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Volumn 610-611, Issue , 2018, Pages 1390-1399

Applying high-frequency surrogate measurements and a wavelet-ANN model to provide early warnings of rapid surface water quality anomalies

Author keywords

Anomaly detection; Back propagation neural networks; Surrogate parameters; Water quality; Wavelet denoising

Indexed keywords

BACKPROPAGATION; FINANCIAL DATA PROCESSING; NEURAL NETWORKS; SOIL CONSERVATION; SURFACE WATERS; TIME SERIES; WATER CONSERVATION; WATER MANAGEMENT; WATER QUALITY; WAVELET DECOMPOSITION;

EID: 85028316154     PISSN: 00489697     EISSN: 18791026     Source Type: Journal    
DOI: 10.1016/j.scitotenv.2017.08.232     Document Type: Article
Times cited : (96)

References (45)
  • 1
    • 84863863577 scopus 로고    scopus 로고
    • Data mining in hydrology
    • Babovic, V., Data mining in hydrology. Hydrol. Process. 19 (2005), 1511–1515.
    • (2005) Hydrol. Process. , vol.19 , pp. 1511-1515
    • Babovic, V.1
  • 2
    • 84941248783 scopus 로고    scopus 로고
    • Suspect screening of large numbers of emerging contaminants in environmental waters using artificial neural networks for chromatographic retention time prediction and high resolution mass spectrometry data analysis
    • Bade, R., Bijlsma, L., Miller, T.H., Barron, L.P., Sancho, J.V., Hernández, F., Suspect screening of large numbers of emerging contaminants in environmental waters using artificial neural networks for chromatographic retention time prediction and high resolution mass spectrometry data analysis. Sci. Total Environ. 538 (2015), 934–941.
    • (2015) Sci. Total Environ. , vol.538 , pp. 934-941
    • Bade, R.1    Bijlsma, L.2    Miller, T.H.3    Barron, L.P.4    Sancho, J.V.5    Hernández, F.6
  • 3
    • 84924678237 scopus 로고    scopus 로고
    • Seasonal variation in phosphorus concentration–discharge hysteresis inferred from high-frequency in situ monitoring
    • Bieroza, M.Z., Heathwaite, A.L., Seasonal variation in phosphorus concentration–discharge hysteresis inferred from high-frequency in situ monitoring. J. Hydrol. 524 (2015), 333–347.
    • (2015) J. Hydrol. , vol.524 , pp. 333-347
    • Bieroza, M.Z.1    Heathwaite, A.L.2
  • 5
    • 85028341720 scopus 로고    scopus 로고
    • Nature and history in the Potomac country: from Hunter–Gatherers to the age of Jefferson
    • Byrand, K., Nature and history in the Potomac country: from Hunter–Gatherers to the age of Jefferson. Ethnohistory 36:3 (2010), 233–234.
    • (2010) Ethnohistory , vol.36 , Issue.3 , pp. 233-234
    • Byrand, K.1
  • 6
    • 79957529915 scopus 로고    scopus 로고
    • Limitations of instantaneous water quality sampling in surface-water catchments: comparison with near-continuous phosphorus time-series data
    • Cassidy, R., Jordan, P., Limitations of instantaneous water quality sampling in surface-water catchments: comparison with near-continuous phosphorus time-series data. J. Hydrol. 405:1–2 (2011), 182–193.
    • (2011) J. Hydrol. , vol.405 , Issue.1-2 , pp. 182-193
    • Cassidy, R.1    Jordan, P.2
  • 7
    • 77954862996 scopus 로고    scopus 로고
    • Characterization of Surface-water Quality Based on Real-time Monitoring and Regression Analysis, Quivira National Wildlife Refuge, South-central Kansas, December 1998 Through June 2001
    • Center for Integrated Data Analytics Wisconsin Science Center
    • Christensen, V.G., Characterization of Surface-water Quality Based on Real-time Monitoring and Regression Analysis, Quivira National Wildlife Refuge, South-central Kansas, December 1998 Through June 2001. 2001, Center for Integrated Data Analytics Wisconsin Science Center.
