메뉴 건너뛰기




Volumn 29, Issue 1, 2015, Pages 17-33

River Water Prediction Modeling Using Neural Networks, Fuzzy and Wavelet Coupled Model

Author keywords

Daubechies wavelet; Fuzzy logic; Hydrological model; Neural network; Water management; Water quality prediction

Indexed keywords

CHEMICAL OXYGEN DEMAND; DISCRETE WAVELET TRANSFORMS; FORECASTING; FUZZY INFERENCE; FUZZY LOGIC; FUZZY SYSTEMS; NEURAL NETWORKS; PREDICTIVE ANALYTICS; REGRESSION ANALYSIS; WATER MANAGEMENT; WATER QUALITY;

EID: 84918593436     PISSN: 09204741     EISSN: 15731650     Source Type: Journal    
DOI: 10.1007/s11269-014-0824-7     Document Type: Article
Times cited : (68)

References (38)
  • 1
    • 80052027629 scopus 로고    scopus 로고
    • A wavelet neural network conjunction model for groundwater level forecasting
    • Adamowski J, Chan HG (2011) A wavelet neural network conjunction model for groundwater level forecasting. J Hydrol 407:28–40
    • (2011) J Hydrol , vol.407 , pp. 28-40
    • Adamowski, J.1    Chan, H.G.2
  • 2
    • 3242711607 scopus 로고    scopus 로고
    • Stochastic generation of hourly mean wind speed data
    • Aksoy H, Toprak ZF, Aytek A, Ünal NE (2004) Stochastic generation of hourly mean wind speed data. Renew Energy 29:2111–2131
    • (2004) Renew Energy , vol.29 , pp. 2111-2131
    • Aksoy, H.1    Toprak, Z.F.2    Aytek, A.3    Ünal, N.E.4
  • 3
    • 84871950182 scopus 로고    scopus 로고
    • Water quality index and fractal dimension analysis of water parameters
    • Bhardwaj R, Parmar KS (2013a) Water quality index and fractal dimension analysis of water parameters. Int J Environ Sci Technol 10:151–164
    • (2013) Int J Environ Sci Technol , vol.10 , pp. 151-164
    • Bhardwaj, R.1    Parmar, K.S.2
  • 4
    • 84893657962 scopus 로고    scopus 로고
    • Wavelet and statistical analysis of river water quality parameters
    • Bhardwaj R, Parmar KS (2013b) Wavelet and statistical analysis of river water quality parameters. Appl Math Comput 219:10172–10182
    • (2013) Appl Math Comput , vol.219 , pp. 10172-10182
    • Bhardwaj, R.1    Parmar, K.S.2
  • 5
    • 80054110782 scopus 로고    scopus 로고
    • Seasonal variation of physico- chemical parameters and water quality indexing of Harike Lake
    • Bhardwaj R, Parmar KS, Chuhg P, Minhas P, Sahota HS (2011) Seasonal variation of physico- chemical parameters and water quality indexing of Harike Lake. Indian J Environ Protozool 31:482–486
    • (2011) Indian J Environ Protozool , vol.31 , pp. 482-486
    • Bhardwaj, R.1    Parmar, K.S.2    Chuhg, P.3    Minhas, P.4    Sahota, H.S.5
  • 6
    • 18744364162 scopus 로고    scopus 로고
    • Wavelet transform of metrological parameter and gravity waves
    • Can Z, Aslan Z, Oguz O, Siddiqi AH (2005) Wavelet transform of metrological parameter and gravity waves. Ann Geophys 23:659–663
    • (2005) Ann Geophys , vol.23 , pp. 659-663
    • Can, Z.1    Aslan, Z.2    Oguz, O.3    Siddiqi, A.H.4
  • 7
    • 28444489651 scopus 로고    scopus 로고
    • Adaptive neuro fuzzy inference system for prediction of water level in reservoir
    • Chang FJ, Chang YT (2006) Adaptive neuro fuzzy inference system for prediction of water level in reservoir. Adv Water Res 29:1–10
    • (2006) Adv Water Res , vol.29 , pp. 1-10
    • Chang, F.J.1    Chang, Y.T.2
  • 9
    • 77953120952 scopus 로고    scopus 로고
    • Using fuzzy operators to address the complexity in decision making of water resources redistribution in two neighboring river basins
    • Chen HW, Chang NB (2010) Using fuzzy operators to address the complexity in decision making of water resources redistribution in two neighboring river basins. Adv Water Resour 33:652–666
    • (2010) Adv Water Resour , vol.33 , pp. 652-666
    • Chen, H.W.1    Chang, N.B.2
  • 10
    • 84977792535 scopus 로고    scopus 로고
    • Central pollution control board, ministry of environment & forests
    • CPCB, Water Quality Status of Yamuna River (1999–2005) (2006) Central pollution control board, ministry of environment & forests, assessment and development of river basin series: ADSORBS/41/2006-07
    • (2006) assessment and development of river basin series: ADSORBS/41/2006-07
  • 13
    • 84886565039 scopus 로고    scopus 로고
    • Evaluation of the parameters of water quality with wavelet techniques
