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Volumn 27, Issue 11, 2013, Pages 1543-1559

Using large-scale climatic patterns for improving long lead time streamflow forecasts for Gunnison and San Juan River Basins

Author keywords

Climate variability; Forecasting; Oscillations; Streamflow; Support vector machine; Water resource management

Indexed keywords

ATLANTIC MULTIDECADAL OSCILLATIONS; BACK PROPAGATION ARTIFICIAL NEURAL NETWORK (BPANN); CLIMATE VARIABILITY; MULTIPLE LINEAR REGRESSIONS; NORTH ATLANTIC OSCILLATIONS; OSCILLATIONS; SEA SURFACE TEMPERATURE (SST); WATERRESOURCE MANAGEMENT;

EID: 84877681819     PISSN: 08856087     EISSN: 10991085     Source Type: Journal    
DOI: 10.1002/hyp.9236     Document Type: Article
Times cited : (79)

References (105)
  • 1
    • 80255124675 scopus 로고    scopus 로고
    • Evaluating Municipal Water Conservation Policies Using a Dynamic Simulation Model
    • Ahmad S, Prashar D. 2010. Evaluating Municipal Water Conservation Policies Using a Dynamic Simulation Model. Water Resources Management 24(13): 3371-3395.
    • (2010) Water Resources Management , vol.24 , Issue.13 , pp. 3371-3395
    • Ahmad, S.1    Prashar, D.2
  • 2
    • 0034227662 scopus 로고    scopus 로고
    • System dynamics modeling of reservoir operations for flood management
    • Ahmad S, Simonovic SP. 2000. System dynamics modeling of reservoir operations for flood management. ASCE Journal of Computing in Civil Engineering 14(3): 190-198.
    • (2000) ASCE Journal of Computing in Civil Engineering , vol.14 , Issue.3 , pp. 190-198
    • Ahmad, S.1    Simonovic, S.P.2
  • 3
    • 0034741888 scopus 로고    scopus 로고
    • Integration of heuristic knowledge with analytical tools for selection of flood control measures
    • Ahmad S, Simonovic S. 2001. Integration of heuristic knowledge with analytical tools for selection of flood control measures. Canadian Journal of Civil Engineering 28(2): 208-221.
    • (2001) Canadian Journal of Civil Engineering , vol.28 , Issue.2 , pp. 208-221
    • Ahmad, S.1    Simonovic, S.2
  • 4
    • 16444366509 scopus 로고    scopus 로고
    • Spatial system dynamics: a new approach for simulation of water resources systems
    • Ahmad S, Simonovic SP. 2004. Spatial system dynamics: a new approach for simulation of water resources systems. ASCE Journal of Computing in Civil Engineering 18(4): 331-340.
    • (2004) ASCE Journal of Computing in Civil Engineering , vol.18 , Issue.4 , pp. 331-340
    • Ahmad, S.1    Simonovic, S.P.2
  • 5
    • 28344455955 scopus 로고    scopus 로고
    • An artificial neural network model for generating hydrograph from hydro-meteorological parameters
    • Ahmad S, Simonovic S. 2005. An artificial neural network model for generating hydrograph from hydro-meteorological parameters. Journal of Hydrology 315(1-4): 236-251.
    • (2005) Journal of Hydrology , vol.315 , Issue.1-4 , pp. 236-251
    • Ahmad, S.1    Simonovic, S.2
  • 6
    • 33947641864 scopus 로고    scopus 로고
    • An intelligent decision support system for management of floods
    • Ahmad S, Simonovic S. 2006. An intelligent decision support system for management of floods. Water Resources Management 20(3): 391-410.
    • (2006) Water Resources Management , vol.20 , Issue.3 , pp. 391-410
    • Ahmad, S.1    Simonovic, S.2
  • 7
    • 69249240210 scopus 로고    scopus 로고
    • Estimation of Clark's Instantaneous unit hydrograph parameters and development of direct surface runoff hydrograph
    • Ahmad MM, Ghumman AR, Ahmad S. 2009. Estimation of Clark's Instantaneous unit hydrograph parameters and development of direct surface runoff hydrograph. Water Resources Management 23(12): 2417-2435.
    • (2009) Water Resources Management , vol.23 , Issue.12 , pp. 2417-2435
    • Ahmad, M.M.1    Ghumman, A.R.2    Ahmad, S.3
  • 8
    • 77956172922 scopus 로고    scopus 로고
    • Estimation of a unique pair of Nash model parameters: An Optimization Approach
    • Ahmad MM, Ghumman AR, Ahmad S, Hasmi HN. 2010a. Estimation of a unique pair of Nash model parameters: An Optimization Approach. Water Resources Management 24(12): 2971-2989.
    • (2010) Water Resources Management , vol.24 , Issue.12 , pp. 2971-2989
    • Ahmad, M.M.1    Ghumman, A.R.2    Ahmad, S.3    Hasmi, H.N.4
  • 9
    • 71649099637 scopus 로고    scopus 로고
    • Estimating soil moisture using remote sensing data: A machine learning approach
    • Ahmad S, Kalra A, Stephen H. 2010b. Estimating soil moisture using remote sensing data: A machine learning approach. Advances in Water Resources 33(1): 69-80.
    • (2010) Advances in Water Resources , vol.33 , Issue.1 , pp. 69-80
    • Ahmad, S.1    Kalra, A.2    Stephen, H.3
  • 10
    • 0034174280 scopus 로고    scopus 로고
    • Artificial neural networks in hydrology I: preliminary concepts
    • ASCE Task Committee. . . (): -.
