Abstract
The online monitoring of dissolved organic matter (DOM) in raw sewage water is expected to better control wastewater treatment processes. Fluorescence spectroscopy offers one possibility for both the online and real-time monitoring of DOM, especially as regards the DOM biodegradability assessment. In this study, three-dimensional fluorescence spectroscopy combined with a parallel factor analysis (PARAFAC) has been investigated as a predictive tool of the soluble biological oxygen demand in 5 days (BOD5) for raw sewage water. Six PARAFAC components were highlighted in 69 raw sewage water samples: C2, C5, and C6 related to humic-like compounds, along with C1, C3, and C4 related to protein-like compounds. Since the PARAFAC methodology is not available for online monitoring, a peak-picking approach based on maximum excitation-emission (Ex-Em) localization of the PARAFAC components identified in this study has been used. A good predictive model of soluble BOD5 using fluorescence spectroscopy parameters was obtained (r2 = 0.846, adjusted r2 = 0.839, p < 0.0001). This model is quite straightforward, easy to automate, and applicable to the operational field of wastewater treatment for online monitoring purposes.
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References
Alberts JJ, Takács M (2004) Comparison of the natural fluorescence distribution among size fractions of terrestrial fulvic and humic acids and aquatic natural organic matter. Org Geochem 35(10):1141–1149. https://doi.org/10.1016/j.orggeochem.2004.06.010
Bieroza M, Baker A, Bridgeman J (2011) Classification and calibration of organic matter fluorescence data with multiway analysis methods and artificial neural networks: an operational tool for improved drinking water treatment. Environmetrics 22(3):256–270. https://doi.org/10.1002/env.1045
Bourgeois W, Burgess JE, Stuetz RM (2001) On-line monitoring of wastewater quality: a review. J Chem Technol Biotechnol 76(4):337–348. https://doi.org/10.1002/jctb.393
Bridgeman J, Baker A, Carliell-Marquet C, Carstea E (2013) Determination of changes in wastewater quality through a treatment works using fluorescence spectroscopy. Environ Technol 34(23):3069–3077. https://doi.org/10.1080/09593330.2013.803131
Bro R (1998). Multi-way analysis in the food industry. Models Algorithms and Applications, PhD thesis, University of Amsterdam.
Carstea EM, Bridgeman J, Baker A, Reynolds DM (2016) Fluorescence spectroscopy for wastewater monitoring: a review. Water Res 95:205–219. https://doi.org/10.1016/j.watres.2016.03.021
Chong S, Aziz A, Harun S (2013) Fibre optic sensors for selected wastewater characteristics. Sensors 13(7):8640–8668. https://doi.org/10.1007/s11270-015-2448-9
Coble PG (1996) Characterization of marine and terrestrial DOM in seawater using excitation-emission matrix spectroscopy. Mar Chem 51(4):325–346. https://doi.org/10.1016/0304-4203(95)00062-3
Cohen E, Levy GJ, Borisover M (2014) Fluorescent components of organic matter in wastewater: efficacy and selectivity of the water treatment. Water Res 55:323–334. https://doi.org/10.1016/j.watres.2014.02.040
Determann S, Lobbesab JM, Reutera R, Rullkötterb J (1998) Ultraviolet fluorescence excitation and emission spectroscopy of marine algae and bacteria. Mar Chem 62(1–2):137–156. https://doi.org/10.1016/S0304-4203(98)00026-7
Gallert C, Winter J (2004) Bacterial metabolism in wastewater treatment systems, in Environmental biotechnology: concepts and applications. Wiley-VCH, Weinheim. https://doi.org/10.1002/3527604286.ch1
Guo W, Xu J, Wang J, Wen Y, Zhuo J, Yan Y (2010) Characterization of dissolved organic matter in urban sewage using excitation emission matrix fluorescence spectroscopy and parallel factor analysis. J Environ Sci 22(11):1728–1734. https://doi.org/10.1016/S1001-0742(09)60312-0
