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Volumn 34, Issue 5, 2011, Pages 562-576

The role of hydrological modelling uncertainties in climate change impact assessments of Irish river catchments

Author keywords

BMA; Climate change; GLUE; Ireland; Rainfall runoff model; Uncertainty

Indexed keywords

BAYESIAN MODEL AVERAGING; BMA; CATCHMENT SCALE; CLIMATE CHANGE IMPACT; CLIMATE SCENARIOS; EMISSION SCENARIO; GAMMA DISTRIBUTION; HETEROSCEDASTIC; HYDROLOGICAL IMPACTS; HYDROLOGICAL MODELLING; HYDROLOGICAL MODELS; IMPACT ASSESSMENTS; IMPACT STUDY; IRELAND; MULTI-MODEL; RAINFALL-RUNOFF MODEL; RAINFALL-RUNOFF MODELS; RIVER CATCHMENT; STRUCTURAL UNCERTAINTY; UNCERTAINTY; UNCERTAINTY ESTIMATION;

EID: 79954834257     PISSN: 03091708     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advwatres.2011.01.008     Document Type: Article
Times cited : (202)

References (56)
  • 1
    • 33847624519 scopus 로고    scopus 로고
    • An integrated hydrologic Bayesian multimodel combination framework: confronting input, parameter, and model structural uncertainty in hydrologic prediction
    • Ajami N.K., Duan Q., Sorooshian S. An integrated hydrologic Bayesian multimodel combination framework: confronting input, parameter, and model structural uncertainty in hydrologic prediction. Water Resour Res 2007, 43:W01403. 10.1029/2005WR004745.
    • (2007) Water Resour Res , vol.43
    • Ajami, N.K.1    Duan, Q.2    Sorooshian, S.3
  • 3
    • 0342376769 scopus 로고
    • Hydrological impacts of climate change
    • Blackwell, Oxford
    • Arnell N.W. Hydrological impacts of climate change. The rivers handbook 1994, vol. 2:173-185. Blackwell, Oxford.
    • (1994) The rivers handbook , vol.2 , pp. 173-185
    • Arnell, N.W.1
  • 4
    • 4143114646 scopus 로고    scopus 로고
    • Application of TOPNET in the distributed model intercomparison project
    • Bandaragoda C., Tarboton D.G., Woods R. Application of TOPNET in the distributed model intercomparison project. J Hydrol 2004, 298:178-201.
    • (2004) J Hydrol , vol.298 , pp. 178-201
    • Bandaragoda, C.1    Tarboton, D.G.2    Woods, R.3
  • 5
    • 0027009437 scopus 로고
    • The future of distributed models: model calibration and uncertainty prediction
    • Beven K., Binley A.M. The future of distributed models: model calibration and uncertainty prediction. Hydrol Process 1992, 6:279-298.
    • (1992) Hydrol Process , vol.6 , pp. 279-298
    • Beven, K.1    Binley, A.M.2
  • 6
    • 0031182317 scopus 로고    scopus 로고
    • TOPMODEL: a critique
    • Beven K. TOPMODEL: a critique. Hydrol Process 1997, 11:1069-1085.
    • (1997) Hydrol Process , vol.11 , pp. 1069-1085
    • Beven, K.1
  • 8
    • 67049137556 scopus 로고    scopus 로고
    • Towards a coherent philosophy for modelling the environment
    • Beven K. Towards a coherent philosophy for modelling the environment. Proc Roy Soc Lond A 2002, 458(2026):2465-2484.
    • (2002) Proc Roy Soc Lond A , vol.458 , Issue.2026 , pp. 2465-2484
    • Beven, K.1
  • 9
    • 3042563779 scopus 로고    scopus 로고
    • Response to " Emergence of a new kind of relativism in environmental modelling: a commentary"
    • Beven K. Response to " Emergence of a new kind of relativism in environmental modelling: a commentary" Proc Roy Soc Lond 2004, A460:2147-2151.
    • (2004) Proc Roy Soc Lond , vol.A460 , pp. 2147-2151
    • Beven, K.1
  • 11
    • 79954951526 scopus 로고    scopus 로고
    • Multicriteria calibration of hydrological models. PhD dissertation. Tucson, AZ: Department of Hydrology and Water Resources, University of Arizona
    • Boyle D. Multicriteria calibration of hydrological models. PhD dissertation. Tucson, AZ: Department of Hydrology and Water Resources, University of Arizona; 2001.
