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Volumn 17, Issue 2, 2003, Pages 265-277

Checking a process-based catchment model by artificial neural networks

Author keywords

Artificial neural network; Dissolved silica; Model validation; Rainfall runoff modelling; Runoff generation; TAC model

Indexed keywords

MOISTURE; NEURAL NETWORKS; RUNOFF; SILICA;

EID: 0037442430     PISSN: 08856087     EISSN: None     Source Type: Journal    
DOI: 10.1002/hyp.1123     Document Type: Article
Times cited : (8)

References (53)
  • 1
    • 0028667741 scopus 로고
    • The role of soil water in stormflow generation in a forested headwater catchment: Synthesis of natural tracer and hydrometric evidence
    • Bazemore DE, Eshleman KN, Hollenbeck KJ. 1994. The role of soil water in stormflow generation in a forested headwater catchment: synthesis of natural tracer and hydrometric evidence. Journal of Hydrology 162: 47-75.
    • (1994) Journal of Hydrology , vol.162 , pp. 47-75
    • Bazemore, D.E.1    Eshleman, K.N.2    Hollenbeck, K.J.3
  • 2
    • 0034441541 scopus 로고    scopus 로고
    • The sensitivity of catchment runoff models to rainfall data at different spatial scales
    • Bell VA, Moore RJ. 2000. The sensitivity of catchment runoff models to rainfall data at different spatial scales. Hydrology and Earth System Sciences 4: 653-667.
    • (2000) Hydrology and Earth System Sciences , vol.4 , pp. 653-667
    • Bell, V.A.1    Moore, R.J.2
  • 3
    • 0003235818 scopus 로고
    • Development and application of a conceptual runoff model for Scandinavian catchments
    • Norrköping, Sweden
    • Bergström S. 1976. Development and application of a conceptual runoff model for Scandinavian catchments. SMHI, Report No. RHO 7, Norrköping, Sweden.
    • (1976) SMHI, Report No. RHO 7
    • Bergström, S.1
  • 4
    • 0027788553 scopus 로고
    • Prophecy, reality and uncertainty in distributed hydrological modelling
    • Beven KJ. 1993. Prophecy, reality and uncertainty in distributed hydrological modelling. Advances in Water Resources 16: 41-51.
    • (1993) Advances in Water Resources , vol.16 , pp. 41-51
    • Beven, K.J.1
  • 5
    • 0034896615 scopus 로고    scopus 로고
    • How far can we go in distributed hydrological modelling?
    • Beven KJ. 2001. How far can we go in distributed hydrological modelling? Hydrology and Earth Systems Sciences 5: 1-12.
    • (2001) Hydrology and Earth Systems Sciences , vol.5 , pp. 1-12
    • Beven, K.J.1
  • 6
    • 0001331625 scopus 로고    scopus 로고
    • Scaling in hydrology
    • Blöschl G. 2001. Scaling in hydrology. Hydrological Processes 15(4): 709-711.
    • (2001) Hydrological Processes , vol.15 , Issue.4 , pp. 709-711
    • Blöschl, G.1
  • 7
    • 0032144022 scopus 로고    scopus 로고
    • Selected challenges in runoff generation research in forests from the hillslope to headwater drainage basin scale
    • Bonell M. 1998. Selected challenges in runoff generation research in forests from the hillslope to headwater drainage basin scale. Journal of the American Water Resources Association 34(4): 765-785.
    • (1998) Journal of the American Water Resources Association , vol.34 , Issue.4 , pp. 765-785
    • Bonell, M.1
  • 8
    • 0032950117 scopus 로고    scopus 로고
    • Capabilities and limitations of detailed hillslope hydrological modelling
    • Bronstert A. 2000. Capabilities and limitations of detailed hillslope hydrological modelling. Hydrological Processes 13(1): 21-48.
    • (2000) Hydrological Processes , vol.13 , Issue.1 , pp. 21-48
    • Bronstert, A.1
  • 9
    • 0028190458 scopus 로고
    • Isotope hydrograph separations and rapid delivery of pre-event water from drainage basins
    • Buttle JM, 1994. Isotope hydrograph separations and rapid delivery of pre-event water from drainage basins. Progress in Physical Geography 18(1): 16-41.