Hambly AC, Henderson RK, Storey MV, Baker A, Stuetz RM, Khan SJ (2010) Fluorescence monitoring at a recycled water treatment plant and associated dual distribution system—implications for cross-connection detection. Water Res 44(18):5323–5333. https://doi.org/10.1016/j.watres.2010.06.003
Henderson RK, Baker A, Murphy KR, Hambly A, Stuetz RM, Khan SJ (2009) Fluorescence as a potential monitoring tool for recycled water systems: a review. Water Res 43(4):863–881. https://doi.org/10.1016/j.watres.2008.11.027
Henze M (1992) Characterization of wastewater for modelling of activated sludge processes. Water Sci Technol 25(6):1–15
Hudson N, Baker A, Reynolds D (2007) Fluorescence analysis of dissolved organic matter in natural, waste and polluted waters—a review. River Res Appl 23(6):631–649. https://doi.org/10.1002/rra.1005
Huguet A, Balmann HR, Parlanti E (2009) Fluorescence spectroscopy applied to the optimisation of a desalting step by electrodialysis for the characterisation of marine organic matter. J Membr Sci 326:186–196. https://doi.org/10.1016/j.memsci.2008.09.051
Ishii SKL, Boyer TH (2012) Behavior of reoccurring PARAFAC components in fluorescent dissolved organic matter in natural and engineered systems: a critical review. Environ Sci Technol 46(4):2006–2017. https://doi.org/10.1021/es2043504
Khamis K, Bradley C, Stevens R, Hannah DM (2017) Continuous field estimation of dissolved organic carbon concentration and biochemical oxygen demand using dual-wavelength fluorescence, turbidity and temperature. Hydrol Process 31:540–555. https://doi.org/10.1002/hyp.11040
Lakowicz JR (2006) Principles of fluorescence spectroscopy. Springer, New York
Lawaetz AJ, Stedmon CA (2009) Fluorescence intensity calibration using the Raman scatter peak of water. Appl Spectrosc 63(8):936–940. https://doi.org/10.1366/000370209788964548
Moens PDJ, Helms MK, Jameson DM (2004) Detection of tryptophan to tryptophan energy transfer in proteins. Protein J 23(1):79–83. https://doi.org/10.1023/B:JOPC.0000016261.97474.2e
Murphy KR, Hambly A, Singh S, Henderson RK, Baker A, Stuetz R, Khan SJ (2011) Organic matter fluorescence in municipal water recycling schemes: toward a unified PARAFAC model. Environ Sci Technol 45(7):2909–2916. https://doi.org/10.1021/es103015e
Murphy KR, Stedmon CA, Graeber D, Bro R (2013) Fluorescence spectroscopy and multi-way techniques. PARAFAC. Anal Methods 5(23):6557. https://doi.org/10.1039/c3ay41160e
Musikavong C, Wattanachira S (2007) Reduction of dissolved organic matter in terms of DOC, UV-254, SUVA and THMFP in industrial estate wastewater treated by stabilization ponds. Environ Monit Assess 134(1–3):489–497. https://doi.org/10.1007/s10661-007-9639-9
Ou HS, Wei CH, Mo CH, Wu HZ, Ren Y, Feng CH (2014) Novel insights into anoxic/aerobic1/aerobic2 biological fluidized-bed system for coke wastewater treatment by fluorescence excitation–emission matrix spectra coupled with parallel factor analysis. Chemosphere 113:158–164. https://doi.org/10.1016/j.chemosphere.2014.04.102
Parlanti E, Wörz K, Geoffroy L, Lamotte M (2000) Dissolved organic matter fluorescence spectroscopy as a tool to estimate biological activity in a coastal zone submitted to anthropogenic inputs. Org Geochem 31(12):1765–1781. https://doi.org/10.1016/S0146-6380(00)00124-8
Park MH, Lee TH, Lee BM, Hur J, Park DH (2009) Spectroscopic and chromatographic characterization of wastewater organic matter from a biological treatment plant. Sensors 10(1):254–265. https://doi.org/10.3390/s100100254
Raunkjær K, Hvitved-Jacobsen T, Nielsen PH (1995) Transformation of organic matter in a gravity sewer. Water Environ Res 67(2):181–188. https://doi.org/10.2175/106143095X131330
Reynolds DM, Ahmad SR (1997) Rapid and direct determination of wastewater BOD values using a fluorescence technique. Water Res 31(8):2012–2018. https://doi.org/10.1016/S0043-1354(97)00015-8
Reynolds D (2003) Shedding light on water quality: prospect for real-time control. Water Sci Technol Water Supply 3(1):247–253
