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Volumn 378, Issue 3-4, 2009, Pages 325-342

Forecasting stream water temperature using regression analysis, artificial neural network, and chaotic non-linear dynamic models

Author keywords

Back propagation neural network; Chaos algorithms; Genetic algorithms; Multiple regression analysis; Radial basic function neural network; Stream temperature

Indexed keywords

BACK PROPAGATION NEURAL NETWORK; CHAOS ALGORITHMS; MULTIPLE REGRESSION ANALYSIS; RADIAL BASIC FUNCTION NEURAL NETWORK; STREAM TEMPERATURE;

EID: 70350495365     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2009.09.037     Document Type: Article
Times cited : (153)

References (69)
  • 2
    • 33749443208 scopus 로고    scopus 로고
    • Suspended sediment load simulation by two artificial neural network methods using hydrometeorological data
    • Alp M., and Cigizoglu H.K. Suspended sediment load simulation by two artificial neural network methods using hydrometeorological data. Environmental Modelling and Software 22 1 (2007) 2-13
    • (2007) Environmental Modelling and Software , vol.22 , Issue.1 , pp. 2-13
    • Alp, M.1    Cigizoglu, H.K.2
  • 6
    • 28844431551 scopus 로고    scopus 로고
    • Estimating extreme stream temperatures by the standard deviate method
    • Bogan T., Othmer J., Mohseni O., and Stefan H. Estimating extreme stream temperatures by the standard deviate method. Journal of Hydrology 317 (2006) 173-189
    • (2006) Journal of Hydrology , vol.317 , pp. 173-189
    • Bogan, T.1    Othmer, J.2    Mohseni, O.3    Stefan, H.4
  • 7
    • 0036221122 scopus 로고    scopus 로고
    • Optimal division of data for neural networks models in water resources applications
    • 10.1029/2001WR000266
    • Bowden G.J., Maier H.R., and Dandy G.C. Optimal division of data for neural networks models in water resources applications. Water Resources Research 38 2 (2002) 10.1029/2001WR000266
    • (2002) Water Resources Research , vol.38 , Issue.2
    • Bowden, G.J.1    Maier, H.R.2    Dandy, G.C.3
  • 8
    • 33947095446 scopus 로고    scopus 로고
    • Predicting water temperatures using a deterministic model: application on Miramichi River catchments (New Brunswick, Canada)
    • Caissie D., Satish M.G., and El-Jabi N. Predicting water temperatures using a deterministic model: application on Miramichi River catchments (New Brunswick, Canada). Journal of Hydrology 336 (2007) 303-315
    • (2007) Journal of Hydrology , vol.336 , pp. 303-315
    • Caissie, D.1    Satish, M.G.2    El-Jabi, N.3
  • 9
    • 0000758203 scopus 로고    scopus 로고
    • Genetic algorithms and optimizing chemical oxygen-iodine lasers
    • Wilson H., Batra R., Bert C., Davis A., Schapery R., Stewart D., and Swinson F. (Eds), School of Engineering, University of Alabama
    • Carroll D.L. Genetic algorithms and optimizing chemical oxygen-iodine lasers. In: Wilson H., Batra R., Bert C., Davis A., Schapery R., Stewart D., and Swinson F. (Eds). Developments in Theoretical and Applied Mechanics vol. 18 (1996), School of Engineering, University of Alabama 411-424
    • (1996) Developments in Theoretical and Applied Mechanics , vol.18 , pp. 411-424
    • Carroll, D.L.1
  • 10
    • 0037428019 scopus 로고    scopus 로고
    • Estuary water-stage forecasting by using radial basis function neural network
    • Chang F., and Chen Y. Estuary water-stage forecasting by using radial basis function neural network. Journal of Hydrology 270 (2003) 158-166
    • (2003) Journal of Hydrology , vol.270 , pp. 158-166
    • Chang, F.1    Chen, Y.2
  • 11
    • 33645931361 scopus 로고    scopus 로고
    • Prediction of permeate flux decline in crossflow membrane filtration of colloidal suspension: a radial basis function neural network approach
    • Chen H., and Kim A.S. Prediction of permeate flux decline in crossflow membrane filtration of colloidal suspension: a radial basis function neural network approach. Desalination 192 (2006) 415-428
    • (2006) Desalination , vol.192 , pp. 415-428
