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Volumn 56, Issue , 2013, Pages 1-13

Visual analytics clarify the scalability and effectiveness of massively parallel many-objective optimization: A groundwater monitoring design example

Author keywords

Data assimilation; Groundwater monitoring; Many objective visual analytics; Multiobjective optimization; Parallelization

Indexed keywords

DATA ASSIMILATION; GROUNDWATER MONITORING; MANY-OBJECTIVE OPTIMIZATIONS; MASSIVELY PARALLELS; MULTI OBJECTIVE EVOLUTIONARY ALGORITHMS; PARALLEL SCALABILITY; PARALLELIZATIONS; VISUAL ANALYTICS;

EID: 84878906039     PISSN: 03091708     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advwatres.2013.01.011     Document Type: Article
Times cited : (60)

References (78)
  • 1
    • 84878897367 scopus 로고    scopus 로고
    • National Research Council. W.S.a.T.B, editor. Committee on challenges and opportunities in the hydrologic sciences. Division of Earth and life studies. Washington, DC: The National Academies Press; ISBN: 978-0-309-22283-9
    • National Research Council. Challenges and Opportunities in the Hydrologic Sciences. W.S.a.T.B, editor. Committee on challenges and opportunities in the hydrologic sciences. Division of Earth and life studies. Washington, DC: The National Academies Press; 2012. ISBN: 978-0-309-22283-9.
    • (2012) Challenges and Opportunities in the Hydrologic Sciences
  • 2
    • 0030162090 scopus 로고    scopus 로고
    • Automatic calibration of conceptual rainfall-runoff models: sensitivity to calibration data
    • Yapo P.O., Gupta H.V., Sorooshian S. Automatic calibration of conceptual rainfall-runoff models: sensitivity to calibration data. J Hydrol 1996, 181(1-4):23-48. 10.1016/0022-1694(95)02918-4.
    • (1996) J Hydrol , vol.181 , Issue.1-4 , pp. 23-48
    • Yapo, P.O.1    Gupta, H.V.2    Sorooshian, S.3
  • 3
    • 0018672656 scopus 로고
    • Some basic considerations in the design of hydrologic data networks
    • Moss M.E. Some basic considerations in the design of hydrologic data networks. Water Resour Res 1979, 15(6):1673-1676. 10.1029/WR015i006p01673.
    • (1979) Water Resour Res , vol.15 , Issue.6 , pp. 1673-1676
    • Moss, M.E.1
  • 5
    • 80054059899 scopus 로고    scopus 로고
    • Proof-of-concept of regional scale hydrologic simulations at hydrologic resolution utilizing massively parallel computer resources
    • Kollet S., Maxwell R., Woodward C.S., Smith S., Vanderborght J., Vereecken H., et al. Proof-of-concept of regional scale hydrologic simulations at hydrologic resolution utilizing massively parallel computer resources. Water Resour Res 2010, 46:W04201. 10.1029/2009WR008730.
    • (2010) Water Resour Res , vol.46
    • Kollet, S.1    Maxwell, R.2    Woodward, C.S.3    Smith, S.4    Vanderborght, J.5    Vereecken, H.6
  • 6
    • 14944365603 scopus 로고    scopus 로고
    • Improved treatment of uncertainty in hydrologic modeling: Combining the strengths of global optimization and data assimilation
    • Vrugt J.A., Diks C.G.H., Gupta H.V., Bouten W., Verstraten J.M. Improved treatment of uncertainty in hydrologic modeling: Combining the strengths of global optimization and data assimilation. Water Resour Res 2005, 41(1). 10.1029/2004WR003059.
    • (2005) Water Resour Res , vol.41 , Issue.1
    • Vrugt, J.A.1    Diks, C.G.H.2    Gupta, H.V.3    Bouten, W.4    Verstraten, J.M.5
  • 7
    • 33646459989 scopus 로고    scopus 로고
    • Unraveling uncertainties in hydrologic model calibration: addressing the problem of compensatory parameters
    • Clark M.P., Vrugt J.A. Unraveling uncertainties in hydrologic model calibration: addressing the problem of compensatory parameters. Geophys Res Lett 2006, 33(6). 10.1029/2005GL025604.
