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

PurposeThis paper reports on the development of a rapid and simple spectra-reflectance-based fingerprinting approach for documenting suspended sediment sources during storm runoff events. The methodology was applied in the rural Wollefsbach catchment (4.4 km2, NW Luxembourg).Materials and methodsDifferent chemical properties of the sediment retained on glass fibre filters after filtration were predicted from VIS/NIR spectra (ASD FieldSpec-II spectrometer, 0.4–2.5 µm) through partial least-square regression models (PLSR). Chemical property values measured on time-integrated suspended sediment, bed sediment and potential sediment sources samples (topsoil and channel banks) collected in the catchment were used to calibrate the PLSR models. Appropriate properties were selected and used to apply the ‘spectral-reflectance-based fingerprinting approach’, in order to estimate the sources of the suspended sediment retained on the filters. Uncertainty associated with model predictions was assessed using an inclusive approach to mixing models based on Bayesian error estimation, incorporating tracer property variability using a Monte Carlo simulation technique.Results and discussionThe methodology proved to be a useful, fast and easy to apply approach not only for studying the variation of suspended sediment properties during storm runoff events from spectra, but also for documenting the variation of suspended sediment sources during individual storm events.ConclusionsThe spectral-reflectance-based fingerprinting approach possesses considerable potential, since it possesses a number of important advantages over conventional source fingerprinting techniques, in terms of cost and time and labour requirements.

[1]  D. Trevisan,et al.  Infrared spectroscopy tracing of sediment sources in a small rural watershed (French Alps). , 2009, The Science of the total environment.

[2]  R. Brazier,et al.  Understanding the influence of suspended solids on water quality and aquatic biota. , 2008, Water research.

[3]  D. Walling,et al.  The phosphorus content of fluvial suspended sediment in three lowland groundwater-dominated catchments , 2008 .

[4]  D. Walling Tracing suspended sediment sources in catchments and river systems. , 2005, The Science of the total environment.

[5]  D. Walling,et al.  Use of the geochemical record preserved in floodplain deposits to reconstruct recent changes in river basin sediment sources , 1997 .

[6]  R. V. Rossel,et al.  Visible, near infrared, mid infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties , 2006 .

[7]  Keith Beven,et al.  The future of distributed models: model calibration and uncertainty prediction. , 1992 .

[8]  D. Walling,et al.  Time-integrated sampling of fluvial suspended sediment: a simple methodology for small catchments , 2000 .

[9]  D. Walling,et al.  Uncertainty assessment in suspended sediment fingerprinting based on tracer mixing models: a case study from Luxembourg , 2008 .

[10]  Thomas Kemper,et al.  Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy. , 2002, Environmental science & technology.

[11]  W. Salomons,et al.  Fine‐grained sediment in river systems: environmental significance and management issues , 2005 .

[12]  E. Ben-Dor,et al.  Visible and near-infrared (0.4–1.1 μm) analysis of arid and semiarid soils , 1994 .

[13]  A. Horowitz,et al.  The effects of land use on fluvial sediment chemistry for the conterminous U.S. - results from the first cycle of the NAWQA Program: trace and major elements, phosphorus, carbon, and sulfur. , 2008, The Science of the total environment.

[14]  C. Hurburgh,et al.  Near-Infrared Reflectance Spectroscopy–Principal Components Regression Analyses of Soil Properties , 2001 .

[15]  Raphael A. Viscarra Rossel,et al.  ParLeS: Software for chemometric analysis of spectroscopic data , 2008 .

[16]  J. Walden,et al.  Use of mineral magnetic measurements to fingerprint suspended sediment sources: approaches and techniques for data analysis , 1997 .

[17]  Lutgarde M. C. Buydens,et al.  Possibilities of visible–near-infrared spectroscopy for the assessment of soil contamination in river floodplains , 2001 .

[18]  D. Carey Erosion and Sediment Transport Monitoring Programmes in River Basins , 1994 .

[19]  S. T. Buckland,et al.  An Introduction to the Bootstrap. , 1994 .

[20]  Susan A. Murphy,et al.  Monographs on statistics and applied probability , 1990 .

[21]  D. Walling,et al.  Documenting catchment suspended sediment sources: problems, approaches and prospects , 2004 .

[22]  Thomas Udelhoven,et al.  The use of sediment colour measured by diffuse reflectance spectrometry to determine sediment sources: Application to the Attert River catchment (Luxembourg) , 2010 .

[23]  H. Beecher,et al.  The potential of near-infrared reflectance spectroscopy for soil analysis — a case study from the Riverine Plain of south-eastern Australia , 2002 .

[24]  J. Kalma,et al.  Multi-parameter fingerprinting of sediment deposition in a small gullied catchment in SE Australia , 2003 .

[25]  Lutgarde M. C. Buydens,et al.  The potential of field spectroscopy for the assessment of sediment properties in river floodplains , 2003 .

[26]  G. McCarty,et al.  Quantitative Analysis of Agricultural Soils Using near Infrared Reflectance Spectroscopy and a Fibre-Optic Probe , 2001 .

[27]  Nitin K. Tripathi,et al.  Artificial neural network analysis of laboratory and in situ spectra for the estimation of macronutrients in soils of Lop Buri (Thailand) , 2003 .

