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Volumn 7, Issue 2, 2013, Pages 227-237

Combining BPANN and wavelet analysis to simulate hydro-climatic processes-a case study of the Kaidu River, North-west China

Author keywords

back propagation artificial neural network (BPANN); hydro climatic process; Kaidu River; multiple linear regression (MLR); simulation; wavelet analysis (WA)

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BACK PROPAGATION; CLIMATE CHANGE; CLIMATE EFFECT; HYDROLOGICAL RESPONSE; HYDROMETEOROLOGY; REGIONAL CLIMATE; RUNOFF; TIMESCALE;

EID: 84877075809     PISSN: 20950195     EISSN: 20950209     Source Type: Journal    
DOI: 10.1007/s11707-013-0354-2     Document Type: Article
Times cited : (21)

References (40)
  • 1
    • 0033675304 scopus 로고    scopus 로고
    • Null hypothesis testing: problems, prevalence, and an alternative
    • Anderson D R, Burnham K P, Thompson W L (2000). Null hypothesis testing: problems, prevalence, and an alternative. JWildl Manage, 64(4): 912-923.
    • (2000) JWildl Manage , vol.64 , Issue.4 , pp. 912-923
    • Anderson, D.R.1    Burnham, K.P.2    Thompson, W.L.3
  • 2
    • 41449110002 scopus 로고    scopus 로고
    • Artificial wavelet neuro-fuzzy model based on parallel wavelet network and neural network
    • Banakar A, Azeem M F (2008). Artificial wavelet neuro-fuzzy model based on parallel wavelet network and neural network. Soft Comput, 12(8): 789-808.
    • (2008) Soft Comput , vol.12 , Issue.8 , pp. 789-808
    • Banakar, A.1    Azeem, M.F.2
  • 3
    • 0036821665 scopus 로고    scopus 로고
    • Dimensionality reduction of hyperspectral data using discrete wavelet transform feature extraction
    • Bruce L M, Koger C H, Li J (2002). Dimensionality reduction of hyperspectral data using discrete wavelet transform feature extraction. IEEE Trans Geosci Rem Sens, 40(10): 2331-2338.
    • (2002) IEEE Trans Geosci Rem Sens , vol.40 , Issue.10 , pp. 2331-2338
    • Bruce, L.M.1    Koger, C.H.2    Li, J.3
  • 5
    • 0037112543 scopus 로고    scopus 로고
    • A graphical sensitivity analysis for statistical climate models: application to Indian monsoon rainfall prediction by artificial neural networks and multiple linear regression models
    • Cannon A J, McKendry I G (2002). A graphical sensitivity analysis for statistical climate models: application to Indian monsoon rainfall prediction by artificial neural networks and multiple linear regression models. Int J Climatol, 22(13): 1687-1708.
    • (2002) Int J Climatol , vol.22 , Issue.13 , pp. 1687-1708
    • Cannon, A.J.1    McKendry, I.G.2
  • 6
    • 2342464904 scopus 로고    scopus 로고
    • A modeling study of the ENSO influence on the terrestrial energy profile in North America
    • Chen J, Kumar P (2004). A modeling study of the ENSO influence on the terrestrial energy profile in North America. J Clim, 17(8): 1657-1670.
    • (2004) J Clim , vol.17 , Issue.8 , pp. 1657-1670
    • Chen, J.1    Kumar, P.2
  • 7
    • 33745844012 scopus 로고    scopus 로고
    • Regional climate change and its effects on river runoff in the Tarim Basin, China
    • Chen Y N, Takeuchi K, Xu C C, Chen Y P, Xu Z X (2006). Regional climate change and its effects on river runoff in the Tarim Basin, China. Hydrol Processes, 20(10): 2207-2216.
    • (2006) Hydrol Processes , vol.20 , Issue.10 , pp. 2207-2216
    • Chen, Y.N.1    Takeuchi, K.2    Xu, C.C.3    Chen, Y.P.4    Xu, Z.X.5
  • 8
    • 70349802584 scopus 로고    scopus 로고
    • Fifty-year climate change and its effect on annual runoff in the Tarim River Basin, China
    • Chen Y N, Xu C C, Hao X M, Li W H, Chen Y P, Zhu C G, Ye Z X (2009). Fifty-year climate change and its effect on annual runoff in the Tarim River Basin, China. Quat Int, 208(1-2): 53-61.
    • (2009) Quat Int , vol.208 , Issue.1-2 , pp. 53-61
    • Chen, Y.N.1    Xu, C.C.2    Hao, X.M.3    Li, W.H.4    Chen, Y.P.5    Zhu, C.G.6    Ye, Z.X.7
  • 9
    • 33746360563 scopus 로고    scopus 로고
    • Plausible impact of global climate change on water resources in the Tarim River Basin