    • (2001)
    • Boyle, D.1
  • 12
    • 4143079295 scopus 로고    scopus 로고
    • An evaluation of the impact of model structure on hydrological modelling uncertainty for streamflow prediction
    • Butts M.B., Payne J.T., Kristensen M., Madsen H. An evaluation of the impact of model structure on hydrological modelling uncertainty for streamflow prediction. J Hydrol 2004, 298:242-266.
    • (2004) J Hydrol , vol.298 , pp. 242-266
    • Butts, M.B.1    Payne, J.T.2    Kristensen, M.3    Madsen, H.4
  • 13
    • 0034465796 scopus 로고    scopus 로고
    • Flood frequency estimation under climate change (with uncertainty)
    • Cameron D., Beven K., Naden P. Flood frequency estimation under climate change (with uncertainty). Hydrol Earth Syst Sci 2000, 4(3):393-405.
    • (2000) Hydrol Earth Syst Sci , vol.4 , Issue.3 , pp. 393-405
    • Cameron, D.1    Beven, K.2    Naden, P.3
  • 14
    • 0022923351 scopus 로고
    • Estimation of aquifer parameters under transient and steady-state conditions
    • Carrera J., Neuman S.P. Estimation of aquifer parameters under transient and steady-state conditions. Water Resour Res 1986, 22(2):199-242.
    • (1986) Water Resour Res , vol.22 , Issue.2 , pp. 199-242
    • Carrera, J.1    Neuman, S.P.2
  • 15
    • 0032939324 scopus 로고    scopus 로고
    • A calibration procedure using TOPMODEL to determine suitability for evaluating potential climate change effects on water yield
    • Dietterick B.C., Lynch J.A., Corbett E.S. A calibration procedure using TOPMODEL to determine suitability for evaluating potential climate change effects on water yield. J Am Water Resour Assoc 1999, 35(2):457-468.
    • (1999) J Am Water Resour Assoc , vol.35 , Issue.2 , pp. 457-468
    • Dietterick, B.C.1    Lynch, J.A.2    Corbett, E.S.3
  • 16
    • 33847274843 scopus 로고    scopus 로고
    • Multi-model ensemble hydrologic prediction using Bayesian model averaging
    • Duan Q., Ajami N.K., Gao X., Sorooshian S. Multi-model ensemble hydrologic prediction using Bayesian model averaging. Adv Water Resour 2007, 30(5):1371-1386.
    • (2007) Adv Water Resour , vol.30 , Issue.5 , pp. 1371-1386
    • Duan, Q.1    Ajami, N.K.2    Gao, X.3    Sorooshian, S.4
  • 17
    • 37249040503 scopus 로고    scopus 로고
    • Statistical downscaling of precipitation for a selection of sites in Ireland employing a generalised linear modelling approach
    • Fealy R., Sweeney J. Statistical downscaling of precipitation for a selection of sites in Ireland employing a generalised linear modelling approach. Int J Climatol 2007, 27:2089-2094.
    • (2007) Int J Climatol , vol.27 , pp. 2089-2094
    • Fealy, R.1    Sweeney, J.2
  • 18
    • 44949130824 scopus 로고    scopus 로고
    • Statistical downscaling of temperature, radiation and potential evapotranspiration to produce a multiple GCM ensemble mean for a selection of sites in Ireland
    • Fealy R., Sweeney J. Statistical downscaling of temperature, radiation and potential evapotranspiration to produce a multiple GCM ensemble mean for a selection of sites in Ireland. Irish Geogr 2008, 41(1):1-27.
    • (2008) Irish Geogr , vol.41 , Issue.1 , pp. 1-27
    • Fealy, R.1    Sweeney, J.2
  • 19
    • 0030497366 scopus 로고    scopus 로고
    • Physical interpretation and sensitivity analysis of the TOPMODEL
    • 1002/joc.1506
    • Franchini M., Wendling J., Obled C., Todini E. Physical interpretation and sensitivity analysis of the TOPMODEL. J Hydrol 1996, 175(1):293-338. 1002/joc.1506.