    • ASCE Task Committee. 2000a. Artificial neural networks in hydrology I: preliminary concepts. Journal of Hydrologic Engineering 5(2): 115-123.
    • (2000) Journal of Hydrologic Engineering , vol.5 , Issue.2 , pp. 115-123
  • 11
    • 0034174396 scopus 로고    scopus 로고
    • Artificial neural networks in hydrology II: hydrologic applications
    • ASCE Task Committee. . . (): -.
    • ASCE Task Committee. 2000b. Artificial neural networks in hydrology II: hydrologic applications. Journal of Hydrologic Engineering 5(2): 124-137.
    • (2000) Journal of Hydrologic Engineering , vol.5 , Issue.2 , pp. 124-137
  • 12
    • 31044438334 scopus 로고    scopus 로고
    • Multi-time scale stream flow predictions: The support vector machines approach
    • Asefa T, Kemblowski M, McKee M, Khalil A. 2006. Multi-time scale stream flow predictions: The support vector machines approach. Journal of Hydrology 318: 7-16.
    • (2006) Journal of Hydrology , vol.318 , pp. 7-16
    • Asefa, T.1    Kemblowski, M.2    McKee, M.3    Khalil, A.4
  • 13
    • 77955567593 scopus 로고    scopus 로고
    • Patterns of wintertime jet stream variability and their relation to the storm tracks
    • Athanasiadis PJ, Wallace JM, Wettstein JJ. 2009. Patterns of wintertime jet stream variability and their relation to the storm tracks. Journal of Atmospheric Science 67(5): 1361-1381.
    • (2009) Journal of Atmospheric Science , vol.67 , Issue.5 , pp. 1361-1381
    • Athanasiadis, P.J.1    Wallace, J.M.2    Wettstein, J.J.3
  • 14
    • 77955216778 scopus 로고    scopus 로고
    • Identification of Pacific Ocean sea surface temperature influences of Upper Colorado River Basin snowpack
    • DOI: 10.1029/2009WR008053.
    • Aziz OA, Tootle GA, Gray ST, Piechota TC. 2010. Identification of Pacific Ocean sea surface temperature influences of Upper Colorado River Basin snowpack. Water Resources Research 46: W07536. DOI: 10.1029/2009WR008053.
    • (2010) Water Resources Research , vol.46
    • Aziz, O.A.1    Tootle, G.A.2    Gray, S.T.3    Piechota, T.C.4
  • 15
    • 80055105819 scopus 로고    scopus 로고
    • Upper Colorado River and Great Basin streamflow and snowpack forecasting using Pacific oceanic-atmospheric variability
    • Aziz OA, Tootle GA, Moser C, Piechota TC, Lamb KW. 2011. Upper Colorado River and Great Basin streamflow and snowpack forecasting using Pacific oceanic-atmospheric variability. J. Hydrology. 410: 167-177.
    • (2011) J. Hydrology. , vol.410 , pp. 167-177
    • Aziz, O.A.1    Tootle, G.A.2    Moser, C.3    Piechota, T.C.4    Lamb, K.W.5
  • 18
    • 0033190383 scopus 로고    scopus 로고
    • ENSO and hydrologic extremes in the western United States
    • Cayan DR, Redmond KT, Riddle LG. 1999. ENSO and hydrologic extremes in the western United States. Journal of Climate 12: 2881-2893.
    • (1999) Journal of Climate , vol.12 , pp. 2881-2893
    • Cayan, D.R.1    Redmond, K.T.2    Riddle, L.G.3
  • 19
    • 0035864789 scopus 로고    scopus 로고
    • Counterpropagation fuzzy neural network for stream-flow reconstruction
    • Chang F-J, Hwang YY. 2001. Counterpropagation fuzzy neural network for stream-flow reconstruction. Hydrological Processes 15(2): 219-232.
    • (2001) Hydrological Processes , vol.15 , Issue.2 , pp. 219-232
    • Chang, F.-J.1    Hwang, Y.Y.2
  • 20
    • 0036719845 scopus 로고    scopus 로고
    • Real-time recurrent learning neural network for streamflow forecasting
    • Chang F-J, Chang L-C, Huang H-L. 2002. Real-time recurrent learning neural network for streamflow forecasting. Hydrological Processes 16: 2577-2588.
    • (2002) Hydrological Processes , vol.16 , pp. 2577-2588
    • Chang, F.-J.1    Chang, L.-C.2    Huang, H.-L.3
  • 21
    • 0032579575 scopus 로고    scopus 로고
    • El Nino/Southern Oscillation and Australian rainfall, streamflow and drought: Links and potential forecasting
    • Chiew FHS, Piechota TC, Dracup JA, McMahon TA. 1998. El Nino/Southern Oscillation and Australian rainfall, streamflow and drought: Links and potential forecasting. Journal of Hydrology 204: 138-149.
    • (1998) Journal of Hydrology , vol.204 , pp. 138-149
    • Chiew, F.H.S.1    Piechota, T.C.2    Dracup, J.A.3    McMahon, T.A.4
  • 23
    • 0034994185 scopus 로고    scopus 로고
    • Historical effects of El Niño and La Niña events on the seasonal evolution of the montane snowpack in the Columbia and Colorado River Basins
    • Clark MP, Serreze MC, McCabe GJ. 2001. Historical effects of El Niño and La Niña events on the seasonal evolution of the montane snowpack in the Columbia and Colorado River Basins. Water Resources Research 37(3): 741-757.