    • (1994) Progress in Physical Geography , vol.18 , Issue.1 , pp. 16-41
    • Buttle, J.M.1
  • 11
    • 0025571670 scopus 로고
    • Modelling streamwater chemistry as a mixture of soilwater end-members-A step towards second-generation acidification models
    • Christophersen NC, Neal C, Hooper RP, Vogt RD, Andersen S. 1990. Modelling streamwater chemistry as a mixture of soilwater end-members-a step towards second-generation acidification models. Journal of Hydrology 116: 307-320.
    • (1990) Journal of Hydrology , vol.116 , pp. 307-320
    • Christophersen, N.C.1    Neal, C.2    Hooper, R.P.3    Vogt, R.D.4    Andersen, S.5
  • 12
    • 26444565569 scopus 로고
    • Finding structure in time
    • Elman JL. 1990. Finding structure in time. Cognitive Science 14: 179-211.
    • (1990) Cognitive Science , vol.14 , pp. 179-211
    • Elman, J.L.1
  • 13
    • 0031898095 scopus 로고    scopus 로고
    • On constraining the predictions of a distributed model: The incorporation of fuzzy estimates of saturated areas into the calibration process
    • Franks S, Gineste P, Beven KJ, Merot P. 1998. On constraining the predictions of a distributed model: the incorporation of fuzzy estimates of saturated areas into the calibration process. Water Resources Research 34(4): 787-797.
    • (1998) Water Resources Research , vol.34 , Issue.4 , pp. 787-797
    • Franks, S.1    Gineste, P.2    Beven, K.J.3    Merot, P.4
  • 15
    • 0034702917 scopus 로고    scopus 로고
    • Runoff analysis in humid forest catchment with artificial neural network
    • Gautam MR, Watanabe K, Saegusa H. 2000. Runoff analysis in humid forest catchment with artificial neural network. Journal of Hydrology 235: 117-136.
    • (2000) Journal of Hydrology , vol.235 , pp. 117-136
    • Gautam, M.R.1    Watanabe, K.2    Saegusa, H.3
  • 17
    • 0032232866 scopus 로고    scopus 로고
    • Estimation of saturation excess overland flow areas-Comparison of topographic index calculations with field mapping
    • Diekkrüger B, Kirkby MJ, Schröder U (eds). IAHS Publication 254. IAHS: Wallingford
    • Güntner A, Uhlenbrook S, Seibert J, Leibundgut Ch. 1999b. Estimation of saturation excess overland flow areas-comparison of topographic index calculations with field mapping. In Regionalization in Hydrology. Diekkrüger B, Kirkby MJ, Schröder U (eds). IAHS Publication 254. IAHS: Wallingford; 203-210.
    • (1999) Regionalization in Hydrology , pp. 203-210
    • Güntner, A.1    Uhlenbrook, S.2    Seibert, J.3    Leibundgut, Ch.4
  • 18
    • 0027038056 scopus 로고
    • Physically based hydrologic modeling, 2. Is the concept realistic?
    • Grayson RB, Moore ID, McMahon TA, 1992. Physically based hydrologic modeling, 2. Is the concept realistic? Water Resources Research 26: 2659-2666.
    • (1992) Water Resources Research , vol.26 , pp. 2659-2666
    • Grayson, R.B.1    Moore, I.D.2    McMahon, T.A.3
  • 19
    • 0028667076 scopus 로고
    • Examining the contributions of glacial till water to storm runoff using two- and three-component hydrograph separations
    • Hinton MJ, Schiff SL, English MC. 1994. Examining the contributions of glacial till water to storm runoff using two- and three-component hydrograph separations. Water Resources Research 30: 983-993.
    • (1994) Water Resources Research , vol.30 , pp. 983-993
    • Hinton, M.J.1    Schiff, S.L.2    English, M.C.3
  • 20
    • 0034037795 scopus 로고    scopus 로고
    • Hydrograph separation in a mountainous catchment-Combining hydrochemical and isotopic tracers
    • Hoeg S, Uhlenbrook S, Leibundgut Ch. 2000. Hydrograph separation in a mountainous catchment-combining hydrochemical and isotopic tracers. Hydrological Processes 14(7): 1199-1216.
    • (2000) Hydrological Processes , vol.14 , Issue.7 , pp. 1199-1216
    • Hoeg, S.1    Uhlenbrook, S.2    Leibundgut, Ch.3
  • 21
    • 0036094322 scopus 로고    scopus 로고
    • Groundwater runoff separation-Test of applicability of a simple separation method under varying natural conditions
    • Holko L, Herrmann A, Uhlenbrook S, Pfister L, Querner EP. 2002. Groundwater runoff separation-test of applicability of a simple separation method under varying natural conditions. IAHS Publication 274: 265-272.