    • (2006) Geophys Res Lett , vol.33 , Issue.6
    • Clark, M.P.1    Vrugt, J.A.2
  • 8
    • 34248217009 scopus 로고    scopus 로고
    • Optimal estimation of irrigation schedule - an example of quantifying human interferences to hydrologic processes
    • Wang D.B., Cai X.M. Optimal estimation of irrigation schedule - an example of quantifying human interferences to hydrologic processes. Adv Water Resour 2007, 30(8):1844-1857. 10.1016/j.advwatres.2007.02.006.
    • (2007) Adv Water Resour , vol.30 , Issue.8 , pp. 1844-1857
    • Wang, D.B.1    Cai, X.M.2
  • 9
    • 79951973284 scopus 로고    scopus 로고
    • Many-objective groundwater monitoring network design using bias-aware ensemble Kalman filtering, evolutionary optimization, and visual analytics
    • Kollat J.B., Reed P.M., Maxwell R.M. Many-objective groundwater monitoring network design using bias-aware ensemble Kalman filtering, evolutionary optimization, and visual analytics. Water Resour Res 2011, 47:W02529. 10.1029/2010WR009194.
    • (2011) Water Resour Res , vol.47
    • Kollat, J.B.1    Reed, P.M.2    Maxwell, R.M.3
  • 10
    • 0032565978 scopus 로고    scopus 로고
    • Evaporation functions compared on US watersheds: possible implications for global-scale water balance and terrestrial ecosystem modeling
    • Vorosmarty C.J., Federer C.A., Schloss A.L. Evaporation functions compared on US watersheds: possible implications for global-scale water balance and terrestrial ecosystem modeling. J Hydrol 1998, 207(3-4):147-169. 10.1016/S0022-1694(98)00109-7.
    • (1998) J Hydrol , vol.207 , Issue.3-4 , pp. 147-169
    • Vorosmarty, C.J.1    Federer, C.A.2    Schloss, A.L.3
  • 11
    • 70249087727 scopus 로고    scopus 로고
    • Optimal search strategy for the definition of a DNAPL source
    • Dokou Z., Pinder G. Optimal search strategy for the definition of a DNAPL source. J Hydrol 2009, 376:542-556. 10.1016/j.jhydrol.2009.07.062.
    • (2009) J Hydrol , vol.376 , pp. 542-556
    • Dokou, Z.1    Pinder, G.2
  • 12
    • 31444451116 scopus 로고    scopus 로고
    • Space-time optimization of groundwater quality sampling networks
    • Herrera G.S., Pinder G.F. Space-time optimization of groundwater quality sampling networks. Water Resour Res 2005, 41(12). 10.1029/2004WR003626.
    • (2005) Water Resour Res , vol.41 , Issue.12
    • Herrera, G.S.1    Pinder, G.F.2
  • 13
    • 79960051006 scopus 로고    scopus 로고
    • A real-time groundwater management model using data assimilation
    • Cheng W.-C., Putti M., Kendall D.R., Yeh W.W.G. A real-time groundwater management model using data assimilation. Water Resour Res 2011, 47. 10.1029/2010WR009770.
    • (2011) Water Resour Res , vol.47
    • Cheng, W.-C.1    Putti, M.2    Kendall, D.R.3    Yeh, W.W.G.4
  • 14
    • 84862298203 scopus 로고    scopus 로고
    • A hypothesis-driven approach to optimize field campaigns
    • doi:10.1029/2011WR011016
    • Nowak W., Rubin Y., de Barros F.P.J. A hypothesis-driven approach to optimize field campaigns. Water Resour Res 2012, 48:W06509. doi:10.1029/2011WR011016.