    • (2001)
    • Christensen, V.G.1
  • 8
    • 85007228134 scopus 로고    scopus 로고
    • Application of artificial neural networks to the forecasting of dissolved oxygen content in the Hungarian section of the river Danube
    • Csábrági, A., Molnár, S., Tanos, P., Kovács, J., Application of artificial neural networks to the forecasting of dissolved oxygen content in the Hungarian section of the river Danube. Ecol. Eng. 100 (2017), 63–72.
    • (2017) Ecol. Eng. , vol.100 , pp. 63-72
    • Csábrági, A.1    Molnár, S.2    Tanos, P.3    Kovács, J.4
  • 9
    • 85021407587 scopus 로고    scopus 로고
    • The incorrect usage of singular spectral analysis and discrete wavelet transform in hybrid models to predict hydrological time series
    • Du, K., Zhao, Y., Lei, J., The incorrect usage of singular spectral analysis and discrete wavelet transform in hybrid models to predict hydrological time series. J. Hydrol. 552 (2017), 44–51.
    • (2017) J. Hydrol. , vol.552 , pp. 44-51
    • Du, K.1    Zhao, Y.2    Lei, J.3
  • 10
    • 84976467050 scopus 로고    scopus 로고
    • Wavelet-based time series bootstrap model for multidecadal streamflow simulation using climate indicators
    • Erkyihun, S.T., Rajagopalan, B., Zagona, E., Lall, U., Nowak, K., Wavelet-based time series bootstrap model for multidecadal streamflow simulation using climate indicators. Water Resour. Res. 52:5 (2016), 4061–4077.
    • (2016) Water Resour. Res. , vol.52 , Issue.5 , pp. 4061-4077
    • Erkyihun, S.T.1    Rajagopalan, B.2    Zagona, E.3    Lall, U.4    Nowak, K.5
  • 12
    • 84946228917 scopus 로고    scopus 로고
    • High-frequency water quality monitoring in an urban catchment: hydrochemical dynamics, primary production and implications for the water framework directive
    • Halliday, S.J., Skeffington, R.A., Wade, A.J., Bowes, M.J., Gozzard, E., Newman, J.R., High-frequency water quality monitoring in an urban catchment: hydrochemical dynamics, primary production and implications for the water framework directive. Hydrol. Process. 29 (2015), 3388–3407.
    • (2015) Hydrol. Process. , vol.29 , pp. 3388-3407
    • Halliday, S.J.1    Skeffington, R.A.2    Wade, A.J.3    Bowes, M.J.4    Gozzard, E.5    Newman, J.R.6
  • 13
    • 84878366041 scopus 로고    scopus 로고
    • Multi-parameters fusion algorithm for detecting anomalous water quality
    • He, H.M., Hou, D.B., Zhao, H.F., Huang, P.J., Zhang, G.X., Multi-parameters fusion algorithm for detecting anomalous water quality. J. Zhejiang Univ. (Eng. Sci.) 47:4 (2013), 735–740.
    • (2013) J. Zhejiang Univ. (Eng. Sci.) , vol.47 , Issue.4 , pp. 735-740
    • He, H.M.1    Hou, D.B.2    Zhao, H.F.3    Huang, P.J.4    Zhang, G.X.5
  • 15
    • 77954863760 scopus 로고    scopus 로고
    • A sensor network for high frequency estimation of water quality constituent fluxes using surrogates
    • Horsburgh, J.S., Jones, A.S., Stevens, D.K., Tarboton, D.G., Mesner, N.O., A sensor network for high frequency estimation of water quality constituent fluxes using surrogates. Environ. Model. Softw. 25:9 (2010), 1031–1044.