Riopel R, Caron F, Siemann S (2014) Fluorescence characterization of natural organic matter at a Northern Ontario wastewater treatment plant. Water Air Soil Pollut 225. https://doi.org/10.1007/s11270-014-2126-3
Rocher V, Laverman AM, Gasperi J, Azimi S, Guérin S, Mottelet S, Villières T, Pauss A (2015) Nitrite accumulation during denitrification depends on the carbon quality and quantity in wastewater treatment with biofilters. Environ Sci Pollut Res 22(13):10,179–10,188. https://doi.org/10.1007/s11356-015-4196-1
Stedmon CA, Bro R (2008) Characterizing dissolved organic matter fluorescence with parallel factor analysis: a tutorial. Limnol Oceanogr Methods 6(11):572–579. https://doi.org/10.4319/lom.2008.6.572
Takahashi M, Kawamura K (2007) Simple measurement of 4,4′-bis(2-sulfostyryl)-biphenyl in river water by fluorescence analysis and its application as an indicator of domestic wastewater contamination. Water Air Soil Pollut 180(1–4):39–49. https://doi.org/10.1007/s11270-006-9248-1
Watras CJ, Hanson PC, Stacy TL, Morrison KM, Mather J, Hu YH, Milewski P (2011) A temperature compensation method for CDOM fluorescence sensors in freshwater: CDOM temperature compensation. Limnol Oceanogr Methods 9(7):296–301. https://doi.org/10.4319/lom.2011.9.296
Weishaar JL, Aiken GR, Bergamaschi BA, Fram MS, Fujii R, Mopper K (2003) Evaluation of specific ultraviolet absorbance as an indicator of the chemical composition and reactivity of dissolved organic carbon. Environ Sci Technol 37(20):4702–4708. https://doi.org/10.1021/es030360x
Wünsch UJ, Murphy KR, Stedmon CA (2015) Fluorescence Quantum Yields of Natural Organic Matter and Organic Compounds: Implications for the Fluorescence-based Interpretation of Organic Matter Composition. Front Mar Sci 2:98. https://doi.org/10.3389/fmars.2015.00098
Yang L, Shin HS, Hur J (2014) Estimating the concentration and biodegradability of organic matter in 22 wastewater treatment plants using fluorescence excitation emission matrices and parallel factor analysis. Sensors 14(1):1771–1786. https://doi.org/10.3390/s140101771
Yang L, Hur J, Zhuang W (2015) Occurrence and behaviors of fluorescence EEM-PARAFAC components in drinking water and wastewater treatment systems and their applications: a review. Environ Sci Pollut Res 22(9):6500–6510. https://doi.org/10.1007/s11356-015-4214-3
Yu H, Song Y, Tu X, Du E, Liu R, Peng J (2013) Assessing removal efficiency of dissolved organic matter in wastewater treatment using fluorescence excitation emission matrices with parallel factor analysis and second derivative synchronous fluorescence. Bioresour Technol 144:595–601. https://doi.org/10.1016/j.biortech.2013.07.025
Yu H, Song Y, Liu R, Pan H, Xiang L, Qian F (2014) Identifying changes in dissolved organic matter content and characteristics by fluorescence spectroscopy coupled with self-organizing map and classification and regression tree analysis during wastewater treatment. Chemosphere 113:79–86. https://doi.org/10.1016/j.chemosphere.2014.04.020
Zsolnay Á (2003) Dissolved organic matter: artefacts, definitions, and functions. Geoderma 113(3–4):187–209. https://doi.org/10.1016/S0016-7061(02)00361-0
Acknowledgements
The authors gratefully acknowledge the French Ministry of Research and the Mocopee Research Program for their support. We would also like to thank the SIAAP Laboratory for performing the global parameter analyses.
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Validation of the split-half analysis for six PARAFAC components (GIF 65 kb)
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Goffin, A., Guérin, S., Rocher, V. et al. Towards a better control of the wastewater treatment process: excitation-emission matrix fluorescence spectroscopy of dissolved organic matter as a predictive tool of soluble BOD5 in influents of six Parisian wastewater treatment plants. Environ Sci Pollut Res 25, 8765–8776 (2018). https://doi.org/10.1007/s11356-018-1205-1
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DOI: https://doi.org/10.1007/s11356-018-1205-1