    • Chen, H.1    Kim, A.S.2
  • 12
    • 0036152526 scopus 로고    scopus 로고
    • Hydrologic regionalization of watersheds. II: applications
    • 10.1061/∼ASCE!0733-9496∼2002!128:1∼12
    • Chiang S., Tsay T., and Nix S.J. Hydrologic regionalization of watersheds. II: applications. Journal of Water Resources Planning and Management 128 1 (2002) 12-20 10.1061/∼ASCE!0733-9496∼2002!128:1∼12
    • (2002) Journal of Water Resources Planning and Management , vol.128 , Issue.1 , pp. 12-20
    • Chiang, S.1    Tsay, T.2    Nix, S.J.3
  • 13
    • 12544253180 scopus 로고    scopus 로고
    • Flow prediction by three back propagation techniques using k-fold partitioning of neural network training data
    • Cigizoglu H.K., and Kisi O. Flow prediction by three back propagation techniques using k-fold partitioning of neural network training data. Nordic Hydrology 36 1 (2005) 49-64
    • (2005) Nordic Hydrology , vol.36 , Issue.1 , pp. 49-64
    • Cigizoglu, H.K.1    Kisi, O.2
  • 15
    • 84944496307 scopus 로고
    • The response of water temperatures to meteorological conditions
    • Edinger J.E., Duttweiler D.W., and Geyer J.C. The response of water temperatures to meteorological conditions. Water Resources Research 4 1 (1968) 1137-1143
    • (1968) Water Resources Research , vol.4 , Issue.1 , pp. 1137-1143
    • Edinger, J.E.1    Duttweiler, D.W.2    Geyer, J.C.3
  • 16
    • 0037562812 scopus 로고    scopus 로고
    • Feed forward neural networks modeling for K-P interactions
    • El-Bakyr M.Y. Feed forward neural networks modeling for K-P interactions. Chaos Solitons and Fractals 18 5 (2003) 995-1000
    • (2003) Chaos Solitons and Fractals , vol.18 , Issue.5 , pp. 995-1000
    • El-Bakyr, M.Y.1
  • 21
    • 0037405958 scopus 로고    scopus 로고
    • A fuzzy hybrid learning algorithm for radial basis function neural network with application in human face recognition
    • Haddadnia J., Faez K., and Ahmadi M. A fuzzy hybrid learning algorithm for radial basis function neural network with application in human face recognition. Pattern Recognition 36 (2003) 1187-1202
    • (2003) Pattern Recognition , vol.36 , pp. 1187-1202
    • Haddadnia, J.1    Faez, K.2    Ahmadi, M.3
  • 22
    • 0028543366 scopus 로고
    • Training feed forward techniques with the Marquardt algorithm
    • Hagan M.T., and Menhaj M.B. Training feed forward techniques with the Marquardt algorithm. IEEE Transactions on Neural Networks 5 6 (1994) 989-993
    • (1994) IEEE Transactions on Neural Networks , vol.5 , Issue.6 , pp. 989-993
    • Hagan, M.T.1    Menhaj, M.B.2
  • 25
    • 55649118871 scopus 로고    scopus 로고
    • The role of hydrologic information in reservoir operation - learning from historical releases
    • Hejazi M.I., Cai X., and Ruddell B.L. The role of hydrologic information in reservoir operation - learning from historical releases. Advances in Water Resources 31 (2008) 1636-1650
    • (2008) Advances in Water Resources , vol.31 , pp. 1636-1650
    • Hejazi, M.I.1    Cai, X.2    Ruddell, B.L.3
  • 26
    • 20344367734 scopus 로고    scopus 로고
    • On quantifying agricultural and water management practices from low spatial resolution RS data using genetic algorithms: a numerical study fro mixed-pixel environment
    • Ines A.V.M., and Honda K. On quantifying agricultural and water management practices from low spatial resolution RS data using genetic algorithms: a numerical study fro mixed-pixel environment. Advances in Water Resources 28 (2005) 856-870
    • (2005) Advances in Water Resources , vol.28 , pp. 856-870
    • Ines, A.V.M.1    Honda, K.2
  • 27
    • 0036475142 scopus 로고    scopus 로고
    • Characterization and prediction of runoff dynamics: a nonlinear dynamical view
    • Islam M.N., and Sivakumar B. Characterization and prediction of runoff dynamics: a nonlinear dynamical view. Advances in Water Resources 25 (2002) 179-190
    • (2002) Advances in Water Resources , vol.25 , pp. 179-190
    • Islam, M.N.1    Sivakumar, B.2
  • 28
