Surrogate measures for providing high frequency estimates of total phosphorus concentrations in urban watersheds

Water Research

Volumn 64, Issue , 2014, Pages 265-277

  Viviano, Gaetano ^a   Salerno, Franco ^a   Manfredi, Emanuela Chiara ^a   Polesello, Stefano ^a   Valsecchi, Sara ^a   Tartari, Gianni ^a  

^a WATER RESEARCH INSTITUTE   (Italy)

Author keywords

Caffeine; Combined sewer overflows; Surrogate measures; Total phosphorus; Turbidity; Urban water quality

Indexed keywords

CAFFEINE; EUTROPHICATION; FREQUENCY ESTIMATION; RIVER POLLUTION; TURBIDITY; WATER QUALITY; WATER RESOURCES; WATERSHEDS;

COMBINED SEWER OVERFLOWS; DOMESTIC WASTEWATER; FREQUENCY ESTIMATES; HIGH FREQUENCY HF; PHOSPHORUS CONCENTRATION; POINT-SOURCES; SURROGATE MEASURES; TOTAL PHOSPHORUS; URBAN WATER QUALITIES; URBAN WATERSHED;

PHOSPHORUS;

CAFFEINE; PHOSPHORUS; WATER POLLUTANT;

CONCENTRATION (COMPOSITION); EUTROPHICATION; FREQUENCY ANALYSIS; HYSTERESIS; MONITORING; PHOSPHORUS; RUNOFF; TIMESCALE; TURBIDITY; URBANIZATION; WASTEWATER; WATER QUALITY; WATERSHED;

ARTICLE; CONCENTRATION (PARAMETERS); ENVIRONMENTAL MONITORING; PARTICULATE MATTER; PHYSICAL PHENOMENA; PRIORITY JOURNAL; SEWER; TURBIDITY; URBAN AREA; WASTE WATER; WATER CONTAMINATION; WATERSHED; ANALYSIS; CHEMISTRY; CITY; ITALY; PHOTOMETRY; RIVER; WATER POLLUTANT; WATER QUALITY;

CAFFEINE; CITIES; ENVIRONMENTAL MONITORING; ITALY; NEPHELOMETRY AND TURBIDIMETRY; PHOSPHORUS; RIVERS; WATER POLLUTANTS; WATER QUALITY;

EID: 84903896899     PISSN: 00431354     EISSN: 18792448     Source Type: Journal    
DOI: 10.1016/j.watres.2014.07.009     Document Type: Article

References (54)

