurement of soil attributes using on-the-go near infrared reflectance spectroscopy. Comput Elect Agric 61: 10-19.
11. Collins AL, Walling DE (2002) Selecting fingerprint properties for discriminant potential suspended sediment sources in river basins. J Hydr 261: 218-244.
12. Collins AL, Walling DE (2004) Documenting catchment suspended sediment sources: problems, approaches and prospects. Prog Phys Geogr 28: 159-196.
13. Collins AL, Walling DE, Leeks GJ (1997a) Source type ascription for fluvial suspended sediment based on quantitative composite fingerprinting technique. Catena 29: 1-27.
14. Collins AL, Walling DE, Leeks GJ (1997b) Use of geochemical record preserved in floodplain deposits to reconstruct changes in river catchment sediment sources. Geomorphol 19: 151-167.
15. Daniel K, Tripathi N, Honda K (2003) Artificial neural network analysis of laboratory and in situ spectra for the estimation of macronutrients in soils of Lop Buri (Thailand). Aust J Soil Res 41: 47-59.
16. Davis MD, Fox JF (2009) Sediment fingerprinting: review of the method and future improvements for allocating nonpoint source pollution. J Environ Eng 135: 490-504.
17. Dunn B, Batten G, Ciavarella S (2002) The potential of near-infrared reflectance spectroscopy for soil analysis-a case study from the Riveriene plain of south-eastern Australia. Aust J Exp Agric 42: 607-614.
18. Efron B, Tibshirani R (1994) An introduction to the bootstrap. Monographs on statistics and applied probability, 57. Chapman and Hall, Boca Raton, p 436.
19. Fidêncio P, Poppi R, De Andrade J (2002) Determination of organic matter in soils using radial basis function networks and near infrared spectroscopy. Anal Chem Acta 453: 125-134.
20. Franks SW, Rowan JS (2000) Multi-parameter fingerprinting of sediment sources: uncertainty estimation and tracer selection. In: Bentley LR, Brebbia CA, Gray WG, Pinder GF, Sykes JF (eds) Computational methods in water resources. Rotterdam, Balkema, pp 1067-1074.
21. Horowitz AJ, Stephens VC (2008) The effects of land use on fluvial sediment chemistry for the conterminous U. S.-results from the first cycle of the NAWQA programe: trace and major elements, phosphorous, carbon, and sulfur. Sci Tot Environ 400: 290-314.
22. Horowitz AJ, Elrick KA, Smith JJ (2008) Monitoring urban impacts on suspended sediment, trace element, and nutrient fluxes within the City of Atlanta, Georgia, USA: program design, methodological considerations, and initial results. Hydrol Process 22: 1473-1496.
23. Hunt GR, Salisbury JW (1970) Visible and near-infrared spectra of minerals and rocks. I Silicate minerals. Mod Geol 1: 283-300.
24. Islam K, Singh B, McBratney A (2003) Simultaneous estimation of several soil properties by ultra-violet, visible, and near-infrared reflectance spectroscopy. Aust J Soil Res 41: 1101-1114.
25. Kemper T, Sommer S (2002) Estimate of heavy metal contamination in soils after a mining accident using reflectance spectrometry. Environ Sci Technol 36: 2742-2747.
26. Kooistra L, Wehners R, Leuven RS, Buydens LM (2001) Possibilities of visible near infrared spectroscopy for the assessment of soil contamination in river floodplains. Anal Chem Acta 446: 97-105.
27. Kooistra L, Wanders J, Epema GF, Leuven RE, Wehrens R, Buydens LC (2003) The potential of field spectroscopy for the assessment of sediment properties in river floodplains. Anal Chem Acta 484: 189-200.
28. Krause AK, Franks SW, Kalma RJ, Loughran RJ, Rowan JS (2003) Multi-parameter fingerprinting of sediment deposition in a small gullied catchment in SE Australia. Catena 53: 327-348.
29. Martínez-Carreras N, Gallart F, Iffly JF, Pfister L, Walling DE, Krein A (2008) Uncertainty assessment in suspended sediment fingerprinting based on tracer mixing models: a case study from Luxembourg. Proceedings of a symposium on 'sediment dynamics in changing environments'. Christchurch, New Zealand. IAHS 325: 94-105.
30. Martínez-Carreras N, Udelhoven T, Krein A, Gallart F, Iffly JF, Ziebel J, Hoffmann L, Pfister L, Walling DE (2009) The use of sediment colour measured with diffuse reflectance spectrometry to determine sediment sources: application to the Attert River catchment (Luxembourg). J Hydr. doi: 10. 1016/j. jhydrol. 2009. 12. 017.
31. McCarty G, Reeves J III, Reeves V, Follett R, Kimble J (2002) Mid-infrared and near-infrared diffuse reflectance spectroscopy for soil carbon measurements. Soil Soc Am J 66: 640-646.
32. Motha J, Wallbrink P, Hairsine P, Grayson R (2003) Determining the sources of suspended sediment in a forested catchment in southeastern Australia. Water Resour Res 39: 1056.
33. Murphy J, Riley JP (1962) A modified single solution method for the determination of phosphate in natural waters. Anal Chem Acta 27: 31-36.
34. Olley J, Caitcheon G (2000) Major element chemistry of sediment from the Darling-Barwon River and its tributaries: implications for sediment and phosphorous sources. Hydr Process 14: 1159-1175.
35. Owens PN, Walling DE, Leeks GJL (2000) Tracing fluvial suspended sediment sources in the catchment of the River Tweed, Scotland, using composite fingerprints and a numerical mixing model. In: Foster ID (ed) Tracers in geomorphology. Wiley, Chichester, pp 291-307.