    • (1996) J Hydrol , vol.175 , Issue.1 , pp. 293-338
    • Franchini, M.1    Wendling, J.2    Obled, C.3    Todini, E.4
  • 20
    • 0029659801 scopus 로고    scopus 로고
    • Bayesian uncertainty in runoff prediction and the value of data: an application of the GLUE approach
    • Freer J., Beven K., Ambroise B. Bayesian uncertainty in runoff prediction and the value of data: an application of the GLUE approach. Water Resour Res 1996, 32:2163-2173.
    • (1996) Water Resour Res , vol.32 , pp. 2163-2173
    • Freer, J.1    Beven, K.2    Ambroise, B.3
  • 21
    • 0037092719 scopus 로고    scopus 로고
    • Calculation of average, uncertainty range, and reliability of regional climate changes from AOGCM simulations via the " reliability ensemble averaging" (REA) method
    • Giorgi F., Mearns L.O. Calculation of average, uncertainty range, and reliability of regional climate changes from AOGCM simulations via the " reliability ensemble averaging" (REA) method. J Climate 2002, 15:1141-1158.
    • (2002) J Climate , vol.15 , pp. 1141-1158
    • Giorgi, F.1    Mearns, L.O.2
  • 22
    • 79954691719 scopus 로고    scopus 로고
    • Model calibration and uncertainty estimation. In: Anderson MG, editor. Chichester, UK: John Wiley and Sons
    • Gupta H, Beven K, Wagener T. Model calibration and uncertainty estimation. In: Anderson MG, editor. Chichester, UK: John Wiley and Sons; 2003.
    • (2003)
    • Gupta, H.1    Beven, K.2    Wagener, T.3
  • 23
    • 33745968013 scopus 로고    scopus 로고
    • Assessment of climate-change impacts on alpine discharge regimes with climate model uncertainty
    • Horton P., Schaefli B., Mezghani A., Hingray B., Musy A. Assessment of climate-change impacts on alpine discharge regimes with climate model uncertainty. Hydrol Process 2006, 20:2091-2109. 10.1002/ hyp.6197.
    • (2006) Hydrol Process , vol.20 , pp. 2091-2109
    • Horton, P.1    Schaefli, B.2    Mezghani, A.3    Hingray, B.4    Musy, A.5
  • 24
    • 33947198706 scopus 로고    scopus 로고
    • Comparison of hydrological impacts of climate change simulated by six hydrological models in the Dongjiang Basin, South China
    • Jiang T., Chen Y.D., Xu C.-Y., Chen X., Chen X., Singh V.P. Comparison of hydrological impacts of climate change simulated by six hydrological models in the Dongjiang Basin, South China. J Hydrol 2007, 336:316-333.
    • (2007) J Hydrol , vol.336 , pp. 316-333
    • Jiang, T.1    Chen, Y.D.2    Xu, C.-Y.3    Chen, X.4    Chen, X.5    Singh, V.P.6
  • 25
    • 0032214428 scopus 로고    scopus 로고
    • Monte Carlo assessment of parameter uncertainty in conceptual catchment models: the Metropolis algorithm
    • Kuczera G., Parent E. Monte Carlo assessment of parameter uncertainty in conceptual catchment models: the Metropolis algorithm. J Hydrol 1998, 211:69-85.
    • (1998) J Hydrol , vol.211 , pp. 69-85
    • Kuczera, G.1    Parent, E.2
  • 26
    • 0034739246 scopus 로고    scopus 로고
    • Automatic calibration of a conceptual rainfall-runoff model using multiple objectives
    • Madsen H. Automatic calibration of a conceptual rainfall-runoff model using multiple objectives. J Hydrol 2000, 235:276-288.
    • (2000) J Hydrol , vol.235 , pp. 276-288
    • Madsen, H.1
  • 27
    • 0001995809 scopus 로고
    • Reliability estimation
    • Water Resource Publications, Colorado, USA, V.P. Singh (Ed.)
    • Melching C. Reliability estimation. Computer models of watershed hydrology 1995, 69-118. Water Resource Publications, Colorado, USA. V.P. Singh (Ed.).
    • (1995) Computer models of watershed hydrology , pp. 69-118
    • Melching, C.1
  • 28
    • 34547216771 scopus 로고    scopus 로고
    • Probabilistic climate change predictions applying Bayesian model averaging
    • Min S.K., Simonis D., Hense A. Probabilistic climate change predictions applying Bayesian model averaging. Philos Trans Roy Soc A 2007, 365:2103-2116.