    • (2012) Water Resour Res , vol.48
    • Nowak, W.1    Rubin, Y.2    de Barros, F.P.J.3
  • 15
    • 33947532368 scopus 로고    scopus 로고
    • Water resources systems planning and management: an introduction to methods, models, and applications
    • United Nations Educational, Scientific and Cultural Organization. ISBN 92-3-103998-9.
    • Loucks DP, van Beek E. Water resources systems planning and management: an introduction to methods, models, and applications. Studies and Reports in Hydrology. United Nations Educational, Scientific and Cultural Organization. 2005. ISBN 92-3-103998-9.
    • (2005) Studies and Reports in Hydrology
    • Loucks, D.P.1    van Beek, E.2
  • 17
    • 77955682503 scopus 로고    scopus 로고
    • State of the art for genetic algorithms and beyond in water resources planning and management
    • Nicklow J.W., Reed P.M., Savic D., Dessalegne T., Harrell L., Chan-Hilton A., et al. State of the art for genetic algorithms and beyond in water resources planning and management. J Water Resour Plan Manage 2010, 136(4):412-432. 10.1061/(ASCE)WR.1943-5452.0000053.
    • (2010) J Water Resour Plan Manage , vol.136 , Issue.4 , pp. 412-432
    • Nicklow, J.W.1    Reed, P.M.2    Savic, D.3    Dessalegne, T.4    Harrell, L.5    Chan-Hilton, A.6
  • 18
    • 0016648936 scopus 로고
    • The Development of a Snow Routine for the HBV-2 Model
    • Bergstrom S. The Development of a Snow Routine for the HBV-2 Model. Nordic Hydrol 1975, 6(2):73-92.
    • (1975) Nordic Hydrol , vol.6 , Issue.2 , pp. 73-92
    • Bergstrom, S.1
  • 19
    • 1842686887 scopus 로고    scopus 로고
    • Optimal operation of multireservoir systems: state-of-the-art review
    • Labadie J. Optimal operation of multireservoir systems: state-of-the-art review. J Water Resour Plan Manage 2004, 130(2):93-111. 10.1061/(ASCE)0733-9496(2004)130:2(93).
    • (2004) J Water Resour Plan Manage , vol.130 , Issue.2 , pp. 93-111
    • Labadie, J.1
  • 20
  • 21
    • 82355162892 scopus 로고    scopus 로고
    • Save Now, Pay Later? Multi-period many-objective groundwater monitoring design given systematic model errors and uncertainty
    • Reed P., Kollat J.B. Save Now, Pay Later? Multi-period many-objective groundwater monitoring design given systematic model errors and uncertainty. Adv Water Resour 2012, 35:55-68. 10.1016/j.advwatres.2011.10.011.
    • (2012) Adv Water Resour , vol.35 , pp. 55-68
    • Reed, P.1    Kollat, J.B.2
  • 22
    • 84878918313 scopus 로고    scopus 로고
    • National Science and Technology Council Committee on environment and natural resources
    • A strategy for federal science and technology to support water availability and quality in the United States. Washington, DC: Executive Office of the President of the United States
    • National Science and Technology Council Committee on environment and natural resources. A strategy for federal science and technology to support water availability and quality in the United States. Washington, DC: Executive Office of the President of the United States; 2007.
    • (2007)
  • 23
    • 85024116508 scopus 로고    scopus 로고
    • National Research Council. Informing decisions in a changing climate. P.o.S.a.M.f.C.-R.D. Support, editor. Washington, DC: The National Academies Press
    • National Research Council. Informing decisions in a changing climate. P.o.S.a.M.f.C.-R.D. Support, editor. Washington, DC: The National Academies Press; 2009.
    • (2009)
  • 24
    • 84878909093 scopus 로고    scopus 로고
    • National Research Council. Science for environmental protection: the road ahead. Washington, DC: The National Academies Press
    • National Research Council. Science for environmental protection: the road ahead. Washington, DC: The National Academies Press; 2012.