    • (2010) Environ. Model. Softw. , vol.25 , Issue.9 , pp. 1031-1044
    • Horsburgh, J.S.1    Jones, A.S.2    Stevens, D.K.3    Tarboton, D.G.4    Mesner, N.O.5
  • 16
    • 84879696176 scopus 로고    scopus 로고
    • An early warning and control system for urban, drinking water quality protection: China's experience
    • Hou, D., Song, X., Zhang, G., Zhang, H., Loaiciga, H., An early warning and control system for urban, drinking water quality protection: China's experience. Environ. Sci. Pollut. Res. Int. 20:7 (2013), 4496–4508.
    • (2013) Environ. Sci. Pollut. Res. Int. , vol.20 , Issue.7 , pp. 4496-4508
    • Hou, D.1    Song, X.2    Zhang, G.3    Zhang, H.4    Loaiciga, H.5
  • 17
    • 0036027497 scopus 로고    scopus 로고
    • Neural network modeling of salinity variation in Apalachicola river
    • Huang, W., Foo, S., Neural network modeling of salinity variation in Apalachicola river. Water Res. 36:36 (2002), 356–362.
    • (2002) Water Res. , vol.36 , Issue.36 , pp. 356-362
    • Huang, W.1    Foo, S.2
  • 18
    • 84953425540 scopus 로고    scopus 로고
    • Streamflow, water quality, and aquatic macroinvertebrates of selected streams in Fairfax county, Virginia, 2007–12
    • Jastram, J., Streamflow, water quality, and aquatic macroinvertebrates of selected streams in Fairfax county, Virginia, 2007–12. Scientific Investigations Report, 2014, 2014–5073.
    • (2014) Scientific Investigations Report , pp. 2014-5073
    • Jastram, J.1
  • 19
    • 84862638759 scopus 로고    scopus 로고
    • A GIS-based generic real-time risk assessment framework and decision tools for chemical spills in the river basin
    • Jiang, J., Wang, P., Lung, W.S., Guo, L., Li, M., A GIS-based generic real-time risk assessment framework and decision tools for chemical spills in the river basin. J. Hazard. Mater. 227 (2012), 280–291.
    • (2012) J. Hazard. Mater. , vol.227 , pp. 280-291
    • Jiang, J.1    Wang, P.2    Lung, W.S.3    Guo, L.4    Li, M.5
  • 20
    • 79953050403 scopus 로고    scopus 로고
    • Surrogate measures for providing high frequency estimates of total suspended solids and total phosphorus concentrations 1
    • 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 1. J. Am. Water Resour. Assoc. 47:2 (2011), 239–253.
    • (2011) J. Am. Water Resour. Assoc. , vol.47 , Issue.2 , pp. 239-253
    • Jones, A.S.1    Stevens, D.K.2    Horsburgh, J.S.3    Mesner, N.O.4
  • 21
    • 67651015205 scopus 로고    scopus 로고
    • Prediction of coal response to froth flotation based on coal analysis using regression and artificial neural network
    • Jorjani, E., Asadollahi Poorali, H., Sam, A., Chehreh Chelgani, S., Mesroghli, S., Shayestehfar, M.R., Prediction of coal response to froth flotation based on coal analysis using regression and artificial neural network. Miner. Eng. 22:11 (2009), 970–976.
    • (2009) Miner. Eng. , vol.22 , Issue.11 , pp. 970-976
    • Jorjani, E.1    Asadollahi Poorali, H.2    Sam, A.3    Chehreh Chelgani, S.4    Mesroghli, S.5    Shayestehfar, M.R.6
  • 22
    • 80052705862 scopus 로고    scopus 로고
    • Quantifying remediation effectiveness under variable external forcing using contaminant rating curves
    • Kirchner, J.W., Austin, C.M., Myers, A., Whyte, D.C., Quantifying remediation effectiveness under variable external forcing using contaminant rating curves. Environ. Sci. Technol. 45:18 (2011), 7874–7881.