    • (2001) Water Resources Research , vol.37 , Issue.3 , pp. 741-757
    • Clark, M.P.1    Serreze, M.C.2    McCabe, G.J.3
  • 24
    • 0034298548 scopus 로고    scopus 로고
    • A recurrent neural network approach using indices of low-frequency climatic variability to forecast regional annual runoff
    • Coulibaly P, Anctil F, Rasmussen P, Bobee B. 2000. A recurrent neural network approach using indices of low-frequency climatic variability to forecast regional annual runoff. Hydrological Processes 14: 2755-2777.
    • (2000) Hydrological Processes , vol.14 , pp. 2755-2777
    • Coulibaly, P.1    Anctil, F.2    Rasmussen, P.3    Bobee, B.4
  • 26
    • 84858289654 scopus 로고    scopus 로고
    • Changing Climatic Conditions in the Colorado River Basin: Implications for Water Resources Management
    • DOI: 10.1016/j.jhydrol.2012.02.010.
    • Dawadi S, Ahmad S. 2012. Changing Climatic Conditions in the Colorado River Basin: Implications for Water Resources Management. Journal of Hydrology. DOI: 10.1016/j.jhydrol.2012.02.010.
    • (2012) Journal of Hydrology
    • Dawadi, S.1    Ahmad, S.2
  • 27
    • 0032650301 scopus 로고    scopus 로고
    • On the encapsulation of numerical hydraulic models in artificial neural network
    • Dibike YB, Solomatine D, Abbott MB. 1999. On the encapsulation of numerical hydraulic models in artificial neural network. Journal of Hydraulic Research 37(2): 147-161.
    • (1999) Journal of Hydraulic Research , vol.37 , Issue.2 , pp. 147-161
    • Dibike, Y.B.1    Solomatine, D.2    Abbott, M.B.3
  • 29
    • 0028667877 scopus 로고
    • The relationship between US streamflow and La Nina
    • Dracup JA, Kahya E. 1994. The relationship between US streamflow and La Nina. Water Resources Research 30(7): 2133-2141.
    • (1994) Water Resources Research , vol.30 , Issue.7 , pp. 2133-2141
    • Dracup, J.A.1    Kahya, E.2
  • 30
    • 83755173821 scopus 로고    scopus 로고
    • Evaluating urban stormwater infrastructure design in response to projected climate change
    • DOI: 10.1061/(ASCE)HE.1943-5584.0000383.
    • Forsee WJ, Ahmad S. 2011. Evaluating urban stormwater infrastructure design in response to projected climate change. Journal of Hydrologic Engineering 16(11): 865-873. DOI: 10.1061/(ASCE)HE.1943-5584.0000383.
    • (2011) Journal of Hydrologic Engineering , vol.16 , Issue.11 , pp. 865-873
    • Forsee, W.J.1    Ahmad, S.2
  • 31
    • 37549062988 scopus 로고    scopus 로고
    • A two-parameter climate elasticity of streamflow index to assess climate change effects on annual streamflow
    • DOI: 10.1029/2007WR005890.
    • Fu G, Charles SP, Chiew FHS. 2007. A two-parameter climate elasticity of streamflow index to assess climate change effects on annual streamflow. Water Resources Research 43: W11419. DOI: 10.1029/2007WR005890.
    • (2007) Water Resources Research , vol.43
    • Fu, G.1    Charles, S.P.2    Chiew, F.H.S.3
  • 35
    • 0035371540 scopus 로고    scopus 로고
    • An analysis of the feasibility of long-range streamflow forecasting for Colombia using El Nino-Southern Oscillation indicators
    • Gutierrez F, Dracup JA. 2001. An analysis of the feasibility of long-range streamflow forecasting for Colombia using El Nino-Southern Oscillation indicators. Journal of Hydrology 246: 181-196.
    • (2001) Journal of Hydrology , vol.246 , pp. 181-196
    • Gutierrez, F.1    Dracup, J.A.2
  • 37
    • 0037304429 scopus 로고    scopus 로고
    • ENSO and PDO effects on hydroclimatic variations of the Upper Colorado River Basin
    • Hidalgo HG, Dracup JA. 2003. ENSO and PDO effects on hydroclimatic variations of the Upper Colorado River Basin. Journal of Hydrometeorology 4: 5-23.
    • (2003) Journal of Hydrometeorology , vol.4 , pp. 5-23
    • Hidalgo, H.G.1    Dracup, J.A.2
  • 38
    • 0029479274 scopus 로고
    • Decadal trends in the North Atlantic Oscillation: Regional temperatures and precipitation
    • Hurrell JW. 1995. Decadal trends in the North Atlantic Oscillation: Regional temperatures and precipitation. Science 269(5224): 676-679.
    • (1995) Science , vol.269 , Issue.5224 , pp. 676-679
    • Hurrell, J.W.1
  • 39
    • 0027830161 scopus 로고
    • U.S. streamflow patterns in relation to the El Nino/southern oscillation
    • Kahya E, Dracup JA. 1993. U.S. streamflow patterns in relation to the El Nino/southern oscillation. Water Resources Research 29(8): 2941-2503.
    • (1993) Water Resources Research , vol.29 , Issue.8 , pp. 2941-2503
    • Kahya, E.1    Dracup, J.A.2
  • 40
    • 84877650052 scopus 로고    scopus 로고
    • Association of oceanic-atmospheric oscillations and hydroclimatic variables in the Colorado River Basin. Ph.D. Dissertation, University of Nevada Las Vegas, Las Vegas, Nevada .