    • Chen Y N, Xu Z X (2005). Plausible impact of global climate change on water resources in the Tarim River Basin. Sci China Ser D-Earth Science, 48(1): 65-73.
    • (2005) Sci China Ser D-Earth Science , vol.48 , Issue.1 , pp. 65-73
    • Chen, Y.N.1    Xu, Z.X.2
  • 10
    • 84873156419 scopus 로고    scopus 로고
    • Quantifying the effects of climate variability and human activities on runoff for Kaidu River Basin in arid region of northwest China
    • DOI: 10. 1007/ s00704-012-0680-4
    • Chen Z S, Chen Y N, Li B F (2012). Quantifying the effects of climate variability and human activities on runoff for Kaidu River Basin in arid region of northwest China. Theor Appl Climatol, DOI: 10. 1007/ s00704-012-0680-4.
    • (2012) Theor Appl Climatol
    • Chen, Z.S.1    Chen, Y.N.2    Li, B.F.3
  • 11
    • 33845703865 scopus 로고    scopus 로고
    • Efficient nonlinear modeling of rainfall-runoff process using wavelet compression
    • Chou C M (2007). Efficient nonlinear modeling of rainfall-runoff process using wavelet compression. J Hydrol (Amst), 332(3-4): 442-455.
    • (2007) J Hydrol (Amst) , vol.332 , Issue.3-4 , pp. 442-455
    • Chou, C.M.1
  • 13
    • 0026809031 scopus 로고
    • Wavelet transforms and their applications to turbulence
    • Farge M (1992). Wavelet transforms and their applications to turbulence. Annu Rev Fluid Mech, 24(1): 395-458.
    • (1992) Annu Rev Fluid Mech , vol.24 , Issue.1 , pp. 395-458
    • Farge, M.1
  • 14
    • 0034172436 scopus 로고    scopus 로고
    • Reducing vulnerability of water resources of Canadian Prairies to potential droughts and possible climate warming
    • Gan T Y (2000). Reducing vulnerability of water resources of Canadian Prairies to potential droughts and possible climate warming. Water Resour Manage, 14(2): 111-135.
    • (2000) Water Resour Manage , vol.14 , Issue.2 , pp. 111-135
    • Gan, T.Y.1
  • 15
    • 48349132520 scopus 로고    scopus 로고
    • Impacts of climate change and human activities on the surface runoff in the Tarim River Basin over the last fifty years
    • Hao XM, Chen Y N, Xu C C, Li WH (2008). Impacts of climate change and human activities on the surface runoff in the Tarim River Basin over the last fifty years. Water Resour Manage, 22(9): 1159-1171.
    • (2008) Water Resour Manage , vol.22 , Issue.9 , pp. 1159-1171
    • Hao, X.M.1    Chen, Y.N.2    Xu, C.C.3    Li, W.H.4
  • 16
    • 0029413797 scopus 로고
    • Artificial neural network modeling of the rainfall-runoff process
    • Hsu K, Gupta H V, Sorooshian S (1995). Artificial neural network modeling of the rainfall-runoff process. Water Resour Res, 31(10): 2517-2530.
    • (1995) Water Resour Res , vol.31 , Issue.10 , pp. 2517-2530
    • Hsu, K.1    Gupta, H.V.2    Sorooshian, S.3
  • 17
    • 23144448840 scopus 로고    scopus 로고
    • Performance of the Levenberg-Marquardt neural network training method in electronic nose applications
    • Kermani B G, Schiffman S S, Nagle H G (2005). Performance of the Levenberg-Marquardt neural network training method in electronic nose applications. Sens Actuators B Chem, 110(1): 13-22.
    • (2005) Sens Actuators B Chem , vol.110 , Issue.1 , pp. 13-22
    • Kermani, B.G.1    Schiffman, S.S.2    Nagle, H.G.3
  • 18
    • 28444499418 scopus 로고    scopus 로고
    • Recent advances in wavelet analyses: Part 1. A review of concepts
    • Labat D (2005). Recent advances in wavelet analyses: Part 1. A review of concepts. J Hydrol (Amst), 314(1-4): 275-288.
    • (2005) J Hydrol (Amst) , vol.314 , Issue.1-4 , pp. 275-288
    • Labat, D.1
  • 19
    • 0032051569 scopus 로고    scopus 로고
    • The effect of internal parameters and geometry on the performance of back-propagation neural networks: an empirical study
    • Maier H R, Dandy G C (1998). The effect of internal parameters and geometry on the performance of back-propagation neural networks: an empirical study. Environ Model Softw, 13(2): 193-209.
    • (1998) Environ Model Softw , vol.13 , Issue.2 , pp. 193-209