    • (2007) Philos Trans Roy Soc A , vol.365 , pp. 2103-2116
    • Min, S.K.1    Simonis, D.2    Hense, A.3
  • 29
    • 0242663296 scopus 로고    scopus 로고
    • Pattern scaling: an examination of the accuracy of the technique for describing future climates
    • Mitchell T.D. Pattern scaling: an examination of the accuracy of the technique for describing future climates. Clim Change 2003, 60:217-242.
    • (2003) Clim Change , vol.60 , pp. 217-242
    • Mitchell, T.D.1
  • 30
    • 25844526502 scopus 로고    scopus 로고
    • Large sample behaviors of the generalized likelihood uncertainty estimation (GLUE) in assessing the uncertainty of rainfall-runoff simulations
    • Montanari A. Large sample behaviors of the generalized likelihood uncertainty estimation (GLUE) in assessing the uncertainty of rainfall-runoff simulations. Water Resour Res 2005, 41:W08406. 10.1029/2004WR003826.
    • (2005) Water Resour Res , vol.41
    • Montanari, A.1
  • 31
    • 33947533125 scopus 로고    scopus 로고
    • What do we mean by 'uncertainty'? The need for a consistent wording about uncertainty assessment in hydrology
    • Montanari A. What do we mean by 'uncertainty'? The need for a consistent wording about uncertainty assessment in hydrology. Hydrol Process 2007, 21:841-845.
    • (2007) Hydrol Process , vol.21 , pp. 841-845
    • Montanari, A.1
  • 32
    • 34547191081 scopus 로고    scopus 로고
    • A methodology for probabilistic predictions of regional climate change from perturbed physics ensembles
    • Murphy J.M., Booth B.B.B., Collins M., Harris G.R., Sexton D.M.H., Webb M.J. A methodology for probabilistic predictions of regional climate change from perturbed physics ensembles. Philos Trans Roy Soc A 2007, 365:1993-2028.
    • (2007) Philos Trans Roy Soc A , vol.365 , pp. 1993-2028
    • Murphy, J.M.1    Booth, B.B.B.2    Collins, M.3    Harris, G.R.4    Sexton, D.M.H.5    Webb, M.J.6
  • 33
    • 77955010625 scopus 로고    scopus 로고
    • Combined effect of global climate projection and hydrologic model uncertainties on the future changes of Streamflow
    • Najafi M.R., Moradkhani H., Jung W.I. Combined effect of global climate projection and hydrologic model uncertainties on the future changes of Streamflow. ASCE Conf Proc 2010, 371(10):1. 10.1061/41114(371)10.
    • (2010) ASCE Conf Proc , vol.371 , Issue.10 , pp. 1
    • Najafi, M.R.1    Moradkhani, H.2    Jung, W.I.3
  • 34
    • 0020178893 scopus 로고
    • Sensitivity of water resource systems to climate variation
    • Nemec J., Schaake J. Sensitivity of water resource systems to climate variation. Hydrol Sci J 1982, 27(3):327-343.
    • (1982) Hydrol Sci J , vol.27 , Issue.3 , pp. 327-343
    • Nemec, J.1    Schaake, J.2
  • 35
    • 0001020829 scopus 로고    scopus 로고
    • Representing uncertainties in climate change scenarios: a Monte Carlo approach
    • New M.G., Hulme M. Representing uncertainties in climate change scenarios: a Monte Carlo approach. Integr Assess 2000, 1:203-213.
    • (2000) Integr Assess , vol.1 , pp. 203-213
    • New, M.G.1    Hulme, M.2
  • 36
    • 79954922856 scopus 로고    scopus 로고
    • Comparison of different sources of uncertainty on climate change impact studies in Great Britain. In: Climatic and anthropogenic impacts on the variability of water resources, FRIEND, Paris. Paris: UNESCO
    • Prudhomme C, Davies H. Comparison of different sources of uncertainty on climate change impact studies in Great Britain. In: Climatic and anthropogenic impacts on the variability of water resources, FRIEND, Paris. Paris: UNESCO; 2007. p. 183-90.