    • Kalra A. 2012. Association of oceanic-atmospheric oscillations and hydroclimatic variables in the Colorado River Basin. Ph.D. Dissertation, University of Nevada Las Vegas, Las Vegas, Nevada, pp. 221.
    • (2012) , pp. 221
    • Kalra, A.1
  • 41
    • 65349101737 scopus 로고    scopus 로고
    • Using oceanic-atmospheric oscillations for long lead time streamflow forecasting
    • DOI: 10.1029/2008WR006855.
    • Kalra A, Ahmad S. 2009. Using oceanic-atmospheric oscillations for long lead time streamflow forecasting. Water Resources Research 45: W03413. DOI: 10.1029/2008WR006855.
    • (2009) Water Resources Research , vol.45
    • Kalra, A.1    Ahmad, S.2
  • 42
    • 79958036983 scopus 로고    scopus 로고
    • Evaluating changes and estimating seasonal precipitation for Colorado River Basin using stochastic nonparametric disaggregation technique
    • DOI: 10.1029/2010WR009118.
    • Kalra A, Ahmad S. 2011. Evaluating changes and estimating seasonal precipitation for Colorado River Basin using stochastic nonparametric disaggregation technique. Water Resources Research 47: W05555. DOI: 10.1029/2010WR009118.
    • (2011) Water Resources Research , vol.47
    • Kalra, A.1    Ahmad, S.2
  • 45
    • 0032434569 scopus 로고    scopus 로고
    • Experiments in short-term precipitation forecasting using artificial neural networks
    • Kuligowski RJ, Barros AP. 1998. Experiments in short-term precipitation forecasting using artificial neural networks. Weather and Forecasting 13(4): 1194-1204.
    • (1998) Weather and Forecasting , vol.13 , Issue.4 , pp. 1194-1204
    • Kuligowski, R.J.1    Barros, A.P.2
  • 46
    • 84877674894 scopus 로고    scopus 로고
    • Improving Ensemble Streamflow Prediction Using Interdecadal/Interannual Climate Variability. Ph.D. Dissertation, University of Nevada Las Vegas, Las Vegas .
    • Lamb KW. 2011. Improving Ensemble Streamflow Prediction Using Interdecadal/Interannual Climate Variability. Ph.D. Dissertation, University of Nevada Las Vegas, Las Vegas, pp. 265.
    • (2011) , pp. 265
    • Lamb, K.W.1
  • 47
    • 84855959250 scopus 로고    scopus 로고
    • A basis for extending long-term streamflow forecasts in the Colorado River Basin
    • DOI: 10.1061/(ASCE)HE.1943-5584.0000153.
    • Lamb KW, Piechota TC, Aziz OA, Tootle GA. 2011. A basis for extending long-term streamflow forecasts in the Colorado River Basin. Journal of Hydrologic Engineering. DOI: 10.1061/(ASCE)HE.1943-5584.0000153.
    • (2011) Journal of Hydrologic Engineering
    • Lamb, K.W.1    Piechota, T.C.2    Aziz, O.A.3    Tootle, G.A.4
  • 48
    • 0032920124 scopus 로고    scopus 로고
    • Evaluating the use of "goodness-of-fit" measures in hydrologic and hydroclimatic model validation
    • Legates DR, McCabe GJ. 1999. Evaluating the use of "goodness-of-fit" measures in hydrologic and hydroclimatic model validation. Water Resources Research 35(1): 233-241.
    • (1999) Water Resources Research , vol.35 , Issue.1 , pp. 233-241
    • Legates, D.R.1    McCabe, G.J.2
  • 49
    • 77954378095 scopus 로고    scopus 로고
    • A modified support vector machine based prediction model on streamflow at the Shihmen Reservoir, Taiwan
    • Li PH, Kwon HH, Sun L, Lall U, Kao JJ. 2010. A modified support vector machine based prediction model on streamflow at the Shihmen Reservoir, Taiwan. International Journal of Climatology 30: 1256-1268.
    • (2010) International Journal of Climatology , vol.30 , pp. 1256-1268
    • Li, P.H.1    Kwon, H.H.2    Sun, L.3    Lall, U.4    Kao, J.J.5
  • 50
    • 70349774410 scopus 로고    scopus 로고
    • Effective forecasting of hourly typhoon rainfall using support vector machines
    • DOI: 10.1029/2009WR007911.
    • Lin G-F, Chen G-R, Wu M-C, Chou Y-C. 2009. Effective forecasting of hourly typhoon rainfall using support vector machines. Water Resources Research 45: W08440. DOI: 10.1029/2009WR007911.
    • (2009) Water Resources Research , vol.45
    • Lin, G.-F.1    Chen, G.-R.2    Wu, M.-C.3    Chou, Y.-C.4
  • 51
    • 77954958168 scopus 로고    scopus 로고
    • Effective typhoon characteristics and their effects on hourly reservoir inflow forecasting
    • Lin G-F, Chen G-R, Huang P-Y. 2010. Effective typhoon characteristics and their effects on hourly reservoir inflow forecasting. Advances in Water Resources 33: 887-898.
    • (2010) Advances in Water Resources , vol.33 , pp. 887-898
    • Lin, G.-F.1    Chen, G.-R.2    Huang, P.-Y.3
  • 54
    • 1642488907 scopus 로고    scopus 로고
    • Pacific and Atlantic Ocean Influences on multidecadal drought frequency in the United States
    • McCabe GJ, Palecki MA, Betancourt JL. 2004. Pacific and Atlantic Ocean Influences on multidecadal drought frequency in the United States. Proceedings of the National Academy of Sciences 101(12): 4136-4141.