    • Dökmen F, Aslan Z (2013) Evaluation of the parameters of water quality with wavelet techniques. Water Resour Manag 27:4977–4988
    • (2013) Water Resour Manag , vol.27 , pp. 4977-4988
    • Dökmen, F.1    Aslan, Z.2
  • 14
    • 82355192118 scopus 로고    scopus 로고
    • Attribution of the river flow growth in the Plata basin
    • Doyle ME, Barros VR (2011) Attribution of the river flow growth in the Plata basin. Int J Climatol 31:2234–2248
    • (2011) Int J Climatol , vol.31 , pp. 2234-2248
    • Doyle, M.E.1    Barros, V.R.2
  • 16
    • 0029413797 scopus 로고
    • Artificial neural network modeling of the rainfall runoff process
    • Hsu K, Gupta HV, Sorooshian S (1995) Artificial neural network modeling of the rainfall runoff process. Water Resour Res 31:2517–2530
    • (1995) Water Resour Res , vol.31 , pp. 2517-2530
    • Hsu, K.1    Gupta, H.V.2    Sorooshian, S.3
  • 17
    • 77951872732 scopus 로고    scopus 로고
    • An artificial neural network model for rainfall forecasting in Bangkok Thailand
    • Hung NQ, Babel HS, Weesakul S, Tripathi NK (2009) An artificial neural network model for rainfall forecasting in Bangkok Thailand. Hydrol Earth Syst Sci 13:1413–1425
    • (2009) Hydrol Earth Syst Sci , vol.13 , pp. 1413-1425
    • Hung, N.Q.1    Babel, H.S.2    Weesakul, S.3    Tripathi, N.K.4
  • 18
    • 0027601884 scopus 로고
    • ANFIS: adaptive network based fuzzy inference system
    • Jang JSR (1993) ANFIS: adaptive network based fuzzy inference system. IEEE Trans Syst Manag Cybernet 23:665–685
    • (1993) IEEE Trans Syst Manag Cybernet , vol.23 , pp. 665-685
    • Jang, J.S.R.1
  • 19
    • 84868210863 scopus 로고    scopus 로고
    • Monthly precipitation forecasting with a neuro-fuzzy model
    • Jeong C, Shin JY, Kim T, Heo JH (2012) Monthly precipitation forecasting with a neuro-fuzzy model. Water Resour Manag 26:4467–4483
    • (2012) Water Resour Manag , vol.26 , pp. 4467-4483
    • Jeong, C.1    Shin, J.Y.2    Kim, T.3    Heo, J.H.4
  • 20
    • 1642310633 scopus 로고    scopus 로고
    • Trend analysis of streamflow in Turkey
    • Kahya E, Kalayci S (2004) Trend analysis of streamflow in Turkey. J Hydrol 289:128–144
    • (2004) J Hydrol , vol.289 , pp. 128-144
    • Kahya, E.1    Kalayci, S.2
  • 21
    • 33744538760 scopus 로고    scopus 로고
    • Grey fuzzy optimization model for water quality management of a river system
    • Karmakar S, Mujumdar PP (2006) Grey fuzzy optimization model for water quality management of a river system. Adv Water Resour 29:1088–1105
    • (2006) Adv Water Resour , vol.29 , pp. 1088-1105
    • Karmakar, S.1    Mujumdar, P.P.2
  • 22
    • 36048951385 scopus 로고    scopus 로고
    • Wavelet analysis of the annual discharge records of the world’s largest rivers
    • Labat D (2008) Wavelet analysis of the annual discharge records of the world’s largest rivers. Adv Water Resour 31:109–117
    • (2008) Adv Water Resour , vol.31 , pp. 109-117
    • Labat, D.1
  • 23
    • 1942490118 scopus 로고    scopus 로고
    • A neuro fuzzy computing technique for modeling hydrological time series
    • Nayak PC, Sudheer KP, Ranjan DM, Ramasastri KS (2004) A neuro fuzzy computing technique for modeling hydrological time series. J Hydrol 291:52–66
    • (2004) J Hydrol , vol.291 , pp. 52-66
    • Nayak, P.C.1    Sudheer, K.P.2    Ranjan, D.M.3    Ramasastri, K.S.4
  • 24
    • 84918589577 scopus 로고    scopus 로고
    • Water quality management using statistical analysis and time-series prediction model
    • Parmar KS, Bhardwaj R (2014) Water quality management using statistical analysis and time-series prediction model. Appl Water Sci. doi:10.1007/s13201-014-0159-9
    • (2014) Appl Water Sci
    • Parmar, K.S.1    Bhardwaj, R.2
  • 26
    • 34447527322 scopus 로고    scopus 로고
    • Wavelet and neuro fuzzy conjunction model for precipitation forecasting
    • Partal T, Kisi O (2007) Wavelet and neuro fuzzy conjunction model for precipitation forecasting. J Hydrol 342:199–212
    • (2007) J Hydrol , vol.342 , pp. 199-212
    • Partal, T.1    Kisi, O.2
  • 27
    • 5244230264 scopus 로고    scopus 로고
    • Integrated approach to the assessment of long range correlation in time series data
    • Rangarajan G, Ding M (2000) Integrated approach to the assessment of long range correlation in time series data. Phys Rev E 61:4991–5001