    • (2007) , pp. 183-90
    • Prudhomme, C.1    Davies, H.2
  • 37
    • 0037853076 scopus 로고    scopus 로고
    • Uncertainty and climate change impact on the flood regime of small UK catchments
    • Prudhomme C., Jakob D., Svensson C. Uncertainty and climate change impact on the flood regime of small UK catchments. J Hydrol 2003, 277:1-23.
    • (2003) J Hydrol , vol.277 , pp. 1-23
    • Prudhomme, C.1    Jakob, D.2    Svensson, C.3
  • 40
    • 34247370602 scopus 로고    scopus 로고
    • Cambridge University Press, S. Solomon, D. Qin, M. Manning, Z. Chen, M. Marquis, K. Averyt (Eds.)
    • Climate change 2007: the physical science basis 2007, Cambridge University Press. S. Solomon, D. Qin, M. Manning, Z. Chen, M. Marquis, K. Averyt (Eds.).
    • (2007) Climate change 2007: the physical science basis
  • 42
    • 0003223756 scopus 로고
    • Tank model. In: Singh VP, editor. Computer models of watershed hydrology. Littleton, Co.: Water Res. Publ.
    • Sugawara M. Tank model. In: Singh VP, editor. Computer models of watershed hydrology. Littleton, Co.: Water Res. Publ.; 1995. p. 165-214.
    • (1995) , pp. 165-214
    • Sugawara, M.1
  • 43
    • 0032698157 scopus 로고    scopus 로고
    • For hydro-environmental simulation of a large ungauged basin-introduction of block-wise use of TOPMODEL and Muskingum-Cunge method
    • Takeuchi K., Ao T.Q., Ishidaira H. For hydro-environmental simulation of a large ungauged basin-introduction of block-wise use of TOPMODEL and Muskingum-Cunge method. Hydrol Sci J 1999, 44(4):633-646.
    • (1999) Hydrol Sci J , vol.44 , Issue.4 , pp. 633-646
    • Takeuchi, K.1    Ao, T.Q.2    Ishidaira, H.3
  • 44
    • 79954773092 scopus 로고
    • Effects of climate change on the regional hydrological cycle of Japan. IAHS Publ.
    • Tanakamaru H, Kadoya M. Effects of climate change on the regional hydrological cycle of Japan. IAHS Publ. No. 212; 1993.
    • (1993) , vol.212
    • Tanakamaru, H.1    Kadoya, M.2
  • 45
    • 84856598657 scopus 로고    scopus 로고
    • Assessment of climate change impact on hydrological extremes in two source regions of the Nile River Basin
    • Taye M.T., Ntegeka V., Ogiramoi N.P., Willems P. Assessment of climate change impact on hydrological extremes in two source regions of the Nile River Basin. Hydrol Earth Syst Sci Discuss 2010, 7:5441-5465.
    • (2010) Hydrol Earth Syst Sci Discuss , vol.7 , pp. 5441-5465
    • Taye, M.T.1    Ntegeka, V.2    Ogiramoi, N.P.3    Willems, P.4
  • 46
    • 14544287376 scopus 로고    scopus 로고
    • Quantifying uncertainty in projections of regional climate change: a Bayesian approach to the analysis of multi-model ensembles
    • Tebaldi C., Smith R.L., Nychka D., Mearns L.O. Quantifying uncertainty in projections of regional climate change: a Bayesian approach to the analysis of multi-model ensembles. J Climate 2005, 18:1524-1540.
    • (2005) J Climate , vol.18 , pp. 1524-1540
    • Tebaldi, C.1    Smith, R.L.2    Nychka, D.3    Mearns, L.O.4
  • 47
    • 78149409635 scopus 로고    scopus 로고
    • Climate nonstationarity-validity of calibrated rainfall-runoff models for use in climate change studies
    • Vaze J., Post D.A., Chiew F.H.S., Perraud J.M., Viney N.R., Teng J. Climate nonstationarity-validity of calibrated rainfall-runoff models for use in climate change studies. J Hydrol 2011, 394(3-4):447-457.
    • (2011) J Hydrol , vol.394 , Issue.3-4 , pp. 447-457
    • Vaze, J.1    Post, D.A.2    Chiew, F.H.S.3    Perraud, J.M.4    Viney, N.R.5    Teng, J.6
  • 48
    • 68149149874 scopus 로고    scopus 로고
    • Daily streamflow prediction with uncertainty in ephemeral catchments using the GLUE methodology
    • Viola F., Noto L.V., Cannarozzo M., Loggia G.La. Daily streamflow prediction with uncertainty in ephemeral catchments using the GLUE methodology. Phys Chem Earth 2009, 34:701-706.