    • 2442639370 scopus 로고    scopus 로고
    • Development of effective and efficient rainfall-runoff models using integration of deterministic, real-coded genetic algorithms and artificial neural network techniques
    • 10.1029/2003WR002355
    • Jain A., and Srinivasulu S. Development of effective and efficient rainfall-runoff models using integration of deterministic, real-coded genetic algorithms and artificial neural network techniques. Water Resources Research 40 (2004) W04302 10.1029/2003WR002355
    • (2004) Water Resources Research , vol.40
    • Jain, A.1    Srinivasulu, S.2
  • 29
    • 3242730331 scopus 로고    scopus 로고
    • Regional flood frequency analysis for the Gan-Ming River Basin in China
    • Jingyi Z., and Hall M.J. Regional flood frequency analysis for the Gan-Ming River Basin in China. Journal of Hydrology 296 (2004) 98-117
    • (2004) Journal of Hydrology , vol.296 , pp. 98-117
    • Jingyi, Z.1    Hall, M.J.2
  • 31
    • 0007287463 scopus 로고    scopus 로고
    • Delay time window and plateau onset of the correlation dimension for small data sets
    • Kim H.S., Eykholt R., and Salas J.D. Delay time window and plateau onset of the correlation dimension for small data sets. Physica Review E 58 5 (1998) 5676-5682
    • (1998) Physica Review E , vol.58 , Issue.5 , pp. 5676-5682
    • Kim, H.S.1    Eykholt, R.2    Salas, J.D.3
  • 33
    • 33847274127 scopus 로고    scopus 로고
    • Increase in stream temperature related to anthropogenic heat input from urban wastewater
    • Kinouchi T., Yagi H., and Miyamoto M. Increase in stream temperature related to anthropogenic heat input from urban wastewater. Journal of Hydrology 335 (2007) 78-88
    • (2007) Journal of Hydrology , vol.335 , pp. 78-88
    • Kinouchi, T.1    Yagi, H.2    Miyamoto, M.3
  • 34
    • 10244249159 scopus 로고    scopus 로고
    • Multi-layer perceptrons with Levenberg-Marquardt training algorithm for suspended sediment concentration prediction and estimation
    • Kisi O. Multi-layer perceptrons with Levenberg-Marquardt training algorithm for suspended sediment concentration prediction and estimation. Hydrological Sciences Journal 49 6 (2004) 1025-1040
    • (2004) Hydrological Sciences Journal , vol.49 , Issue.6 , pp. 1025-1040
    • Kisi, O.1
  • 36
    • 84957531174 scopus 로고
    • Micro-genetic algorithms for stationary and non-stationary function optimization
    • Krishnakumar K. Micro-genetic algorithms for stationary and non-stationary function optimization. SPIE: Intelligent Control and Adaptive Systems 1196 (1989) 289-296
    • (1989) SPIE: Intelligent Control and Adaptive Systems , vol.1196 , pp. 289-296
    • Krishnakumar, K.1
  • 37
    • 34548176313 scopus 로고    scopus 로고
    • Non-stationary regional flood frequency analysis at ungauged sites
    • 10.1016/j.jhydrol.2007.06.021
    • Leclerca M., and Ouarda T.B.M.J. Non-stationary regional flood frequency analysis at ungauged sites. Journal of Hydrology 343 (2007) 254-265 10.1016/j.jhydrol.2007.06.021
    • (2007) Journal of Hydrology , vol.343 , pp. 254-265
    • Leclerca, M.1    Ouarda, T.B.M.J.2
  • 39
    • 0000775229 scopus 로고    scopus 로고
    • Comment on "Does the river run wild? Assessing chaos in hydrological systems" by G.B
    • Liaw C., Islam M.N., Phoon K.K., and Liong S. Comment on "Does the river run wild? Assessing chaos in hydrological systems" by G.B. Psternack. Advances in Water Resources 24 (2001) 575-580
    • (2001) Psternack. Advances in Water Resources , vol.24 , pp. 575-580
    • Liaw, C.1    Islam, M.N.2    Phoon, K.K.3    Liong, S.4
  • 40
    • 0033810337 scopus 로고    scopus 로고
    • Stream temperature variation in regulated rivers: evidence for a spatial pattern in daily minimum and maximum magnitudes
    • Lowney C.L. Stream temperature variation in regulated rivers: evidence for a spatial pattern in daily minimum and maximum magnitudes. Water Resources Research 36 10 (2000) 2947-2955
    • (2000) Water Resources Research , vol.36 , Issue.10 , pp. 2947-2955