36. 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 Applic 21: 693-717.
37. Pfister L, Humbert J, Hoffmann L (2000) Recent trends in rainfall-runoff characteristics in the Alzette River basin, Luxembourg. Clim Chang 45: 323-337.
38. Pfister L, Barnich F, Bouchet A, El Idrissi A, Hoffmann L, Iffly JF, Matgen P, Salvia-Castellví M, Taillez C, Van-den-Bos R, Hofmann H, Kies A, Stellato L, Tosheva Z (2006) Cycleau project final report. National Research Fund-Program 'Eau'. Centre de Recherche Public-Gabriel Lippmann, Département Environnement et Biotechnologies and Uniersité du Luxembourg, Laboratoire de Physique des Radiation.
39. Phillips JM, Russell MA, Walling DE (2000) Time-integrated sampling of fluvial suspended sediment: a simple methodology for small catchments. Hydr Process 14: 2589-2602.
40. Poulenard J, Perrette Y, Fanget B, Quetin P, Trevisan D, Dorioz JM (2009) Infrared spectroscopy tracing of sediment sources in a small rural watershed (French Alps). Sci Tot Environ 407: 2808-2819.
41. Reeves J III, McCarty G (2001) Quantitative analysis of agricultural soils using near infrared reflectance spectroscopy and a fibre-optic probe. J Near Infrared Spectrosc 9: 25-34.
42. Reeves J III, McCarty G, Meisinger J (1999) Near infrared reflectance spectroscopy for the analysis of agricultural soils. J Near Infrared Spectrosc 7: 179-193.
43. 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.
44. Russell MA, Walling DE, Hodgkinson RA (2001) Suspended sediment sources in two small lowland agricultural catchments in the UK. J Hydr 252: 1-24.
45. Salvia-Castellví M, Iffly JF, Vander Borght P, Hoffmann L (2005) Dissolved and particulate nutrient export from rural catchments: a case study from Luxembourg. Sci Tot Environ 344: 51-65.
46. Savitzky A, Golay MJ (1964) Smoothing and differentiation of data by simplified least square procedures. Anal Chem 36: 1627-1639.
47. Shepherd K, Walsh M (2002) Development of reflectance spectral libraries for characterization of soil properties. Soil Soc Am J 66: 988-998.
48. Shibusawa S, Imade Anom S, Sato S, Sasao A, Hirako S (2001) Soil mapping using the real-time soil spectrophotometer. In: Grenier G, Blackmore S (eds) EFPA 2001, Third European Conference on Precision Agriculture, vol. 1. Agro Montpellier, pp. 497-508.
49. Shonk GA, Gaultney LD, Schulze DG, van Scoyoc GE (1991) Spectroscopic sensing of soil organic matter content. Tran Am Soc Agric Eng 34: 1978-1984.
50. Small IF, Rowan JS, Franks SW, Wyatt A, Duck RW (2004) Sediment fingerprinting using a Bayesian approach yields a robust tool for environmental forensic applications. In: Croft DA, Pye K (eds) Forensic geosciences: principles, techniques and applications, vol 232. Geological Society Special Publication, London, pp 207-213.
51. Stevens A, Wesemael B, Bartholomeus H, Rosillon D, Tychon B, Ben-Dor E (2008) Laboratory, field and airborne spectroscopy for monitoring organic carbon in agricultural soils. Geoderma 144: 395-404.
52. Terhoeve-Urselmans T, Schmidt H, Joergensen RG, Ludwig B (2008) Usefulness of near-infrared spectroscopy to determine biological and chemical soil properties: importance of sample pre-treatment. Soil Biol Biochem 40: 1178-1188.
53. Udelhoven T, Emmerling C, Jarmer T (2003) Quantitative analysis of soil chemical properties with diffuse reflectance spectrometry and partial least-square regression: a feasibility study. Plant Soil 251: 319-329.
54. van den Bos R, Hoffmann L, Juilleret J, Matgen P, Pfister L (2006) Conceptual modelling of individual HRU's as a trade-off between bottom-up and top-down modelling, a case study. Conf. Environmental Modelling and Software. Proc. 3rd Bien Meet Int Enviro Model Softw Soc. Vermont, USA.
55. Viscarra Rossel RA (2008) ParLeS: software for chemometric analysis of spectroscopic data. Chemom Intell Lab Syst 90: 72-83.
56. Viscarra Rossel R, McBratney A (1998) Laboratory evaluation of a proximal sensing technique for simultaneous measurement of clay and water content. Geoderma 85: 19-39.
57. Viscarra Rossel R, Walvoort D, McBratney A, Janik L, Skjemstad J (2006) Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 131: 59-75.
58. Walden J, Slattery MC, Burt TP (1997) Use of mineral magnetic measurements to fingerprint suspended sediment sources: approaches and techniques for data analysis. J Hydr 202: 353-372.
59. Walling DE (2005) Tracing suspended sediment sources in catchments and river systems. Sci Total Environ 344: 159-184.
60. Walling DE, Woodward JC (1992) Use of radiometric fingerprints to derive information on suspended sediment sources. In: Erosion and Sediment Transport Monitoring Programmes in River Basins. IAHS 210: 153-164.
61. Walling DE, Owens PN, Leeks GJL (1999) Fingerprinting suspended sediment sources in the catchment of the River Ouse, Yorkshire, UK. Hydr Process 13: 955-975.
62. Wu Y, Chen J, Ji J, Gong P, Liao Q, Tian Q, Ma H (2007) A mechanism study of reflectance spectroscopy for investigating heavy metals in soil. Soil Soc Am J 71: 918-926.