    • (2012)
  • 25
    • 84860578430 scopus 로고    scopus 로고
    • D.o. Energy, editor. Oak Ridge National Laboratory National Center for Computational Sciences: Oak Ridge, TN.
    • Kothe D. Science prospects and benefits with exascale computing. D.o. Energy, editor. Oak Ridge National Laboratory National Center for Computational Sciences: Oak Ridge, TN.
    • Science prospects and benefits with exascale computing
    • Kothe, D.1
  • 26
    • 0034835059 scopus 로고    scopus 로고
    • Toward improved parameter estimation of land surface hydrology models through the model parameter estimation experiment (MOPEX)
    • Int Assoc Hydrological Sciences, Wallingford, A.J. Dolman (Ed.)
    • Schaake J., Duan Q.Y., Koren V., Hall A. Toward improved parameter estimation of land surface hydrology models through the model parameter estimation experiment (MOPEX). Soil-vegetation-atmosphere transfer schemes and large-scale hydrological models 2001, 91-97. Int Assoc Hydrological Sciences, Wallingford. A.J. Dolman (Ed.).
    • (2001) Soil-vegetation-atmosphere transfer schemes and large-scale hydrological models , pp. 91-97
    • Schaake, J.1    Duan, Q.Y.2    Koren, V.3    Hall, A.4
  • 27
    • 33746180571 scopus 로고    scopus 로고
    • Application of parallel computing to stochastic parameter estimation in environmental models
    • Vrugt J.A., Nuallain B.O., Robinson B.A., Bouten W., Dekker S.C., Sloot P.M.A. Application of parallel computing to stochastic parameter estimation in environmental models. Comput Geosci 2006, 32(8):1139-1155. 10.1016/j.cageo.2005.10.015.
    • (2006) Comput Geosci , vol.32 , Issue.8 , pp. 1139-1155
    • Vrugt, J.A.1    Nuallain, B.O.2    Robinson, B.A.3    Bouten, W.4    Dekker, S.C.5    Sloot, P.M.A.6
  • 28
    • 0034869499 scopus 로고    scopus 로고
    • A multipopulation genetic algorithm to solve the inverse problem in hydrogeology
    • Karpouzos D.K., Delay F., Katsifarakis K.L., de Marsily G. A multipopulation genetic algorithm to solve the inverse problem in hydrogeology. Water Resour Res 2001, 37(9):2291-2302. 10.1029/2000WR900411.
    • (2001) Water Resour Res , vol.37 , Issue.9 , pp. 2291-2302
    • Karpouzos, D.K.1    Delay, F.2    Katsifarakis, K.L.3    de Marsily, G.4
  • 30
    • 0141521666 scopus 로고    scopus 로고
    • Optimizing urban water supply headworks using probabilistic search methods
    • Cui L., Kuczera G. Optimizing urban water supply headworks using probabilistic search methods. J Water Resour Plan Manage 2003, 129(5):380-387. 10.1061/(ASCE)0733-9496(2003)129:5(380).
    • (2003) J Water Resour Plan Manage , vol.129 , Issue.5 , pp. 380-387
    • Cui, L.1    Kuczera, G.2
  • 31
    • 20844437629 scopus 로고    scopus 로고
    • Optimizing water supply headworks operating rules under stochastic inputs: Assessment of genetic algorithm performance
    • Cui L., Kuczera G. Optimizing water supply headworks operating rules under stochastic inputs: Assessment of genetic algorithm performance. Water Resour Res 2005, 41:W05016. 10.1029/2004WR003517.
    • (2005) Water Resour Res , vol.41
    • Cui, L.1    Kuczera, G.2
  • 32
    • 84878908481 scopus 로고    scopus 로고
    • Optimal design of water distribution systems using many-objective visual analytics
    • in press.
    • Fu G, Kapelan Z, Kasprzyk JR, Reed P. Optimal design of water distribution systems using many-objective visual analytics. Water Resour Plan Manage, in press.