    • Lowney, C.L.1
  • 41
    • 0026302958 scopus 로고
    • The prediction of water temperatures in chalk streams from air temperatures
    • Mackey A.P., and Berrie A.D. The prediction of water temperatures in chalk streams from air temperatures. Hydrobiologia 210 (1991) 183-189
    • (1991) Hydrobiologia , vol.210 , pp. 183-189
    • Mackey, A.P.1    Berrie, A.D.2
  • 42
    • 0029663621 scopus 로고    scopus 로고
    • The use of artificial neural networks for the prediction of water quality parameters
    • Maier H.R., and Dandy G.C. The use of artificial neural networks for the prediction of water quality parameters. Water Resources Research 32 (1996) 1013-1022
    • (1996) Water Resources Research , vol.32 , pp. 1013-1022
    • Maier, H.R.1    Dandy, G.C.2
  • 43
    • 70350477339 scopus 로고    scopus 로고
    • Author's reply to comments by Fortin, V., Ouarda, T.B.M.J. and Bobee, B. on "The use of artificial neural networks for the prediction of water quality parameters" by Maier, H.R., Dandy, G.C
    • Maier H.R., and Dandy G.C. Author's reply to comments by Fortin, V., Ouarda, T.B.M.J. and Bobee, B. on "The use of artificial neural networks for the prediction of water quality parameters" by Maier, H.R., Dandy, G.C. Water Resources Research 33 10 (1997) 2425-2427
    • (1997) Water Resources Research , vol.33 , Issue.10 , pp. 2425-2427
    • Maier, H.R.1    Dandy, G.C.2
  • 44
    • 0033957764 scopus 로고    scopus 로고
    • Neural networks for the prediction and forecasting of water resources variables: a review of modelling issues and applications
    • Maier H.R., and Dandy G.C. Neural networks for the prediction and forecasting of water resources variables: a review of modelling issues and applications. Environmental Modelling and Software 15 1 (2000) 101-124
    • (2000) Environmental Modelling and Software , vol.15 , Issue.1 , pp. 101-124
    • Maier, H.R.1    Dandy, G.C.2
  • 46
    • 33748304204 scopus 로고    scopus 로고
    • Investigating transport properties and turbidity dynamics of a karst aquifer using correlation, spectral, and wavelet analysis
    • doi:10:10.1016/j.jhydrol.200602.021
    • Massei N., Dupont J.P., Mahler B.J., Laignel B., Fournier M., Valdes D., and Ogier S. Investigating transport properties and turbidity dynamics of a karst aquifer using correlation, spectral, and wavelet analysis. Journal of Hydrology 329 (2006) 244-257 doi:10:10.1016/j.jhydrol.200602.021
    • (2006) Journal of Hydrology , vol.329 , pp. 244-257
    • Massei, N.1    Dupont, J.P.2    Mahler, B.J.3    Laignel, B.4    Fournier, M.5    Valdes, D.6    Ogier, S.7
  • 47
    • 0033600008 scopus 로고    scopus 로고
    • Stream temperature/air temperature relationship: a physical interpretation
    • Mohseni O., and Stefan H.G. Stream temperature/air temperature relationship: a physical interpretation. Journal of Hydrology 218 (1999) 128-141
    • (1999) Journal of Hydrology , vol.218 , pp. 128-141
    • Mohseni, O.1    Stefan, H.G.2
  • 48
    • 33748306107 scopus 로고    scopus 로고
    • Stream-air temperature relations to classify stream-ground water interactions in a karst setting, central Pennsylvania, USA
    • O'Driscoll M.A., and DeWalle D.R. Stream-air temperature relations to classify stream-ground water interactions in a karst setting, central Pennsylvania, USA. Journal of Hydrology 329 (2006) 140-153
    • (2006) Journal of Hydrology , vol.329 , pp. 140-153
    • O'Driscoll, M.A.1    DeWalle, D.R.2
  • 49
  • 50
    • 0033451856 scopus 로고    scopus 로고
    • Does the river run wild? Assessing chaos in hydrological systems
    • Pasternack G.B. Does the river run wild? Assessing chaos in hydrological systems. Advances in Water Resources 23 (1999) 253-260
    • (1999) Advances in Water Resources , vol.23 , pp. 253-260
    • Pasternack, G.B.1
  • 51
    • 70350476752 scopus 로고    scopus 로고
    • Perez-Losada, J., 2001. A Deterministic Model for Lake Clarity: Application to Management of Lake Tahoe, California-Nevada. Dissertation, UC Davis, CA, USA.