    • (2009) Phys Chem Earth , vol.34 , pp. 701-706
    • Viola, F.1    Noto, L.V.2    Cannarozzo, M.3    Loggia, G.4
  • 49
    • 65349141143 scopus 로고    scopus 로고
    • Accelerating Markov chain Monte Carlo simulation by differential evolution with self-adaptive randomized subspace sampling
    • Vrugt J.A., Ter Braak C.J.F., Diks C.G.H., Higdon D., Robinson B.A., Hyman J.M. Accelerating Markov chain Monte Carlo simulation by differential evolution with self-adaptive randomized subspace sampling. Int J Nonlinear Sci Numer Simul 2009, 10:273-288.
    • (2009) Int J Nonlinear Sci Numer Simul , vol.10 , pp. 273-288
    • Vrugt, J.A.1    Ter Braak, C.J.F.2    Diks, C.G.H.3    Higdon, D.4    Robinson, B.A.5    Hyman, J.M.6
  • 50
    • 57049103413 scopus 로고    scopus 로고
    • Ensemble bayesian model averaging using Markov chain Monte Carlo sampling
    • Vrugt J.A., Diks C.G.H., Clark M.P. Ensemble bayesian model averaging using Markov chain Monte Carlo sampling. Environ Fluid Dyn 2008, 8:579-595.
    • (2008) Environ Fluid Dyn , vol.8 , pp. 579-595
    • Vrugt, J.A.1    Diks, C.G.H.2    Clark, M.P.3
  • 51
    • 1542757127 scopus 로고    scopus 로고
    • A shuffled complex evolution metropolis algorithm for optimization and uncertainty assessment of hydrologic model parameters
    • Vrugt J.A., Gupta H.V., Bastidas L.A., Bouten W., Sorooshian S. A shuffled complex evolution metropolis algorithm for optimization and uncertainty assessment of hydrologic model parameters. Water Resour Res 2003, 39(8):1201. 10.1029/2002WR001642.
    • (2003) Water Resour Res , vol.39 , Issue.8 , pp. 1201
    • Vrugt, J.A.1    Gupta, H.V.2    Bastidas, L.A.3    Bouten, W.4    Sorooshian, S.5
  • 53
    • 33645749499 scopus 로고    scopus 로고
    • A framework for assessing uncertainties in climate change impacts: low flow scenarios for the River Thames, UK
    • Wilby R.L., Harris I. A framework for assessing uncertainties in climate change impacts: low flow scenarios for the River Thames, UK. Water Resour Res 2006, 42:W02419. 10.1029/2005WR004065.
    • (2006) Water Resour Res , vol.42
    • Wilby, R.L.1    Harris, I.2
  • 54
    • 0031412203 scopus 로고    scopus 로고
    • Downscaling general circulation model output: a review of methods and limitations
    • Wilby R.L., Wigley T.M.L. Downscaling general circulation model output: a review of methods and limitations. Progr Phys Geogr 1997, 21:530-548.
    • (1997) Progr Phys Geogr , vol.21 , pp. 530-548
    • Wilby, R.L.1    Wigley, T.M.L.2
  • 55
    • 3242694434 scopus 로고    scopus 로고
    • Effects of the catchment runoff coefficient on the performance of TOPMODEL in rainfall-runoff modelling
    • Xiong L., Guo S. Effects of the catchment runoff coefficient on the performance of TOPMODEL in rainfall-runoff modelling. Hydrol Process 2004, 18:1823-1836. 10.1002/hyp.1449.
    • (2004) Hydrol Process , vol.18 , pp. 1823-1836
    • Xiong, L.1    Guo, S.2
  • 56
    • 0034652663 scopus 로고    scopus 로고
    • Evaluation and generalization of radiation based methods for calculating evaporation
    • Xu C.Y., Singh V.P. Evaluation and generalization of radiation based methods for calculating evaporation. Hydrol Process 2000, 14:339-349.
    • (2000) Hydrol Process , vol.14 , pp. 339-349
    • Xu, C.Y.1    Singh, V.P.2


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