1. Aitkin M.A., Francis B., Hinde J. Statistical Modelling in R 2009, 576. Oxford University Press, Oxford.
2. APAT, IRSA-CNR Metodi analitici per le acque. Manuali Linee Guida 2003, 29(1):177-182.
3. APAT, IRSA-CNR Metodi analitici per le acque. Metodo 4020. Anioni (fluoruro, cloruro, nitrito, bromuro, nitrato, fosfato e solfato) in cromatografia ionica. Manuali Linee Guida 2003, 29(2):499-508.
4. APAT, IRSA-CNR Metodi analitici per le acque. Metodo 3030. Determinazione di cationi (sodio, ammonio, potassio, magnesio e calcio) mediante cromatografia ionica. Manuali Linee Guida 2003, 29(1):215-224.
5. APHA, AWWA, WEF Standard Methods for the Examination of Water and Wastewater 1995, American Public Health Association, Washington.
6. Arthur S., Ashley R.M. The influence of near bed solids transport on first foul flush in combined sewers. Water Sci. Technol. 1998, 37(1):131-138. 10.1016/S0273-1223(97)00762-2.
7. Asselman N.E.M. Suspended sediment dynamics in a large drainage basin: the River Rhine. Hydrol. Process. 1999, 13(10):1437-1450. 10.1002/(SICI)1099-1085(199907)13:10<1437::AID-HYP821>3.0.CO;2-J.
8. Buerge I.J., Poiger T., Müller M.D., Buser H.R. Caffeine, an anthropogenic marker for wastewater contamination of surface waters. Environ. Sci. Technol. 2003, 37(4):691-700. 10.1021/es020125z.
9. Buraschi E., Salerno F., Monguzzi C., Barbiero G., Tartari G. Characterization of the Italian lake-types and identification of their reference sites using anthropogenic pressure factors. J. Limnol. 2005, 64(1):75-84. 10.4081/jlimnol.2005.75.
10. Camp T.R. Water and its Impurities 1963, Reinhold Publishing Corporation, New York.
11. Carraro E., Guyennon N., Hamilton D., Valsecchi L., Manfredi E.C., Viviano G., Salerno F., Tartari G., Copetti D. Coupling high-resolution measurements to a three-dimensional lake model to assess the spatial and temporal dynamics of the cyanobacterium Planktothrix rubescens in a medium-sized lake. Hydrobiologia 2012, 698(1):77-95. 10.1007/s10750-012-1096-y.
12. Carraro E., Guyennon N., Viviano G., Manfredi E.C., Valsecchi L., Salerno F., Tartari G., Copetti D. Impact of global and local pressures on the ecology of a medium-sized Pre-Alpine Lake. Models of the Ecological Hierarchy 2012, 259-274. Elsevier B.V. 10.1016/B978-0-444-59396-2.00016-X. F. Jordan, S.E. Jorgensen (Eds.).
13. Croux C., Joossens K. Influence of observations on the misclassification probability in quadratic discriminant analysis. J. Multivar. Anal. 2005, 96(2):384-403. 10.1016/j.jmva.2004.11.001.
14. Dabney A.R., Storey J.D. Optimality driven nearest centroid classification from genomic data. PLoS One 2007, 2(10):e1002. 10.1371/journal.pone.0001002.
15. Demars B.O.L., Harper D.M., Pitt J.-A., Slaughter R. Impact of phosphorus control measures on in-river phosphorus retention associated with point source pollution. Hydrol. Earth Syst. Sci. Discuss. 2005, 2:37-72. 10.5194/hessd-2-37-2005.
16. Elser J.J., Bracken M.E.S., Cleland E.E., Gruner D.S., Stanley Harpole W., Hillebrand H., Ngai J.T., Seabloom E.W., Shurin J.B., Smith J.E. Global analysis of nitrogen and phosphorus limitation of primary producers in freshwater, marine and terrestrial ecosystems. Ecol. Lett. 2007, 10(12):1135-1142. 10.1111/j.1461-0248.2007.01113.x.
17. FAO, ISRIC, ISSS World Reference Base for Soil Resources 1998, World Society of Soil Science, Rome, 84.
18. Water Analysis 1988, Springer-Verlag, Berlin. W. Fresenius, K.E. Quentin, W. Schneider (Eds.).
19. Glasgow H.B., Burkholder J.M., Reed R.E., Lewitus A.J., Kleinman J.E. Real-time remote monitoring of water quality: a review of current applications, and advancements in sensor, telemetry, and computing technologies. J. Exp. Mar. Biol. Ecol. 2004, 300(1-2):409-448. 10.1016/j.jembe.2004.02.022.
20. Gokcen I., Peng J. Comparing linear discriminant analysis and support vector machines. Lecture Notes in Computer Science 2002, 2457:104-113. Springer. 10.1007/3-540-36077-8_10. T. Yakhno (Ed.).