    • (2004) Proceedings of the National Academy of Sciences , vol.101 , Issue.12 , pp. 4136-4141
    • McCabe, G.J.1    Palecki, M.A.2    Betancourt, J.L.3
  • 55
  • 56
    • 79951680934 scopus 로고    scopus 로고
    • Suspended sediment load prediction of river systems: An artificial neural network approach
    • E
    • Melesse AM, Ahmad S, McClain ME, Wang X, Lim YH. 2011. Suspended sediment load prediction of river systems: An artificial neural network approach. Agriculture Water Management 98(5): 855-866.
    • (2011) Agriculture Water Management , vol.98 , Issue.5 , pp. 855-866
    • Melesse, A.M.1    Ahmad, S.2    McClain, M.3    Wang, X.4    Lim, Y.H.5
  • 57
    • 38849090083 scopus 로고    scopus 로고
    • Stationarity is dead: Whither water management?
    • Milly PCD, Betancourt JL, Falkenmark M. 2008. Stationarity is dead: Whither water management? Science 319: 573-574.
    • (2008) Science , vol.319 , pp. 573-574
    • Milly, P.C.D.1    Betancourt, J.L.2    Falkenmark, M.3
  • 59
    • 33947630797 scopus 로고    scopus 로고
    • Flood hazard assessment of Atrato River in Colombia
    • Mosquera-Machado S, Ahmad S. 2007. Flood hazard assessment of Atrato River in Colombia. Water Resources Management 21(3): 591-609.
    • (2007) Water Resources Management , vol.21 , Issue.3 , pp. 591-609
    • Mosquera-Machado, S.1    Ahmad, S.2
  • 60
    • 0031581524 scopus 로고    scopus 로고
    • Western U.S. Streamflow and Atmospheric Circulation Patterns El Nino-Southern Oscillation (ENSO)
    • Piechota TC, Dracup JA, Fovell RG. 1997. Western U.S. Streamflow and Atmospheric Circulation Patterns El Nino-Southern Oscillation (ENSO). Journal of Hydrology 201: 249-271.
    • (1997) Journal of Hydrology , vol.201 , pp. 249-271
    • Piechota, T.C.1    Dracup, J.A.2    Fovell, R.G.3
  • 61
    • 0029752813 scopus 로고    scopus 로고
    • Revised "LEPS" scores for assessing climate model simulations and long-range forecasts
    • Potts JM, Folland CK, Jolliffe IT, Sexton D. 1996. Revised "LEPS" scores for assessing climate model simulations and long-range forecasts. Journal of Climate 9: 34-53.
    • (1996) Journal of Climate , vol.9 , pp. 34-53
    • Potts, J.M.1    Folland, C.K.2    Jolliffe, I.T.3    Sexton, D.4
  • 62
    • 84877644510 scopus 로고    scopus 로고
    • Natural flow and salt computation methods. Bureau of Reclamation.
    • Prairie J, Callejo R. 2005. Natural flow and salt computation methods. Bureau of Reclamation.
    • (2005)
    • Prairie, J.1    Callejo, R.2
  • 63
    • 34247602978 scopus 로고    scopus 로고
    • A stochastic nonparametric technique for space-time disaggregation of streamflows
    • DOI: 10.1029/2005WR004721.
    • Prairie JR, Rajagopalan B, Lall U, Terrance F. 2007. A stochastic nonparametric technique for space-time disaggregation of streamflows. Water Resources Research 43: W03432. DOI: 10.1029/2005WR004721.
    • (2007) Water Resources Research , vol.43
    • Prairie, J.R.1    Rajagopalan, B.2    Lall, U.3    Terrance, F.4
  • 64
    • 79955037021 scopus 로고    scopus 로고
    • Relating TRMM Precipitation Radar Land Surface Backscatter Response to Soil Moisture in the Southern United States
    • Puri S, Stephen H, Ahmad S. 2011. Relating TRMM Precipitation Radar Land Surface Backscatter Response to Soil Moisture in the Southern United States. Journal of Hydrology 402(1-2): 115-125.
    • (2011) Journal of Hydrology , vol.402 , Issue.1-2 , pp. 115-125
    • Puri, S.1    Stephen, H.2    Ahmad, S.3
  • 65
    • 79956014820 scopus 로고    scopus 로고
    • Evaluating the impact of water conservation on fate of outdoor water use: A study in an arid region
    • Qaiser K, Ahmad S, Johnson W, Batista J. 2011. Evaluating the impact of water conservation on fate of outdoor water use: A study in an arid region. Journal of Environmental Management 92(8): 2061-2068.
    • (2011) Journal of Environmental Management , vol.92 , Issue.8 , pp. 2061-2068
    • Qaiser, K.1    Ahmad, S.2    Johnson, W.3    Batista, J.4
  • 66
    • 0034670339 scopus 로고    scopus 로고
    • Spatiotemporal variability of ENSO and SST teleconnections to summer drought over the United States during twentieth century
    • Rajagopalan B, Cook E, Lall U, Ray BK. 2000. Spatiotemporal variability of ENSO and SST teleconnections to summer drought over the United States during twentieth century. Journal of Climate 13: 4244-4255.