    • Perez-Losada, J., 2001. A Deterministic Model for Lake Clarity: Application to Management of Lake Tahoe, California-Nevada. Dissertation, UC Davis, CA, USA.
  • 52
    • 0035007083 scopus 로고    scopus 로고
    • An ecological perspective on in-stream temperature: Natural heat dynamics and mechanisms of human-caused thermal degradation
    • Poole G.C., and Berman C.H. An ecological perspective on in-stream temperature: Natural heat dynamics and mechanisms of human-caused thermal degradation. Environmental Management 27 6 (2001) 787-802
    • (2001) Environmental Management , vol.27 , Issue.6 , pp. 787-802
    • Poole, G.C.1    Berman, C.H.2
  • 54
    • 10644287862 scopus 로고    scopus 로고
    • Artificial neural network technique for rainfall forecasting applied to the São Paulo region
    • Ramírez M.C.V., Velho H.F.C., and Ferreira N.J. Artificial neural network technique for rainfall forecasting applied to the São Paulo region. Journal of Hydrology 301 (2005) 146-162
    • (2005) Journal of Hydrology , vol.301 , pp. 146-162
    • Ramírez, M.C.V.1    Velho, H.F.C.2    Ferreira, N.J.3
  • 55
    • 0034174354 scopus 로고    scopus 로고
    • Neural networks for agrichemical vulnerability assessment of rural private wells
    • Ray C., and Klindworth K.K. Neural networks for agrichemical vulnerability assessment of rural private wells. Journal of Hydrologic Engineering 5 2 (2000) 162-171
    • (2000) Journal of Hydrologic Engineering , vol.5 , Issue.2 , pp. 162-171
    • Ray, C.1    Klindworth, K.K.2
  • 56
    • 56049111484 scopus 로고    scopus 로고
    • Technical Report CA-NV, California Regional Water Quality Control Board, Lahontan Region, CA, USA
    • Roberts, D.M., Reuter, J.E., 2007. Lake Tahoe Total Maximum Daily Load, Technical Report CA-NV, California Regional Water Quality Control Board, Lahontan Region, CA, USA.
    • (2007) Lake Tahoe Total Maximum Daily Load
    • Roberts, D.M.1    Reuter, J.E.2
  • 57
    • 8744281343 scopus 로고    scopus 로고
    • Streamflow and Water Quality Data for Selected Watersheds in the Lake Tahoe Basin, California and Nevada, through September 1998
    • 02-4030, Carson City, NV. 117p
    • Rowe, T.G., Saleh, D.K., Watkins, S.A., Kratzer, C.R., 2002. Streamflow and Water Quality Data for Selected Watersheds in the Lake Tahoe Basin, California and Nevada, through September 1998. US Geological Survey Water Resources Investigations Report 02-4030, Carson City, NV. 117p.