    • (2000) Phys Rev E , vol.61 , pp. 4991-5001
    • Rangarajan, G.1    Ding, M.2
  • 28
    • 84876097012 scopus 로고    scopus 로고
    • Least square support vector and multi-linear regression for statistically downscaling general circulation model outputs to catchment streamflows
    • Sachindra DA, Huang F, Barton A, Perera BJC (2012) Least square support vector and multi-linear regression for statistically downscaling general circulation model outputs to catchment streamflows. Int J Climatol. doi:10.1002/joc.3493
    • (2012) Int J Climatol
    • Sachindra, D.A.1    Huang, F.2    Barton, A.3    Perera, B.J.C.4
  • 29
    • 84892477888 scopus 로고    scopus 로고
    • Predicting monsoon floods in rivers embedding wavelet transform, genetic algorithm and neural network
    • Sahay RR, Srivastava A (2014) Predicting monsoon floods in rivers embedding wavelet transform, genetic algorithm and neural network. Water Resour Manag 28:301–317
    • (2014) Water Resour Manag , vol.28 , pp. 301-317
    • Sahay, R.R.1    Srivastava, A.2
  • 30
    • 84878763355 scopus 로고    scopus 로고
    • Improving rainfall forecasting efficiency using modified adaptive neuro-fuzzy inference system (MANFIS)
    • Seyed AA, Ahmed E, Jaafar O (2013) Improving rainfall forecasting efficiency using modified adaptive neuro-fuzzy inference system (MANFIS). Water Resour Manag 27:3507–3523
    • (2013) Water Resour Manag , vol.27 , pp. 3507-3523
    • Seyed, A.A.1    Ahmed, E.2    Jaafar, O.3
  • 31
    • 48249153304 scopus 로고    scopus 로고
    • Mathematical modeling and analysis of the depletion of dissolved oxygen in eutrophied water bodies affected by organic pollutant
    • Shukla JB, Misra AK, Chandra P (2008) Mathematical modeling and analysis of the depletion of dissolved oxygen in eutrophied water bodies affected by organic pollutant. Nonlinear Anal: Real World Appl 9:1851–s1865
    • (2008) Nonlinear Anal: Real World Appl , vol.9 , pp. 1851-1865
    • Shukla, J.B.1    Misra, A.K.2    Chandra, P.3
  • 32
    • 3142737988 scopus 로고    scopus 로고
    • Comment on longitudinal dispersion coefficients in natural channels
    • Toprak ZF, Sen Z, Savci ME (2004) Comment on longitudinal dispersion coefficients in natural channels. Water Res 38:3139–3143
    • (2004) Water Res , vol.38 , pp. 3139-3143
    • Toprak, Z.F.1    Sen, Z.2    Savci, M.E.3
  • 34
    • 84889094654 scopus 로고    scopus 로고
    • Describing seasonal variability in the distribution of daily effective temperatures for 1985–2009 compared to 1904–1984 for De Bilt
    • Underwood FM (2012) Describing seasonal variability in the distribution of daily effective temperatures for 1985–2009 compared to 1904–1984 for De Bilt. Holland Meteorol Appl. doi:10.1002/met.1297
    • (2012) Holland Meteorol Appl
    • Underwood, F.M.1
  • 35
    • 0003828507 scopus 로고
    • Addision Wesley publishing company, New York:
    • Wiee WWS (1990) Time series analysis. Addision Wesley publishing company, New York, p 478
    • (1990) Time series analysis , pp. 478
    • Wiee, W.W.S.1
  • 36
    • 84889237721 scopus 로고    scopus 로고
    • Overlay mapping trend analysis technique and its application in Euphrates Basin
    • Yeniguna K, Ecer R (2012) Overlay mapping trend analysis technique and its application in Euphrates Basin. Turk Meteorol Appl. doi:10.1002/met.1304
    • (2012) Turk Meteorol Appl
    • Yeniguna, K.1    Ecer, R.2
  • 37
    • 57449083654 scopus 로고    scopus 로고
    • The improvement of total organic carbon forecasting using neural networks discharge model
    • Yeon IS, Jun KW, Lee HJ (2009) The improvement of total organic carbon forecasting using neural networks discharge model. Environ Technol 30:45–51
    • (2009) Environ Technol , vol.30 , pp. 45-51
    • Yeon, I.S.1    Jun, K.W.2    Lee, H.J.3
  • 38
    • 80051900637 scopus 로고    scopus 로고
    • Statistical behaviours of precipitation regimes in China and their links with atmospheric circulation 1960–2005
    • Zhang Q, Xu CY, Chen X, Zhang Z (2011) Statistical behaviours of precipitation regimes in China and their links with atmospheric circulation 1960–2005. Int J Climatol 31:1665–1678
    • (2011) Int J Climatol , vol.31 , pp. 1665-1678
    • Zhang, Q.1    Xu, C.Y.2    Chen, X.3    Zhang, Z.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.