    • Water Resour Plan Manage
    • Fu, G.1    Kapelan, Z.2    Kasprzyk, J.R.3    Reed, P.4
  • 33
    • 12144272449 scopus 로고    scopus 로고
    • Hybrid genetic algorithm: local search methods for solving groundwater source identification inverse problems
    • Mahinthakumar G., Sayeed M. Hybrid genetic algorithm: local search methods for solving groundwater source identification inverse problems. J Water Resour Plan Manage 2005, 131(1):45-57. 10.1061/(ASCE)0733-9496(2005)131:1(45).
    • (2005) J Water Resour Plan Manage , vol.131 , Issue.1 , pp. 45-57
    • Mahinthakumar, G.1    Sayeed, M.2
  • 34
    • 33846352020 scopus 로고    scopus 로고
    • Parallelization strategies for rapid and robust evolutionary multiobjective optimization in water resources applications
    • Tang Y., Reed P., Kollat J.B. Parallelization strategies for rapid and robust evolutionary multiobjective optimization in water resources applications. Adv Water Resour 2007, 30(3):335-353. 10.1016/j.advwatres.2006.06.006.
    • (2007) Adv Water Resour , vol.30 , Issue.3 , pp. 335-353
    • Tang, Y.1    Reed, P.2    Kollat, J.B.3
  • 35
    • 84866846120 scopus 로고    scopus 로고
    • Diagnostic assessment of search controls and failure modes in many-objective evolutionary optimization
    • Hadka D., Reed P.M. Diagnostic assessment of search controls and failure modes in many-objective evolutionary optimization. Evol Comput 2012, 20(3):423-452.
    • (2012) Evol Comput , vol.20 , Issue.3 , pp. 423-452
    • Hadka, D.1    Reed, P.M.2
  • 36
    • 56749106980 scopus 로고    scopus 로고
    • Parallel evolutionary multi-objective optimization on large, heterogeneous clusters: an applications perspective
    • Reed P., Ferringer M., Thompson T., Kollat J.B. Parallel evolutionary multi-objective optimization on large, heterogeneous clusters: an applications perspective. J Aerosp Comput Inf Commun 2008, 5:460-478. 10.2514/1.36467.
    • (2008) J Aerosp Comput Inf Commun , vol.5 , pp. 460-478
    • Reed, P.1    Ferringer, M.2    Thompson, T.3    Kollat, J.B.4
  • 39
    • 84872848015 scopus 로고    scopus 로고
    • Evolutionary multiobjective optimization in water resources: the past, present, and future
    • Reed P.M., Hadka D., Herman J.D., et al. Evolutionary multiobjective optimization in water resources: the past, present, and future. Adv Water Resour 2013, 51:438-456. 10.1016/j.advwatres.2012.01.005.
    • (2013) Adv Water Resour , vol.51 , pp. 438-456
    • Reed, P.M.1    Hadka, D.2    Herman, J.D.3
  • 40
    • 84884550570 scopus 로고    scopus 로고
    • The ensemble Kalman filter: theoretical formulation and practical implementation
    • Evensen G. The ensemble Kalman filter: theoretical formulation and practical implementation. Ocean Dyn 2003, 53:343-367.
    • (2003) Ocean Dyn , vol.53 , pp. 343-367
    • Evensen, G.1
  • 41
    • 33644635404 scopus 로고    scopus 로고
    • Bias aware Kalman filters: comparison and improvements
    • Drécourt J., Madsen H., Rosbjery D. Bias aware Kalman filters: comparison and improvements. Adv Water Resour 2006, 29:707-718. 10.1016/j.advwatres.2005.07.006.
    • (2006) Adv Water Resour , vol.29 , pp. 707-718
    • Drécourt, J.1    Madsen, H.2    Rosbjery, D.3
  • 42
    • 57049150190 scopus 로고    scopus 로고
    • Addressing bias and uncertainty in groundwater transport forecasts for a three-dimensional physical aquifer experiment
    • Kollat J.B., Reed P., Rizzo D. Addressing bias and uncertainty in groundwater transport forecasts for a three-dimensional physical aquifer experiment. Geophys Res Lett 2008, 35:L17402. 10.1029/2008GL035021.