    • (2000) Journal of Climate , vol.13 , pp. 4244-4255
    • Rajagopalan, B.1    Cook, E.2    Lall, U.3    Ray, B.K.4
  • 67
    • 0029413038 scopus 로고
    • Multivariate modelling of water resources time series using artificial neural networks
    • Raman H, Sunilkumar N. 1995. Multivariate modelling of water resources time series using artificial neural networks. Journal of Hydrologic Sciences 40(2): 145-163.
    • (1995) Journal of Hydrologic Sciences , vol.40 , Issue.2 , pp. 145-163
    • Raman, H.1    Sunilkumar, N.2
  • 68
    • 84855199264 scopus 로고    scopus 로고
    • Daily streamflow forecasting by machine learning methods with weather and climate inputs
    • Rasouli K, Hsieh WW, Cannon AJ. 2012. Daily streamflow forecasting by machine learning methods with weather and climate inputs. Journal of Hydrology 414-415: 284-293.
    • (2012) Journal of Hydrology , Issue.414-415 , pp. 284-293
    • Rasouli, K.1    Hsieh, W.W.2    Cannon, A.J.3
  • 69
    • 0026358733 scopus 로고
    • Surface climate and streamflow variability in the western United States and their relationship to large scale circulation indices
    • Redmond KT, Koch RW. 1991. Surface climate and streamflow variability in the western United States and their relationship to large scale circulation indices. Water Resources Research 27: 2381-2399.
    • (1991) Water Resources Research , vol.27 , pp. 2381-2399
    • Redmond, K.T.1    Koch, R.W.2
  • 70
    • 33750355950 scopus 로고    scopus 로고
    • A new method to produce categorical streamflow forecasts
    • DOI: 10.1029/2006WR004984.
    • Regonda SK, Rajagopalan B, Clark M. 2006a. A new method to produce categorical streamflow forecasts. Water Resources Research 42: W09501. DOI: 10.1029/2006WR004984.
    • (2006) Water Resources Research , vol.42
    • Regonda, S.K.1    Rajagopalan, B.2    Clark, M.3
  • 71
    • 33750321692 scopus 로고    scopus 로고
    • A multimodel ensemble forecast framework: Application to spring seasonal flows in the Gunnison River Basin
    • DOI: 10.1029/2005WR004653.
    • Regonda SK, Rajagopalan B, Clark M, Zagona E. 2006b. A multimodel ensemble forecast framework: Application to spring seasonal flows in the Gunnison River Basin. Water Resources Research 42: W09404. DOI: 10.1029/2005WR004653.
    • (2006) Water Resources Research , vol.42
    • Regonda, S.K.1    Rajagopalan, B.2    Clark, M.3    Zagona, E.4
  • 72
    • 0022831511 scopus 로고
    • North American precipitation and temperature patterns associated with El-Nino-Southern Oscillation (ENSO)
    • Ropelewski CF, Halpert MS. 1986. North American precipitation and temperature patterns associated with El-Nino-Southern Oscillation (ENSO). Monthly Weather Review 114: 2165-2352.
    • (1986) Monthly Weather Review , vol.114 , pp. 2165-2352
    • Ropelewski, C.F.1    Halpert, M.S.2
  • 73
    • 0001487308 scopus 로고
    • An Extension of the Tahiti-Darwin Southern Oscillation Index
    • Ropelewski CF, Jones PD. 1987. An Extension of the Tahiti-Darwin Southern Oscillation Index. American Meteorological Society 115(9): 2161-2165.
    • (1987) American Meteorological Society , vol.115 , Issue.9 , pp. 2161-2165
    • Ropelewski, C.F.1    Jones, P.D.2
  • 76
    • 80053328765 scopus 로고    scopus 로고
    • Carbon footprint of water conveyance versus desalination as alternatives to expand water supply
    • Shrestha E, Ahmad S, Johnson W, Shrestha P, Batista J. 2011a. Carbon footprint of water conveyance versus desalination as alternatives to expand water supply. Desalination 280(1-3): 33-43.
    • (2011) Desalination , vol.280 , Issue.1-3 , pp. 33-43
    • Shrestha, E.1    Ahmad, S.2    Johnson, W.3    Shrestha, P.4    Batista, J.5
  • 77
    • 84856249199 scopus 로고    scopus 로고
    • The carbon footprint of water management policy options
    • DOI: 10.1016/j.enpol.2011.1011.1074.
    • Shrestha E, Ahmad S, Johnson W, Batista J. 2012. The carbon footprint of water management policy options. Energy Policy. 42: 201-212. DOI: 10.1016/j.enpol.2011.1011.1074.
    • (2012) Energy Policy , vol.42 , pp. 201-212
    • Shrestha, E.1    Ahmad, S.2    Johnson, W.3    Batista, J.4
  • 78
    • 11344281257 scopus 로고    scopus 로고
    • Computer-based model for flood evacuation emergency planning
    • Simonovic SP, Ahmad S. 2005. Computer-based model for flood evacuation emergency planning. Natural Hazards 34(1): 25-51.
    • (2005) Natural Hazards , vol.34 , Issue.1 , pp. 25-51
    • Simonovic, S.P.1    Ahmad, S.2
  • 80
    • 0036464781 scopus 로고    scopus 로고
    • Bias corrections for historic sea surface temperatures based on marine air temperatures
    • Smith TM, Reynolds RW. 2002. Bias corrections for historic sea surface temperatures based on marine air temperatures. Journal of Climate 15: 73-87.
    • (2002) Journal of Climate , vol.15 , pp. 73-87
    • Smith, T.M.1    Reynolds, R.W.2
  • 81
    • 21844474900 scopus 로고    scopus 로고
    • A global merged land-air-sea surface temperature reconstruction based on historical observations (1880-1997)
    • Smith TM, Reynolds RW. 2005. A global merged land-air-sea surface temperature reconstruction based on historical observations (1880-1997). Journal of Climate 18: 2021-2036.