    • (2011) Environ. Sci. Technol. , vol.45 , Issue.18 , pp. 7874-7881
    • Kirchner, J.W.1    Austin, C.M.2    Myers, A.3    Whyte, D.C.4
  • 23
    • 85013657484 scopus 로고    scopus 로고
    • High frequency measurements of reach scale nitrogen uptake in a fourth order river with contrasting hydromorphology and variable water chemistry (Weibe Elster, Germany)
    • Kunz, J.V., Hensley, R., Brase, L., Borchardt, D., Rode, M., High frequency measurements of reach scale nitrogen uptake in a fourth order river with contrasting hydromorphology and variable water chemistry (Weibe Elster, Germany). Water Resour. Res. 53:1 (2017), 328–343.
    • (2017) Water Resour. Res. , vol.53 , Issue.1 , pp. 328-343
    • Kunz, J.V.1    Hensley, R.2    Brase, L.3    Borchardt, D.4    Rode, M.5
  • 24
    • 33645130069 scopus 로고    scopus 로고
    • A hybrid neural–genetic algorithm for reservoir water quality management
    • Kuo, J.T., Wang, Y.Y., Lung, W.S., A hybrid neural–genetic algorithm for reservoir water quality management. Water Res. 40:7 (2006), 1367–1376.
    • (2006) Water Res. , vol.40 , Issue.7 , pp. 1367-1376
    • Kuo, J.T.1    Wang, Y.Y.2    Lung, W.S.3
  • 25
    • 84934272498 scopus 로고    scopus 로고
    • Evaluation and selection of emergency treatment technology based on dynamic fuzzy GRA method for chemical contingency spills
    • Liu, J., Guo, L., Jiang, J., Hao, L., Liu, R., Wang, P., Evaluation and selection of emergency treatment technology based on dynamic fuzzy GRA method for chemical contingency spills. J. Hazard. Mater. 299 (2015), 306–315.
    • (2015) J. Hazard. Mater. , vol.299 , pp. 306-315
    • Liu, J.1    Guo, L.2    Jiang, J.3    Hao, L.4    Liu, R.5    Wang, P.6
  • 26
    • 40549089932 scopus 로고    scopus 로고
    • Multivariate applications for detecting anomalous water quality
    • WDSA Cincinnati, Ohio, USA (accessed May 20, 2017)
    • Mckenna, S.A., Klise, K.A., Multivariate applications for detecting anomalous water quality. Proceedings of the 8th Annual Water Distribution Systems Analysis Symposium, 2006, WDSA, Cincinnati, Ohio, USA, 1–11, 10.1061/40941(247)130 (accessed May 20, 2017).
    • (2006) Proceedings of the 8th Annual Water Distribution Systems Analysis Symposium , pp. 1-11
    • Mckenna, S.A.1    Klise, K.A.2
  • 28
    • 77958098837 scopus 로고    scopus 로고
    • Determination of a set of surrogate parameters to assess urban stormwater quality
    • Miguntanna, N.S., Egodawatta, P., Kokot, S., Goonetilleke, A., Determination of a set of surrogate parameters to assess urban stormwater quality. Sci. Total Environ. 408:24 (2010), 6251–6259.
    • (2010) Sci. Total Environ. , vol.408 , Issue.24 , pp. 6251-6259
    • Miguntanna, N.S.1    Egodawatta, P.2    Kokot, S.3    Goonetilleke, A.4
  • 29
    • 84918589577 scopus 로고    scopus 로고
    • Water quality management using statistical analysis and time-series prediction model
    • Parmar, K.S., Bhardwaj, R., Water quality management using statistical analysis and time-series prediction model. Appl Water Sci 4:4 (2014), 425–434.