21. Goldman C.R., Jassby A.D., Hackely S.H. Decadal, interannual, and seasonal variability in enrichment bioassays at Lake Tahoe, California-Nevada, U.S.A. Can. J. Fish. Aquat. Sci. 1993, 50(7):1489-1496. 10.1139/f93-170.
22. Grayson R.B., Finlayson B.L., Gippel C.J., Hart B.T. The potential of field turbidity measurements for the computation of total phosphorus and suspended solids loads. J. Environ. Manag. 1996, 47(3):257-267. 10.1006/jema.1996.0051.
23. Guyennon N., Romano E., Portoghese I., Salerno F., Calmanti S., Petrangeli A.B., Tartari G., Copetti D. Benefits from using combined dynamical-statistical downscaling approaches - lessons from a case study in the Mediterranean region. Hydrol. Earth Syst. Sci. 2013, 17:705-720. 10.5194/hess-17-705-2013.
24. Johnes P.J. Uncertainties in annual riverine phosphorus load estimation: impact of load estimation methodology, sampling frequency, baseflow index and catchment population density. J. Hydrol. 2007, 332(1-2):241-258. 10.1016/j.jhydrol.2006.07.006.
25. Jones A.S., Horsburgh J.S., Mesner N.O., Ryel R.J., Stevens D.K. Influence of sampling frequency on estimation of annual total phosphorus and total suspended solids loads. J. Am. Water Resour. Assoc. 2012, 48(6):1258-1275. 10.1111/j.1752-1688.2012.00684.x.
26. Jones A.S., Stevens D.K., Horsburgh J.S., Mesner N.O. Surrogate measures for providing high frequency estimates of total suspended solids and total phosphorus concentrations. J. Am. Water Resour. Assoc. 2011, 47(2):239-253. 10.1111/j.1752-1688.2010.00505.x.
27. Karatzoglou A., Meyer D., Hornik K. Support vector machines in r. J. Stat. Softw. 2006, 15(9).
28. Kleinbaum D.G., Kupper L.L. Applied Regression Analysis and Other Multivariate Methods 1978, 556. Duxbury Press, North Scituate (MA).
29. Kronvang B., Laubel A., Grant R. Suspended sediment and particulate phosphorus transport and delivery pathways in an Arable Catchment, Gelbaek Stream, Denmark. Hydrol. Process. 1997, 11(6):627-642. 10.1002/(SICI)1099-1085(199705)11:6<627::AID-HYP481>3.0.CO;2-E.
30. Lachenbruch P.A., Goldstein M. Discriminant analysis. Biometrics 1979, vol. 35(1):69-85. International Biometric Society, URL:. http://www.jstor.org/stable/2529937.
31. McLachlan G.J. Discriminant Analysis and Statistical Pattern Recognition 1992, 526. Wiley-Interscience Publication, New York.
32. Miguntanna N.S., Egodawatta P., Kokot S., Goonetilleke A. Determination of a set of surrogate parameters to assess urban stormwater quality. Sci. Total Environ. 2010, 408(24):6251-6259. 10.1016/j.scitotenv.2010.09.015.
33. Mika S., Ratsch G., Weston J., Scholkopf B., Muller K. Fisher discriminant analysis with kernels. Proceedings of the 1999 IEEE Signal Processing Society Workshop 1999, 41-48. doi:10.1109/NNSP.1999.788121.
34. Musolff A., Leschik S., Möder M., Strauch G., Reinstorf F., Schirmer M. Temporal and spatial patterns of micropollutants in urban receiving waters. Environ. Pollut. 2009, 157(11):3069-3077. 10.1016/j.envpol.2009.05.037.
35. OECD Eutrophication of Waters Monitoring Assessment and Control 1982, Organization for Economic Co-operation and Development, Paris.
36. Oliver R.L., Hart B.T., Olley J., Grace M., Rees C., Caitcheon G. The Darling River: Algal Growth and the Cycling and Sources of Nutrients. Murray Darling Basin Commission, Project M386 1999, 201. Final Report, Camberra, Australia.
37. Quilbe R., Rousseau A.N., Duchemin M., Poulin A., Gangbazo G., Villeneuve J.P. Selecting a calculation method to estimate sediment and nutrient loads in streams: application to the Beaurivage River (Quebec, Canada). J. Hydrol. 2006, 326(1-4):295-310. 10.1016/j.jhydrol.2005.11.008.
38. Rasmussen T.J., Lee C.J., Ziegler A.C. Estimation of Constituent Concentrations, Loads, and Yields in Streams of Johnson County, Northeast Kansas, Using Continuous Water-quality Monitoring and Regression Models, October 2002 through December 2006 2008, 103. U.S. Geological Survey Scientific Investigation Report 2008-5014. Reston, Virginia.