    • (2005) Journal of Climate , vol.18 , pp. 2021-2036
    • Smith, T.M.1    Reynolds, R.W.2
  • 82
    • 45349109008 scopus 로고    scopus 로고
    • Improvements to NOAA's historical merged land-ocean surface temperature analysis
    • Smith TM, Reynolds RW, Peterson TC, Lawrimore J. 2008. Improvements to NOAA's historical merged land-ocean surface temperature analysis. Journal of Climate 21: 2283-2296.
    • (2008) Journal of Climate , vol.21 , pp. 2283-2296
    • Smith, T.M.1    Reynolds, R.W.2    Peterson, T.C.3    Lawrimore, J.4
  • 83
    • 79951657080 scopus 로고    scopus 로고
    • Relating Surface Backscatter Response from TRMM Precipitation Radar to Soil Moisture: Results over a Semi-Arid Region
    • Stephen H, Ahmad S, Piechota TC, Tang C. 2010. Relating Surface Backscatter Response from TRMM Precipitation Radar to Soil Moisture: Results over a Semi-Arid Region. Hydrology and Earth System Sciences 14(2): 193-204.
    • (2010) Hydrology and Earth System Sciences , vol.14 , Issue.2 , pp. 193-204
    • Stephen, H.1    Ahmad, S.2    Piechota, T.C.3    Tang, C.4
  • 84
    • 14244253559 scopus 로고    scopus 로고
    • Changes toward earlier streamflow timing across western North America
    • Stewart IT, Cayan DR, Dettinger MD. 2005. Changes toward earlier streamflow timing across western North America. Journal of Climate 18: 1136-1155.
    • (2005) Journal of Climate , vol.18 , pp. 1136-1155
    • Stewart, I.T.1    Cayan, D.R.2    Dettinger, M.D.3
  • 85
    • 0000629975 scopus 로고
    • Cross-validatory choice and assessment of statistical predictions
    • Stone M. 1974. Cross-validatory choice and assessment of statistical predictions. Journal of the Royal Statistical Society 36: 111-147.
    • (1974) Journal of the Royal Statistical Society , vol.36 , pp. 111-147
    • Stone, M.1
  • 86
    • 0034822542 scopus 로고    scopus 로고
    • In Proceedings of IEEE Instrumentation and measurement technology conference, Budapest, Hungary -.
    • Suykens JAK. 2001. Nonlinear modeling and support vector machines. In Proceedings of IEEE Instrumentation and measurement technology conference, Budapest, Hungary, pp. 287-294.
    • (2001) Nonlinear modeling and support vector machines , pp. 287-294
    • Suykens, J.A.K.1
  • 87
    • 33750018142 scopus 로고    scopus 로고
    • Downscaling of precipitation for climate change scenarios: A support vector machine approach
    • Tripathi S, Srinivas VV, Nanjundiah RS. 2006. Downscaling of precipitation for climate change scenarios: A support vector machine approach. Journal of Hydrology 330: 621-640.
    • (2006) Journal of Hydrology , vol.330 , pp. 621-640
    • Tripathi, S.1    Srinivas, V.V.2    Nanjundiah, R.S.3
  • 88
    • 37249053375 scopus 로고    scopus 로고
    • Prediction of arsenic in bedrock derived stream sediments at a gold mine site under conditions of sparse data
    • Twarakavi NKC, Mishra D, Bandopadhyay S. 2006. Prediction of arsenic in bedrock derived stream sediments at a gold mine site under conditions of sparse data. Natural Resources Research 15(1): 15-26.
    • (2006) Natural Resources Research , vol.15 , Issue.1 , pp. 15-26
    • Twarakavi, N.K.C.1    Mishra, D.2    Bandopadhyay, S.3
  • 89
    • 69949173222 scopus 로고    scopus 로고
    • Development of pedotransfer functions for estimation of soil hydraulic parameters using support vector machines
    • Twarakavi NKC, Simunek J, Schaap MG. 2009. Development of pedotransfer functions for estimation of soil hydraulic parameters using support vector machines. Soil Science Society of America Journal 73(5): 1443-1452.
    • (2009) Soil Science Society of America Journal , vol.73 , Issue.5 , pp. 1443-1452
    • Twarakavi, N.K.C.1    Simunek, J.2    Schaap, M.G.3
  • 90
    • 84877670065 scopus 로고    scopus 로고
    • U.S. Department of the Interior Bureau of Reclamation, Upper Colorado Region. . Reclamation: Managing Water in the West, Boulder City, Colorado.
    • U.S. Department of the Interior Bureau of Reclamation, Upper Colorado Region. 2009. Reclamation: Managing Water in the West, Boulder City, Colorado.
    • (2009)
  • 91
    • 84877641310 scopus 로고    scopus 로고
    • U.S. Fish and Wildlife Service. . San Juan River Basin Recovery Implementation Program.
    • U.S. Fish and Wildlife Service. 2006. San Juan River Basin Recovery Implementation Program.
    • (2006)
  • 94
    • 41749118715 scopus 로고    scopus 로고
    • Institutional evolution in Lake Okeechobee management in Florida: Characteristics, impacts, and limitations
    • Vedwan N, Ahmad S, Miralles-Wilhelm F, Broad K, Letson D, Podesta G. 2008. Institutional evolution in Lake Okeechobee management in Florida: Characteristics, impacts, and limitations. Water Resources Management 22(6): 699-718.