    • (2014) Appl Water Sci , vol.4 , Issue.4 , pp. 425-434
    • Parmar, K.S.1    Bhardwaj, R.2
  • 30
    • 84918593436 scopus 로고    scopus 로고
    • River water prediction modeling using neural networks, fuzzy and wavelet coupled model
    • Parmar, K.S., Bhardwaj, R., River water prediction modeling using neural networks, fuzzy and wavelet coupled model. Water Resour. Manag. 29:1 (2015), 17–33.
    • (2015) Water Resour. Manag. , vol.29 , Issue.1 , pp. 17-33
    • Parmar, K.S.1    Bhardwaj, R.2
  • 31
    • 79958862497 scopus 로고    scopus 로고
    • Wavelet and ANN combination model for prediction of daily suspended sediment load in rivers
    • Rajaee, T., Wavelet and ANN combination model for prediction of daily suspended sediment load in rivers. Sci. Total Environ. 409:15 (2011), 2917–2928.
    • (2011) Sci. Total Environ. , vol.409 , Issue.15 , pp. 2917-2928
    • Rajaee, T.1
  • 33
    • 84876903724 scopus 로고    scopus 로고
    • Turbidity as a proxy for total suspended solids (TSS) and particle facilitated pollutant transport in catchments
    • Rügner, H., Schwientek, M., Beckingham, B., Kuch, B., Grathwohl, P., Turbidity as a proxy for total suspended solids (TSS) and particle facilitated pollutant transport in catchments. Environ. Earth Sci. 69:2 (2013), 373–380.
    • (2013) Environ. Earth Sci. , vol.69 , Issue.2 , pp. 373-380
    • Rügner, H.1    Schwientek, M.2    Beckingham, B.3    Kuch, B.4    Grathwohl, P.5
  • 34
    • 3042563456 scopus 로고    scopus 로고
    • Enhancing tidal prediction accuracy in a deterministic model using chaos theory
    • Sannasiraj, S.A., Zhang, H., Babovic, V., Chan, E.S., Enhancing tidal prediction accuracy in a deterministic model using chaos theory. Adv. Water Resour. 27 (2004), 761–772.
    • (2004) Adv. Water Resour. , vol.27 , pp. 761-772
    • Sannasiraj, S.A.1    Zhang, H.2    Babovic, V.3    Chan, E.S.4
  • 35
    • 85007577061 scopus 로고    scopus 로고
    • Monitoring water quality in Toronto's urban stormwater ponds: assessing participation rates and data quality of water sampling by citizen scientists in the fresh water watch
    • Scott, A.B., Frost, P.C., Monitoring water quality in Toronto's urban stormwater ponds: assessing participation rates and data quality of water sampling by citizen scientists in the fresh water watch. Sci. Total Environ. 592 (2017), 738–744.
    • (2017) Sci. Total Environ. , vol.592 , pp. 738-744
    • Scott, A.B.1    Frost, P.C.2
  • 36
    • 85018953626 scopus 로고    scopus 로고
    • Engineering risk assessment for emergency disposal projects of sudden water pollution incidents
    • Shi, B., Jiang, J., Liu, R., Khan, A.U., Wang, P., Engineering risk assessment for emergency disposal projects of sudden water pollution incidents. Environ. Sci. Pollut. Res., 2017, 1–15.
    • (2017) Environ. Sci. Pollut. Res. , pp. 1-15
    • Shi, B.1    Jiang, J.2    Liu, R.3    Khan, A.U.4    Wang, P.5
  • 37
    • 85017440412 scopus 로고    scopus 로고
    • High resolution stream water quality assessment in the Vancouver, British Columbia region: a citizen science study
    • Shupe, S.M., High resolution stream water quality assessment in the Vancouver, British Columbia region: a citizen science study. Sci. Total Environ. 603-604 (2017), 745–759.
    • (2017) Sci. Total Environ. , vol.603-604 , pp. 745-759
    • Shupe, S.M.1
  • 38
    • 78349305293 scopus 로고    scopus 로고
    • Multi-step-ahead model error prediction using time-delay neural networks combined with chaos theory
    • Sun, Y., Babovic, V., Chan, E.S., Multi-step-ahead model error prediction using time-delay neural networks combined with chaos theory. J. Hydrol. 395 (2010), 109–116.