    • Maier, H.R.1    Dandy, G.C.2
  • 20
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: the wavelet representation
    • Mallat S G (1989). A theory for multiresolution signal decomposition: the wavelet representation. IEEE Trans Pattern Anal Mach Intell, 11(7): 674-693.
    • (1989) IEEE Trans Pattern Anal Mach Intell , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.G.1
  • 21
    • 63449118411 scopus 로고    scopus 로고
    • A new approach for estimation of PVT properties of pure gases based on artificial neural network model
    • Moghadassi A R, Parvizian F, Hosseini S M, Fazlali A R (2009). A new approach for estimation of PVT properties of pure gases based on artificial neural network model. Braz J Chem Eng, 26(1): 199-206.
    • (2009) Braz J Chem Eng , vol.26 , Issue.1 , pp. 199-206
    • Moghadassi, A.R.1    Parvizian, F.2    Hosseini, S.M.3    Fazlali, A.R.4
  • 22
    • 0032790528 scopus 로고    scopus 로고
    • Regression over timescale decompositions: a sampling analysis of distributional properties
    • Ramsey J B (1999). Regression over timescale decompositions: a sampling analysis of distributional properties. Econ Syst Res, 11(2): 163-184.
    • (1999) Econ Syst Res , vol.11 , Issue.2 , pp. 163-184
    • Ramsey, J.B.1
  • 23
    • 62849128209 scopus 로고    scopus 로고
    • Streamflow forecasting using functional-coefficient time series model with periodic variation
    • Shao Q X, Wong H, Li M, Ip W C (2009). Streamflow forecasting using functional-coefficient time series model with periodic variation. J Hydrol (Amst), 368(1-4): 88-95.
    • (2009) J Hydrol (Amst) , vol.368 , Issue.1-4 , pp. 88-95
    • Shao, Q.X.1    Wong, H.2    Li, M.3    Ip, W.C.4
  • 25
    • 0032003006 scopus 로고    scopus 로고
    • Streamflow characterization and feature detection using a discrete wavelet transform
    • Smith L C, Turcotte D L, Isacks B L (1998). Streamflow characterization and feature detection using a discrete wavelet transform. Hydrol Processes, 12(2): 233-249.
    • (1998) Hydrol Processes , vol.12 , Issue.2 , pp. 233-249
    • Smith, L.C.1    Turcotte, D.L.2    Isacks, B.L.3
  • 26
    • 29444440889 scopus 로고    scopus 로고
    • Tumor tissue identification based on gene expression data using DWT feature extraction and PNN classifier
    • Sun G M, Dong X Y, Xu G D (2006). Tumor tissue identification based on gene expression data using DWT feature extraction and PNN classifier. Neurocomputing, 69(4-6): 387-402.
    • (2006) Neurocomputing , vol.69 , Issue.4-6 , pp. 387-402
    • Sun, G.M.1    Dong, X.Y.2    Xu, G.D.3
  • 27
    • 57749189480 scopus 로고    scopus 로고
    • Climate change and its effects on runoff at the headwater of Kaidu River
    • Tao H, Wang G Y, Shao C, Song Y D, Zhou S P (2007). Climate change and its effects on runoff at the headwater of Kaidu River. Journal of Glaciology and Geocryology, 29(3): 413-417 (in Chinese with English abstract).
    • (2007) Journal of Glaciology and Geocryology , vol.29 , Issue.3 , pp. 413-417
    • Tao, H.1    Wang, G.Y.2    Shao, C.3    Song, Y.D.4    Zhou, S.P.5
  • 28
    • 1542680533 scopus 로고    scopus 로고
    • A practical guide to wavelet analysis
    • Torrence C, Compo G P (1998). A practical guide to wavelet analysis. Bull Am Meteorol Soc, 79(1): 61-78.
    • (1998) Bull Am Meteorol Soc , vol.79 , Issue.1 , pp. 61-78
    • Torrence, C.1    Compo, G.P.2
  • 29
    • 77958590241 scopus 로고    scopus 로고
    • Responses of snowmelt runoff to climatic change in an inland river basin, northwestern China, over the past 50 years
    • Wang J, Li H, Hao X (2010). Responses of snowmelt runoff to climatic change in an inland river basin, northwestern China, over the past 50 years. Hydrol Earth Syst Sci, 14(10): 1979-1987.
    • (2010) Hydrol Earth Syst Sci , vol.14 , Issue.10 , pp. 1979-1987
    • Wang, J.1    Li, H.2    Hao, X.3
  • 32
    • 39849108626 scopus 로고    scopus 로고
    • Long-term trend and fractal of annual runoff process in mainstream of Tarim River