    • (2008) Water Resources Management , vol.22 , Issue.6 , pp. 699-718
    • Vedwan, N.1    Ahmad, S.2    Miralles-Wilhelm, F.3    Broad, K.4    Letson, D.5    Podesta, G.6
  • 95
    • 79952620549 scopus 로고    scopus 로고
    • Salinity reduction and energy conservation in direct and indirect portable water reuse
    • Venkatesan AK, Ahmad S, Johnson W, Batista J. 2011a. Salinity reduction and energy conservation in direct and indirect portable water reuse. Desalination 272(1-3): 120-127.
    • (2011) Desalination , vol.272 , Issue.1-3 , pp. 120-127
    • Venkatesan, A.K.1    Ahmad, S.2    Johnson, W.3    Batista, J.4
  • 96
    • 79960960629 scopus 로고    scopus 로고
    • System dynamics model to forecast salinity load to the Colorado River due to urbanization within the Las Vegas valley
    • Venkatesan AK, Ahmad S, Johnson W, Batista J. 2011b. System dynamics model to forecast salinity load to the Colorado River due to urbanization within the Las Vegas valley. Science of the Total Environment 409(13): 2616-2625.
    • (2011) Science of the Total Environment , vol.409 , Issue.13 , pp. 2616-2625
    • Venkatesan, A.K.1    Ahmad, S.2    Johnson, W.3    Batista, J.4
  • 97
    • 0037399868 scopus 로고    scopus 로고
    • Interannual, decadal and multidecadal scale climate variability and geomorphology
    • Viles HA, Goudie AS. 2003. Interannual, decadal and multidecadal scale climate variability and geomorphology. Earth-Science Reviews 61: 105-131.
    • (2003) Earth-Science Reviews , vol.61 , pp. 105-131
    • Viles, H.A.1    Goudie, A.S.2
  • 98
    • 77953707885 scopus 로고    scopus 로고
    • Coherence between the Great Salt Lake Level and the Pacific Quasi-Decadal Oscillation
    • Wang S-Y, Gillies RR, Jin J, Hipps LE. 2010. Coherence between the Great Salt Lake Level and the Pacific Quasi-Decadal Oscillation. Journal of Climate 23(8): 2161-2177.
    • (2010) Journal of Climate , vol.23 , Issue.8 , pp. 2161-2177
    • Wang, S.-Y.1    Gillies, R.R.2    Jin, J.3    Hipps, L.E.4
  • 99
    • 79958042541 scopus 로고    scopus 로고
    • Climatic fluctuations, drought, and flow in the Colorado River Basin
    • In, vol . U.S. Geological Survey Circular: Denver, CO; -.
    • Webb RH, Hereford R, McCabe GJ. 2005. Climatic fluctuations, drought, and flow in the Colorado River Basin. In The state of the Colorado River ecosystem in Grand Canyon, vol 1282. U.S. Geological Survey Circular: Denver, CO; 57-68.
    • (2005) The state of the Colorado River ecosystem in Grand Canyon , vol.1282 , pp. 57-68
    • Webb, R.H.1    Hereford, R.2    McCabe, G.J.3
  • 101
    • 77956486568 scopus 로고    scopus 로고
    • Modeling daily runoff in a large-scale basin based on support vector machine
    • In . Chengdu, Sichuan, China. DOI: 10.1109/CCTAE.2010.5544909.
    • Xu J, Wei J, Liu Y. 2010. Modeling daily runoff in a large-scale basin based on support vector machine. In Computer and Communication Technologies in Agriculture Engineering, Chengdu. Chengdu, Sichuan, China. DOI: 10.1109/CCTAE.2010.5544909.
    • (2010) Computer and Communication Technologies in Agriculture Engineering, Chengdu
    • Xu, J.1    Wei, J.2    Liu, Y.3
  • 102
    • 33845702662 scopus 로고    scopus 로고
    • Forecasting of hydrologic time series with ridge regression in feature space
    • Yu X, Liong S-Y. 2007. Forecasting of hydrologic time series with ridge regression in feature space. Journal of Hydrology 332: 290-302.
    • (2007) Journal of Hydrology , vol.332 , pp. 290-302
    • Yu, X.1    Liong, S.-Y.2
  • 103
    • 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
  • 104
    • 78651265848 scopus 로고    scopus 로고
    • Seasonal prediction of winter extreme precipitation over Canada by support vector regression
    • Zeng Z, Hsieh WW, Shabbar A, Burrows WR. 2010. Seasonal prediction of winter extreme precipitation over Canada by support vector regression. Hydrol. Earth Syst. Sci. 15: 65-74.
    • (2010) Hydrol. Earth Syst. Sci. , vol.15 , pp. 65-74
    • Zeng, Z.1    Hsieh, W.W.2    Shabbar, A.3    Burrows, W.R.4
  • 105
    • 0000957892 scopus 로고    scopus 로고
    • Climatology and interannual variation of the East Asian winter monsoon: Results from the 1979-95 NCEP/NCAR reanalysis
    • Zhang Y, Sperber KR, Boyle JS. 1997. Climatology and interannual variation of the East Asian winter monsoon: Results from the 1979-95 NCEP/NCAR reanalysis. Monthly Weather Review 125: 2605-2619.
    • (1997) Monthly Weather Review , vol.125 , pp. 2605-2619
    • Zhang, Y.1    Sperber, K.R.2    Boyle, J.S.3


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