    • (2010) J. Hydrol. , vol.395 , pp. 109-116
    • Sun, Y.1    Babovic, V.2    Chan, E.S.3
  • 39
    • 84987602548 scopus 로고    scopus 로고
    • Water Quality Event Detection System Challenge: Methodology and Findings
    • Office of Water ((MC-140) EPA 817-R-13-002)
    • US EPA, Water Quality Event Detection System Challenge: Methodology and Findings. 2013, Office of Water ((MC-140) EPA 817-R-13-002).
    • (2013)
    • US EPA1
  • 40
    • 85028355911 scopus 로고    scopus 로고
    • National hydrography dataset high-resolution flowline data. The national map
    • Accessed date 20 May 2017
    • US EPA, National hydrography dataset high-resolution flowline data. The national map. https://www.data.gov/, 2017 Accessed date 20 May 2017.
    • (2017)
    • US EPA1
  • 41
    • 84903896899 scopus 로고    scopus 로고
    • Surrogate measures for providing high frequency estimates of total phosphorus concentrations in urban watersheds
    • Viviano, G., Salerno, F., Manfredi, E.C., Polesello, S., Valsecchi, S., Tartari, G., Surrogate measures for providing high frequency estimates of total phosphorus concentrations in urban watersheds. Water Res. 64 (2014), 265–277.
    • (2014) Water Res. , vol.64 , pp. 265-277
    • Viviano, G.1    Salerno, F.2    Manfredi, E.C.3    Polesello, S.4    Valsecchi, S.5    Tartari, G.6
  • 42
    • 85028310317 scopus 로고    scopus 로고
    • Guidelines and standard procedures for continuous water-quality monitors: station operation, record computation, and data reporting
    • Wagner, R.J., Boulger, R.W., Oblinger, C.J., Smith, B.A., Guidelines and standard procedures for continuous water-quality monitors: station operation, record computation, and data reporting. J. Veg. Sci. 2:3 (2006), 377–384.
    • (2006) J. Veg. Sci. , vol.2 , Issue.3 , pp. 377-384
    • Wagner, R.J.1    Boulger, R.W.2    Oblinger, C.J.3    Smith, B.A.4
  • 43
    • 1842543255 scopus 로고    scopus 로고
    • Environment Monitoring
    • Higher Education Press (in Chinese)
    • Xi, D., Sun, Y., Liu, X., Environment Monitoring. 2004, Higher Education Press (in Chinese).
    • (2004)
    • Xi, D.1    Sun, Y.2    Liu, X.3
  • 44
    • 67349189924 scopus 로고    scopus 로고
    • Real-time contaminant detection and classification in a drinking water pipe using conventional water quality sensors: techniques and experimental results
    • Yang, Jeffrey Y., Haught, R.C., Goodrich, J.A., Real-time contaminant detection and classification in a drinking water pipe using conventional water quality sensors: techniques and experimental results. J. Environ. Manag. 90:8 (2009), 2494–2506.
    • (2009) J. Environ. Manag. , vol.90 , Issue.8 , pp. 2494-2506
    • Yang, J.Y.1    Haught, R.C.2    Goodrich, J.A.3
  • 45
    • 84905442277 scopus 로고    scopus 로고
    • Water quality variation in the highly disturbed Huai river basin, China from 1994 to 2005 by multi-statistical analyses
    • Zhai, X., Xia, J., Zhang, Y., Water quality variation in the highly disturbed Huai river basin, China from 1994 to 2005 by multi-statistical analyses. Sci. Total Environ. 496 (2014), 594–606.
    • (2014) Sci. Total Environ. , vol.496 , pp. 594-606
    • Zhai, X.1    Xia, J.2    Zhang, Y.3


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