    • (2002) IAHS Publication , vol.274 , pp. 265-272
    • Holko, L.1    Herrmann, A.2    Uhlenbrook, S.3    Pfister, L.4    Querner, E.P.5
  • 22
    • 0022783618 scopus 로고
    • A comparison of chemical and isotopic hydrograph separation
    • Hooper RP, Shoemaker CA. 1986. A comparison of chemical and isotopic hydrograph separation. Water Resources Research 22(10): 1444-1454.
    • (1986) Water Resources Research , vol.22 , Issue.10 , pp. 1444-1454
    • Hooper, R.P.1    Shoemaker, C.A.2
  • 23
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • Hornik K, Stinchcombe M, White H. 1989. Multilayer feedforward networks are universal approximators. Neural Networks 2: 359-366.
    • (1989) Neural Networks , vol.2 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 24
    • 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 Resources Research 31: 2517-2530.
    • (1995) Water Resources Research , vol.31 , pp. 2517-2530
    • Hsu, K.1    Gupta, H.V.2    Sorooshian, S.3
  • 25
    • 0034641121 scopus 로고    scopus 로고
    • River flow prediction using artificial neural networks: Generalisation beyond the calibration range
    • Imrie CE, Durucan S, Korre A. 2000. River flow prediction using artificial neural networks: generalisation beyond the calibration range. Journal of Hydrology 233: 138-153.
    • (2000) Journal of Hydrology , vol.233 , pp. 138-153
    • Imrie, C.E.1    Durucan, S.2    Korre, A.3
  • 26
    • 0027790160 scopus 로고
    • How much complexity is warranted in a rainfall-runoff model?
    • Jakeman AJ, Hornberger GM, 1993. How much complexity is warranted in a rainfall-runoff model? Water Resources Research 29: 2637-2649.
    • (1993) Water Resources Research , vol.29 , pp. 2637-2649
    • Jakeman, A.J.1    Hornberger, G.M.2
  • 27
    • 0031748081 scopus 로고    scopus 로고
    • Assessment of hydrologic parameter uncertainty and the worth of data
    • Kuczera G, Mroczkowski M. 1998. Assessment of hydrologic parameter uncertainty and the worth of data. Water Resources Research 34(6): 1481-1489.
    • (1998) Water Resources Research , vol.34 , Issue.6 , pp. 1481-1489
    • Kuczera, G.1    Mroczkowski, M.2
  • 28
    • 0035282702 scopus 로고    scopus 로고
    • 4 in the runoff of a forested catchment using artificial neural networks
    • 4 in the runoff of a forested catchment using artificial neural networks. Journal of Hydrology 243: 31-42.
    • (2001) Journal of Hydrology , vol.243 , pp. 31-42
    • Lischeid, G.1
  • 29
    • 0035110876 scopus 로고    scopus 로고
    • Investigating trends of hydrochemical time series of small catchments by artificial neural networks
    • Lischeid G. 2001b. Investigating trends of hydrochemical time series of small catchments by artificial neural networks. Physics and Chemistry of the Earth, Part B 26(1): 15-18.
    • (2001) Physics and Chemistry of the Earth , vol.26 , Issue.1 PART B , pp. 15-18
    • Lischeid, G.1
  • 30
    • 0034737033 scopus 로고    scopus 로고
    • A study of optimal model lag and spatial inputs to artificial neural network for rainfall forecasting
    • Luk KC, Ball JE, Sharma A. 2000. A study of optimal model lag and spatial inputs to artificial neural network for rainfall forecasting. Journal of Hydrology 227: 56-65.
    • (2000) Journal of Hydrology , vol.227 , pp. 56-65
    • Luk, K.C.1    Ball, J.E.2    Sharma, A.3
  • 31
    • 0029663621 scopus 로고    scopus 로고
    • The use of artificial neural networks for the prediction of water quality parameters
    • Maier HR, Dandy GC. 1996. The use of artificial neural networks for the prediction of water quality parameters. Water Resources Research 32: 1013-1022.
    • (1996) Water Resources Research , vol.32 , pp. 1013-1022
    • Maier, H.R.1    Dandy, G.C.2
  • 32
    • 0002858050 scopus 로고    scopus 로고
    • Lumped parameter models for interpretation of environmental tracer data
    • Maloszewski P, Zuber A. 1996. Lumped parameter models for interpretation of environmental tracer data. In IAEA TECDOC 910: 9-58.