[28]  Lucien Hoffmann,et al.  Recent Trends in Rainfall-Runoff Characteristics in the Alzette River Basin, Luxembourg , 2000 .

[29]  A. Savitzky,et al.  Smoothing and Differentiation of Data by Simplified Least Squares Procedures. , 1964 .

[30]  T. Jarmer,et al.  Quantitative analysis of soil chemical properties with diffuse reflectance spectrometry and partial least-square regression: A feasibility study , 2003, Plant and Soil.

[31]  James B. Reeves,et al.  Near Infrared Reflectance Spectroscopy for the Analysis of Agricultural Soils , 1999 .

[32]  D. Walling,et al.  Suspended sediment sources in two small lowland agricultural catchments in the UK , 2001 .

[33]  E. Ben-Dor,et al.  Laboratory, field and airborne spectroscopy for monitoring organic carbon content in agricultural soils , 2007 .

[34]  Alex B. McBratney,et al.  Simultaneous estimation of several soil properties by ultra-violet, visible, and near-infrared reflectance spectroscopy , 2003 .

[35]  J. Fox,et al.  Sediment Fingerprinting: Review of the Method and Future Improvements for Allocating Nonpoint Source Pollution , 2009 .

[36]  J. P. Riley,et al.  A modified single solution method for the determination of phosphate in natural waters , 1962 .

[37]  E. Ben-Dor,et al.  NEAR INFRARED ANALYSIS (NIRA) AS A METHOD TO SIMULTANEOUSLY EVALUATE SPECTRAL FEATURELESS CONSTITUENTS IN SOILS , 1995 .

[38]  G. Hunt Visible and near-infrared spectra of minerals and rocks : I silicate minerals , 1970 .

[39]  R. Poppi,et al.  Determination of organic matter in soils using radial basis function networks and near infrared spectroscopy , 2002 .

[40]  D. Walling,et al.  Source type ascription for fluvial suspended sediment based on a quantitative composite fingerprinting technique , 1997 .

[41]  D. Walling,et al.  Use of radiometric fingerprints to derive information on suspended sediment sources , 1992 .

[42]  A. Sasao,et al.  Soil Parameters Maps in Paddy Field Using the Real Time Soil Spectrophotometer , 2001 .

[43]  K. Shepherd,et al.  Global soil characterization with VNIR diffuse reflectance spectroscopy , 2006 .

[44]  L. D. Gaultney,et al.  Spectroscopic sensing of soil organic matter content , 1991 .

[45]  Alex B. McBratney,et al.  Laboratory evaluation of a proximal sensing technique for simultaneous measurement of soil clay and water content , 1998 .

[46]  C. D. Christy,et al.  Real-time measurement of soil attributes using on-the-go near infrared reflectance spectroscopy , 2008 .

[47]  Peng Gong,et al.  A mechanism study of reflectance spectroscopy for investigating heavy metals in soils , 2007 .

[48]  K. Shepherd,et al.  Development of Reflectance Spectral Libraries for Characterization of Soil Properties , 2002 .

[49]  Desmond E. Walling,et al.  Fingerprinting suspended sediment sources in the catchment of the River Ouse, Yorkshire, UK , 1999 .

[50]  Francis X. M. Casey,et al.  Improved design for an automated tension infiltrometer , 2002 .

[51]  Lucien Hoffmann,et al.  Dissolved and particulate nutrient export from rural catchments: a case study from Luxembourg. , 2005, The Science of the total environment.

[52]  R. Joergensen,et al.  Usefulness of near-infrared spectroscopy to determine biological and chemical soil properties: Importance of sample pre-treatment , 2008 .

[53]  G. McCarty,et al.  Mid-Infrared and Near-Infrared Diffuse Reflectance Spectroscopy for Soil Carbon Measurement , 2002 .

[54]  Ian D L Foster,et al.  Tracers in geomorphology , 2000 .

[55]  W. G. Gray,et al.  Computational methods in water resources X , 1994 .

[56]  Keith D. Shepherd,et al.  Soil condition classification using infrared spectroscopy: A proposition for assessment of soil condition along a tropical forest-cropland chronosequence , 2008 .

[57]  G. Caitcheon,et al.  Major element chemistry of sediments from the Darling–Barwon river and its tributaries: implications for sediment and phosphorus sources , 2000 .

[58]  D. Walling,et al.  Selecting fingerprint properties for discriminating potential suspended sediment sources in river basins , 2002 .

[59]  Patrick Matgen,et al.  Conceptual modelling of individual HRU’s as a trade-off between bottom-up and top-down modelling, a case study. , 2006 .

[60]  W. Balsam,et al.  Determining the composition of late Quaternary marine sediments from NUV, VIS, and NIR diffuse reflectance spectra , 1996 .

[61]  Eric Rofes,et al.  Christchurch, New Zealand , 2003, The Statesman’s Yearbook Companion.

[62]  Arthur J. Horowitz,et al.  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 , 2008 .

[63]  Peter Wallbrink,et al.  Determining the sources of suspended sediment in a forested catchment in southeastern Australia , 2003 .