    • (2002) US Geological Survey Water Resources Investigations Report
    • Rowe, T.G.1    Saleh, D.K.2    Watkins, S.A.3    Kratzer, C.R.4
  • 58
    • 28844470729 scopus 로고    scopus 로고
    • Flow forecasting for a Hawaiian stream using rating curves and neural networks
    • Sahoo G.B., and Ray C. Flow forecasting for a Hawaiian stream using rating curves and neural networks. Journal of hydrology 317 (2006) 63-80
    • (2006) Journal of hydrology , vol.317 , pp. 63-80
    • Sahoo, G.B.1    Ray, C.2
  • 59
    • 33747889741 scopus 로고    scopus 로고
    • Predicting flux decline in cross-flow membranes using artificial neural networks and genetic algorithms
    • Sahoo G.B., and Ray C. Predicting flux decline in cross-flow membranes using artificial neural networks and genetic algorithms. Journal of Membrane Science 283 (2006) 147-157
    • (2006) Journal of Membrane Science , vol.283 , pp. 147-157
    • Sahoo, G.B.1    Ray, C.2
  • 60
    • 34249909487 scopus 로고    scopus 로고
    • Reply to comments made by W. Sha on "Flow forecasting for a Hawaii stream using rating curves and neural networks"
    • 10.1016/j.jhydrol.2007.04.004
    • Sahoo G.B., and Ray C. Reply to comments made by W. Sha on "Flow forecasting for a Hawaii stream using rating curves and neural networks". Journal of Hydrology 340 (2007) 122-127 10.1016/j.jhydrol.2007.04.004
    • (2007) Journal of Hydrology , vol.340 , pp. 122-127
    • Sahoo, G.B.1    Ray, C.2
  • 62
    • 46149092775 scopus 로고    scopus 로고
    • Micro-genetic algorithms and artificial neural networks to assess minimum data requirements for prediction of pesticide concentrations in shallow groundwater on a regional scale
    • 10.1029/2007WR005875
    • Sahoo G.B., and Ray C. Micro-genetic algorithms and artificial neural networks to assess minimum data requirements for prediction of pesticide concentrations in shallow groundwater on a regional scale. Water Resources Research 44 (2008) W05414 10.1029/2007WR005875
    • (2008) Water Resources Research , vol.44
    • Sahoo, G.B.1    Ray, C.2
  • 65
    • 34249898039 scopus 로고    scopus 로고
    • A simple neural network model for the determination of aquifer parameters
    • Samani N., Gohari-Moghadam M., and Safavi A.A. A simple neural network model for the determination of aquifer parameters. Journal of Hydrology 340 (2007) 1-11
    • (2007) Journal of Hydrology , vol.340 , pp. 1-11
    • Samani, N.1    Gohari-Moghadam, M.2    Safavi, A.A.3
  • 66
    • 0037186381 scopus 로고    scopus 로고
    • A phase-space reconstruction approach to prediction of suspended sediment concentration in rivers
    • Sivakumar B. A phase-space reconstruction approach to prediction of suspended sediment concentration in rivers. Journal of Hydrology 258 (2002) 149-162
    • (2002) Journal of Hydrology , vol.258 , pp. 149-162
    • Sivakumar, B.1
  • 67
    • 0000779360 scopus 로고
    • Detecting strange attractors in turbulence
    • Dynamic Systems and Turbulence. Rand D.A., and Young L.S. (Eds), Springer, Berlin
    • Takens F. Detecting strange attractors in turbulence. In: Rand D.A., and Young L.S. (Eds). Dynamic Systems and Turbulence. Lecture Notes in Mathematics 898 (1981), Springer, Berlin 366-381
    • (1981) Lecture Notes in Mathematics , vol.898 , pp. 366-381
    • Takens, F.1
  • 68
    • 70350487064 scopus 로고    scopus 로고
    • The MathWorks Inc, 2005. MATLAB Version 7.1, 3 Apple Hill Drive, Natick, Massachusetts, USA
    • The MathWorks Inc., 2005. MATLAB Version 7.1, 3 Apple Hill Drive, Natick, Massachusetts, USA.
  • 69
    • 33646547633 scopus 로고    scopus 로고
    • Forecasting daily streamflow using hybrid ANN models
    • 10.1016/j.jhydrol.2005.09.032
    • Wang W., Pieter H.A.J.M., Gelder V., Vrijling J.K., and Ma J. Forecasting daily streamflow using hybrid ANN models. Journal of Hydrology 324 (2006) 383-399 10.1016/j.jhydrol.2005.09.032
    • (2006) Journal of Hydrology , vol.324 , pp. 383-399
    • Wang, W.1    Pieter, H.A.J.M.2    Gelder, V.3    Vrijling, J.K.4    Ma, J.5


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