    • (2008) Geophys Res Lett , vol.35
    • Kollat, J.B.1    Reed, P.2    Rizzo, D.3
  • 43
    • 41749088671 scopus 로고    scopus 로고
    • A new epsilon-dominance hierarchical bayesian optimization algorithm for large multi-objective monitoring network design problems
    • Kollat J.B., Reed P.M., Kasprzyk J.R. A new epsilon-dominance hierarchical bayesian optimization algorithm for large multi-objective monitoring network design problems. Adv Water Resour 2008, 31(5):828-845. 10.1016/j.advwatres.2008.01.017.
    • (2008) Adv Water Resour , vol.31 , Issue.5 , pp. 828-845
    • Kollat, J.B.1    Reed, P.M.2    Kasprzyk, J.R.3
  • 45
    • 84996163850 scopus 로고    scopus 로고
    • Challenges for visual analytics
    • Thomas J., Kielman J. Challenges for visual analytics. Inf Visual 2009, 8(4):309-314. 10.1057/ivs.2009.26.
    • (2009) Inf Visual , vol.8 , Issue.4 , pp. 309-314
    • Thomas, J.1    Kielman, J.2
  • 46
    • 34547697204 scopus 로고    scopus 로고
    • A Framework for visually interactive decision-making and design using evolutionary multiobjective optimization (VIDEO)
    • Kollat J.B., Reed P. A Framework for visually interactive decision-making and design using evolutionary multiobjective optimization (VIDEO). Environ Model Softw 2007, 22(12):1691-1704. 10.1016/j.envsoft.2007.02.001.
    • (2007) Environ Model Softw , vol.22 , Issue.12 , pp. 1691-1704
    • Kollat, J.B.1    Reed, P.2
  • 47
    • 0030247884 scopus 로고    scopus 로고
    • A parallel multigrid preconditioned conjugate gradient algorithm for groundwater flow simulations
    • Ashby S.F., Falgout R.D. A parallel multigrid preconditioned conjugate gradient algorithm for groundwater flow simulations. Nucl Sci Eng 1996, 124(1):145-159.
    • (1996) Nucl Sci Eng , vol.124 , Issue.1 , pp. 145-159
    • Ashby, S.F.1    Falgout, R.D.2
  • 48
    • 0035398643 scopus 로고    scopus 로고
    • Newton-Krylov-multigrid solvers for large-scale, highly heterogeneous, variably saturated flow problems
    • Jones J.E., Woodward C.S. Newton-Krylov-multigrid solvers for large-scale, highly heterogeneous, variably saturated flow problems. Adv Water Resour 2001, 24(7):763-774. 10.1016/S0309-1708(00)00075-0.
    • (2001) Adv Water Resour , vol.24 , Issue.7 , pp. 763-774
    • Jones, J.E.1    Woodward, C.S.2
  • 49
    • 33744806403 scopus 로고    scopus 로고
    • Integrated surface-groundwater flow modeling: a free-surface overland flow boundary condition in a parallel groundwater flow model
    • Kollet S.J., Maxwell R.M. Integrated surface-groundwater flow modeling: a free-surface overland flow boundary condition in a parallel groundwater flow model. Adv Water Resour 2006, 29(7):945-958. 10.1016/j.advwatres.2005.08.006.
    • (2006) Adv Water Resour , vol.29 , Issue.7 , pp. 945-958
    • Kollet, S.J.1    Maxwell, R.M.2
  • 50
    • 62849105754 scopus 로고    scopus 로고
    • Interdependence of groundwater dynamics and land-energy feedbacks under climate change
    • Maxwell R., Kollet S. Interdependence of groundwater dynamics and land-energy feedbacks under climate change. Nature Geosci 2008, 1(10):665-669. 10.1038/ngeo315.