    • (1996) IAEA TECDOC 910 , pp. 9-58
    • Maloszewski, P.1    Zuber, A.2
  • 33
    • 0025584494 scopus 로고
    • A rationale for old water discharge through macropores in a steep, humid catchment
    • McDonnell JJ. 1990. A rationale for old water discharge through macropores in a steep, humid catchment. Water Resources Research 26: 2821-2832.
    • (1990) Water Resources Research , vol.26 , pp. 2821-2832
    • McDonnell, J.J.1
  • 34
    • 0013343784 scopus 로고    scopus 로고
    • Verwendung von tracerhydrologischen Ansätzen in der Niederschlags-Abfluß-Modellierung
    • University of Freiburg
    • Mehlhorn J. 1999. Verwendung von tracerhydrologischen Ansätzen in der Niederschlags-Abfluß-Modellierung (Use of tracer hydrological approaches in rainfall runoff modelling). Freiburger Schriften zur Hydrologie, 8. University of Freiburg: 148.
    • (1999) Freiburger Schriften zur Hydrologie , vol.8 , pp. 148
    • Mehlhorn, J.1
  • 35
    • 0032311058 scopus 로고    scopus 로고
    • Determination of the geomorphological instantaneous unit hydrograph using tracer experiments in a headwater basin
    • Kovar K, Tappeiner U, Peters NE, Craig RG (eds). IAHS Publication 248. IAHS: Wallingford
    • Mehlhorn J, Armbruster F, Uhlenbrook S, Leibundgut Ch. 1998. Determination of the geomorphological instantaneous unit hydrograph using tracer experiments in a headwater basin. In Hydrology, Water Resources and Ecology in Headwaters, Kovar K, Tappeiner U, Peters NE, Craig RG (eds). IAHS Publication 248. IAHS: Wallingford: 327-335.
    • (1998) Hydrology, Water Resources and Ecology in Headwaters , pp. 327-335
    • Mehlhorn, J.1    Armbruster, F.2    Uhlenbrook, S.3    Leibundgut, Ch.4
  • 37
    • 0014776873 scopus 로고
    • River flow forecasting through conceptual models, 1. A discussion of principles
    • Nash JE, Sutcliffe JV. 1970. River flow forecasting through conceptual models, 1. A discussion of principles. Journal of Hydrology 10: 282-290.
    • (1970) Journal of Hydrology , vol.10 , pp. 282-290
    • Nash, J.E.1    Sutcliffe, J.V.2
  • 38
    • 0028763687 scopus 로고
    • Verification, validation, and confirmation of numerical models in the earth sciences
    • Oreskes N, Shrader-Frechette K, Belitz K. 1994. Verification, validation, and confirmation of numerical models in the earth sciences. Science 263: 641-646.
    • (1994) Science , vol.263 , pp. 641-646
    • Oreskes, N.1    Shrader-Frechette, K.2    Belitz, K.3
  • 39
    • 0014491957 scopus 로고
    • Determination of the groundwater component of peak discharge from the chemistry of total runoff
    • Pinder GF, Jones JF, 1969. Determination of the groundwater component of peak discharge from the chemistry of total runoff. Water Resources Research 5: 438-445.
    • (1969) Water Resources Research , vol.5 , pp. 438-445
    • Pinder, G.F.1    Jones, J.F.2
  • 42
    • 0034983760 scopus 로고    scopus 로고
    • Modeling transport of dissolved silica in a forested headwater catchment: Implications for defining the hydrochemical response of observed flow pathways
    • Scanlon TM, Raffensperger JP, Hornberger GM. 2001. Modeling transport of dissolved silica in a forested headwater catchment: implications for defining the hydrochemical response of observed flow pathways. Water Resources Research 37(4): 1071-1082.
    • (2001) Water Resources Research , vol.37 , Issue.4 , pp. 1071-1082
    • Scanlon, T.M.1    Raffensperger, J.P.2    Hornberger, G.M.3
  • 43
    • 0033763795 scopus 로고    scopus 로고
    • Multi-criteria calibration of a conceptual runoff model using a generic algorithm
    • Seibert J. 2000. Multi-criteria calibration of a conceptual runoff model using a generic algorithm. Hydrology and Earth System Sciences 4(2): 215-224.
    • (2000) Hydrology and Earth System Sciences , vol.4 , Issue.2 , pp. 215-224
    • Seibert, J.1
  • 44
    • 0013394082 scopus 로고    scopus 로고
    • On the need for benchmarks in hydrological modelling
    • Seibert J. 2001. On the need for benchmarks in hydrological modelling. Hydrological Processes 15(6): 1063-1064.