39. Rodier J. L'analyse de l'eau: eaux naturelles, eaux résiduaires, eau de mer 1984, 1365. Dunod, Bordas (Éditeurs), Paris. seventh ed.
40. Salerno F., Gambelli S., Viviano G., Thakuri S., Guyennon N., D'Agata C., Diolaiuti G., Smiraglia C., Stefani F., Bochhiola D., Tartari G. High alpine ponds shift upwards as average temperature increase: a case study of the Ortles-Cevedale mountain group (Southern alps, Italy) over the last 50 years. Glob. Planet. Change 2014, 120:81-91. 10.1016/j.gloplacha.2014.06.003.
41. Salerno F., Tartari G. A coupled approach of surface hydrological modelling and Wavelet Analysis for understanding the baseflow components of river discharge in karst Environments. J. Hydrol. 2009, 376(1-2):295-306. 10.1016/j.jhydrol.2009.07.042.
42. Salerno F., Thakuri S., D'Agata C., Smiraglia C., Manfredi E.C., Viviano G., Tartari G. Glacial lake distribution in the Mount Everest region: uncertainty of measurement and conditions of formation. Glob. Planet. Change 2012, 92-93:30-39. 10.1016/j.gloplacha.2012.04.001.
43. Salerno F., Viviano G., Carraro E., Manfredi E.C., Lami A., Musazzi S., Marchetto A., Guyennon N., Tartari G., Copetti D. Total phosphorus reference condition for subalpine lakes: comparison among traditional methods and a new process based and dynamic lake-basin approach. J. Environ. Manag. 2014, 145:94-105. 10.1016/j.jenvman.2014.06.011.
44. Schindler D.W., Hecky R.E., Findlay D.L., Stainton M.P., Parker B.R., Paterson M.J., Beaty K.G., Lyng M., Kasian S.E.M. Eutrophication of lakes cannot be controlled by reducing nitrogen input: results of a 37-year whole-ecosystem experiment. Proc. Natl. Acad. Sci. U. S. A. 2008, 105(2):11254-11258. 10.1073/pnas.0805108105.
45. Scholefield D., Le Goff T., Braven J., Ebdon L., Long T., Butler M. Concerted diurnal patterns in riverine nutrient concentrations and physical conditions. Sci. Total Environ. 2005, 344(1-3):201-210. 10.1016/j.scitotenv.2005.02.014.
46. Settle S., Goonetilleke S.A., Ayoko G.A. Determination of surrogate indicators for phosphorus and solids in urban stormwater: application of multivariate data analysis techniques. Water Air Soil. Pollut. 2007, 182(1-4):149-161. 10.1007/s11270-006-9328-2.
47. Stubblefield A.P., Reuter J.E., Dahlgren R.A., Goldman C.R. Use of turbidometry to characterize suspended sediment and phosphorus fluxes in the Lake Tahoe basin, California, USA. Hydrol. Process. 2007, 21(3):281-291. 10.1002/hyp.6234.
48. Tomlinson M.S., De Carlo E.H. The need for high resolution time series data to characterize Hawaiian streams. J. Am. Water Resour. Assoc. 2003, 39(1):113-123. 10.1111/j.1752-1688.2003.tb01565.x.
49. Valderrama J.C. The simultaneous analysis of total nitrogen and total phosphorus in natural waters. Mar. Chem. 1981, 10:109-122. 10.1016/0304-4203(81)90027-X.
50. Vapnik V.N., Chervonenkis A.Ya Theory of Pattern Recognition 1974, Nauka, Moscow, (in Russian).
51. Venables W.N., Ripley B.D. Modern Applied Statistics with S 2002, Springer, New York. fourth ed.
52. Virglino L., Aboulfald K., Mahvelat A.D., Prèvost M., Sauvé S. On-line solid phase extraction and liquid chromatography/tandem mass spectrometry to quantify pharmaceuticals, pesticides and some metabolites in wastewaters, drinking, and surface waters. J. Environ. Monit. 2008, 10(4):482-489. 10.1039/b800861b.
53. Walling D.E. Suspended sediment and solute yields from a small catchment prior to urbanization. Fluvial Processes in Instrumented Watersheds 1974, vol. 6:169-192. Institute of British Geographers Special Publication.
54. Wotling G., Bouvier C. Impact of urbanization on suspended sediment and organic matter fluxes from small catchments in Tahiti. Hydrol. Process. 2002, 16(9):1745-1756. 10.1002/hyp.393.