    • Xu J H, Chen Y N, Li WH, Dong S (2008a). Long-term trend and fractal of annual runoff process in mainstream of Tarim River. Chin Geogr Sci, 18(1): 77-84.
    • (2008) Chin Geogr Sci , vol.18 , Issue.1 , pp. 77-84
    • Xu, J.H.1    Chen, Y.N.2    Li, W.H.3    Dong, S.4
  • 33
    • 62249171226 scopus 로고    scopus 로고
    • The complex nonlinear systems with fractal as well as chaotic dynamics of annual runoff processes in the three headwaters of the Tarim River
    • Xu J H, Chen Y N, Li W H, Ji M H, Dong S (2009a). The complex nonlinear systems with fractal as well as chaotic dynamics of annual runoff processes in the three headwaters of the Tarim River. J Geogr Sci, 19(1): 25-35.
    • (2009) J Geogr Sci , vol.19 , Issue.1 , pp. 25-35
    • Xu, J.H.1    Chen, Y.N.2    Li, W.H.3    Ji, M.H.4    Dong, S.5
  • 34
    • 70450214393 scopus 로고    scopus 로고
    • Wavelet analysis and nonparametric test for climate change in Tarim River Basin of Xinjiang during 1959-2006
    • Xu J H, Chen Y N, Li WH, Ji MH, Dong S, Hong Y L (2009b). Wavelet analysis and nonparametric test for climate change in Tarim River Basin of Xinjiang during 1959-2006. Chin Geogr Sci, 19(4): 306-313.
    • (2009) Chin Geogr Sci , vol.19 , Issue.4 , pp. 306-313
    • Xu, J.H.1    Chen, Y.N.2    Li, W.H.3    Ji, M.H.4    Dong, S.5    Hong, Y.L.6
  • 36
    • 78751612011 scopus 로고    scopus 로고
    • An integrated statistical approach to identify the nonlinear trend of runoff in the Hotan River and its relation with climatic factors
    • Xu J H, Chen Y N, Li W H, Yang Y, Hong Y L (2011b). An integrated statistical approach to identify the nonlinear trend of runoff in the Hotan River and its relation with climatic factors. Stochastic Environ Res Risk Assess, 25(2): 223-233.
    • (2011) Stochastic Environ Res Risk Assess , vol.25 , Issue.2 , pp. 223-233
    • Xu, J.H.1    Chen, Y.N.2    Li, W.H.3    Yang, Y.4    Hong, Y.L.5
  • 37
    • 79953707912 scopus 로고    scopus 로고
    • The nonlinear trend of runoff and its response to climate change in the Aksu River, western China
    • Xu J H, Chen Y N, Lu F, Li W H, Zhang L J, Hong Y L (2011a). The nonlinear trend of runoff and its response to climate change in the Aksu River, western China. Int J Climatol, 31(5): 687-695.
    • (2011) Int J Climatol , vol.31 , Issue.5 , pp. 687-695
    • Xu, J.H.1    Chen, Y.N.2    Lu, F.3    Li, W.H.4    Zhang, L.J.5    Hong, Y.L.6
  • 38
    • 77949598450 scopus 로고    scopus 로고
    • A comprehensive approach to characterization of the nonlinearity of runoff in the headwaters of the Tarim River, western China
    • Xu J H, Li W H, Ji M H, Lu F, Dong S (2010). A comprehensive approach to characterization of the nonlinearity of runoff in the headwaters of the Tarim River, western China. Hydrol Processes, 24(2): 136-146.
    • (2010) Hydrol Processes , vol.24 , Issue.2 , pp. 136-146
    • Xu, J.H.1    Li, W.H.2    Ji, M.H.3    Lu, F.4    Dong, S.5
  • 39
    • 5644224690 scopus 로고    scopus 로고
    • R/S and wavelet analysis on the evolutionary process of regional economic disparity in China during the past 50 years
    • Xu J H, Lu Y, Su F L, Ai N S (2004). R/S and wavelet analysis on the evolutionary process of regional economic disparity in China during the past 50 years. Chin Geogr Sci, 14(3): 193-201.
    • (2004) Chin Geogr Sci , vol.14 , Issue.3 , pp. 193-201
    • Xu, J.H.1    Lu, Y.2    Su, F.L.3    Ai, N.S.4
  • 40
    • 77955056605 scopus 로고    scopus 로고
    • Climate changes and their impacts on water resources in the arid regions: a case study of the Tarim River basin, China
    • Zhang Q, Xu C Y, Tao H, Jiang T, Chen D (2010). Climate changes and their impacts on water resources in the arid regions: a case study of the Tarim River basin, China. Stochastic Environ Res Risk Assess, 24(3): 349-358.
    • (2010) Stochastic Environ Res Risk Assess , vol.24 , Issue.3 , pp. 349-358
    • Zhang, Q.1    Xu, C.Y.2    Tao, H.3    Jiang, T.4    Chen, D.5


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