    • (2001) Hydrological Processes , vol.15 , Issue.6 , pp. 1063-1064
    • Seibert, J.1
  • 45
    • 0034298821 scopus 로고    scopus 로고
    • Effects of experimental uncertainty on the calculation of hillslope flow paths
    • Sherlock MD, Chappell NA, McDonnell JJ. 2000. Effects of experimental uncertainty on the calculation of hillslope flow paths. Hydrological Processes 14(14): 2457-2471.
    • (2000) Hydrological Processes , vol.14 , Issue.14 , pp. 2457-2471
    • Sherlock, M.D.1    Chappell, N.A.2    McDonnell, J.J.3
  • 46
    • 0004260946 scopus 로고    scopus 로고
    • Untersuchung und Modellierung der Ablußbildung in einem mesoskaligen Einzugsgebiet
    • University of Freiburg, Germany: (in German)
    • Uhlenbrook S. 1999. Untersuchung und Modellierung der Ablußbildung in einem mesoskaligen Einzugsgebiet (Examination and modeling of the runoff generation in a mesoscale basin). Freiburger Schriften zur Hydrologie, 10. University of Freiburg. Germany: 202 (in German).
    • (1999) Freiburger Schriften zur Hydrologie , vol.10 , pp. 202
    • Uhlenbrook, S.1
  • 47
    • 0033372436 scopus 로고    scopus 로고
    • Integration of tracer information into the development of a rainfall-runoff model
    • Leibundgut Ch, McDonnell J, Schultz G (eds). IAHS Publication 258, IAHS: Wallingford
    • Uhlenbrook S, Leibundgut Ch. 1999. Integration of tracer information into the development of a rainfall-runoff model. In Integrated Methods in Catchment Hydrology-Tracer, Remote Sensing and New Hydrometric Techniques, Leibundgut Ch, McDonnell J, Schultz G (eds). IAHS Publication 258, IAHS: Wallingford; 93-100.
    • (1999) Integrated Methods in Catchment Hydrology-Tracer, Remote Sensing and New Hydrometric Techniques , pp. 93-100
    • Uhlenbrook, S.1    Leibundgut, Ch.2
  • 48
    • 0037083582 scopus 로고    scopus 로고
    • Process-oriented catchment modelling and multiple-response validation
    • Uhlenbrook S, Leibundgut Ch. 2002. Process-oriented catchment modelling and multiple-response validation. Hydrological Processes 16: 423-440.
    • (2002) Hydrological Processes , vol.16 , pp. 423-440
    • Uhlenbrook, S.1    Leibundgut, Ch.2
  • 49
    • 0036592321 scopus 로고    scopus 로고
    • Residence time based hydrograph separations in a meso-scale mountainous basin at event and seasonal time scales
    • Uhlenbrook S, Frey M, Leibundgut Ch, Maloszewski P. 2002. Residence time based hydrograph separations in a meso-scale mountainous basin at event and seasonal time scales. Water Resources Research 38: 1-14.
    • (2002) Water Resources Research , vol.38 , pp. 1-14
    • Uhlenbrook, S.1    Frey, M.2    Leibundgut, Ch.3    Maloszewski, P.4
  • 51
    • 0002868315 scopus 로고
    • Rate control of weathering of silicate minerals at room temperature and pressure
    • Lerman A, Meybeck M (eds). NATO ASI Series. Kluwer Academic Publishers: Dordrecht
    • Wollast R, Chou L. 1988. Rate control of weathering of silicate minerals at room temperature and pressure. In: Physical and Chemical Weathering in Geochemical Cycles, Lerman A, Meybeck M (eds). NATO ASI Series. Kluwer Academic Publishers: Dordrecht; 11-32.
    • (1988) Physical and Chemical Weathering in Geochemical Cycles , pp. 11-32
    • Wollast, R.1    Chou, L.2
  • 52
    • 0033019602 scopus 로고    scopus 로고
    • Short term streamflow forecasting using artificial neural networks
    • Zealand CM, Burn DH, Simonovic SP. 1999. Short term streamflow forecasting using artificial neural networks. Journal of Hydrology 214: 32-48.
    • (1999) Journal of Hydrology , vol.214 , pp. 32-48
    • Zealand, C.M.1    Burn, D.H.2    Simonovic, S.P.3


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