    • (2008) Nature Geosci , vol.1 , Issue.10 , pp. 665-669
    • Maxwell, R.1    Kollet, S.2
  • 51
    • 0026474511 scopus 로고
    • Particle-grid methods for reacting flows in porous-media with application to fisher equation
    • Tompson A.F.B., Dougherty D.E. Particle-grid methods for reacting flows in porous-media with application to fisher equation. Appl Math Model 1992, 16(7):374-383. 10.1016/0307-904X(92)90071-A.
    • (1992) Appl Math Model , vol.16 , Issue.7 , pp. 374-383
    • Tompson, A.F.B.1    Dougherty, D.E.2
  • 52
    • 0025624804 scopus 로고
    • Numerical-simulation of solute transport in 3-Dimensional, randomly heterogeneous porous-media
    • Tompson A.F.B., Gelhar L.W. Numerical-simulation of solute transport in 3-Dimensional, randomly heterogeneous porous-media. Water Resour Res 1990, 26(10):2541-2562. 10.1029/93WR01526.
    • (1990) Water Resour Res , vol.26 , Issue.10 , pp. 2541-2562
    • Tompson, A.F.B.1    Gelhar, L.W.2
  • 53
    • 0033176952 scopus 로고    scopus 로고
    • A model for assessing and managing the risks of environmental lead emissions
    • Maxwell R., Kastenberg W. A model for assessing and managing the risks of environmental lead emissions. Stochastic Environ Res Risk Assess 1999, 13(4):231-250. 10.1007/s004770050041.
    • (1999) Stochastic Environ Res Risk Assess , vol.13 , Issue.4 , pp. 231-250
    • Maxwell, R.1    Kastenberg, W.2
  • 54
    • 34547728198 scopus 로고    scopus 로고
    • Revisiting the cape cod bacteria injection experiment using a stochastic modeling approach
    • Maxwell R., Welty C., Harvey R. Revisiting the cape cod bacteria injection experiment using a stochastic modeling approach. Environ Sci Technol 2007, 41(15):5548-5558. 10.1021/es062693a.
    • (2007) Environ Sci Technol , vol.41 , Issue.15 , pp. 5548-5558
    • Maxwell, R.1    Welty, C.2    Harvey, R.3
  • 55
    • 57049150190 scopus 로고    scopus 로고
    • Addressing bias and uncertainty in groundwater transport forecasts for a three-dimensional physical aquifer experiment
    • Kollat J.B., Reed P. Addressing bias and uncertainty in groundwater transport forecasts for a three-dimensional physical aquifer experiment. Geophys Res Lett 2008, 35:L17402. 10.1029/2008GL035021.
    • (2008) Geophys Res Lett , vol.35
    • Kollat, J.B.1    Reed, P.2
  • 56
    • 84864761275 scopus 로고    scopus 로고
    • Ensemble Kalman filter versus particle filter for a physically-based coupled surface-subsurface model
    • Pasetto D., Camporese M., Putti M. Ensemble Kalman filter versus particle filter for a physically-based coupled surface-subsurface model. Adv Water Resour 2012, 47:1-13. 10.1016/j.advwatres.2012.06.009.
    • (2012) Adv Water Resour , vol.47 , pp. 1-13
    • Pasetto, D.1    Camporese, M.2    Putti, M.3
  • 57
    • 0036853557 scopus 로고    scopus 로고
    • Ensemble size, and model-error representation in an ensemble Kalman filter
    • Mitchell H.L., Houtekamer P.L., Pellerin G. Ensemble size, and model-error representation in an ensemble Kalman filter. Mon Weather Rev 2002, 130:2791-2808. 10.1175/1520-0493(2002)130<2791:ESBAME>2.0.CO;2.
    • (2002) Mon Weather Rev , vol.130 , pp. 2791-2808
    • Mitchell, H.L.1    Houtekamer, P.L.2    Pellerin, G.3
  • 58
    • 79952195180 scopus 로고    scopus 로고
    • Comparative analysis of multiobjective evolutionary algorithms for random and correlated instances of the multiobjective d-dimensional Knapsack problems
    • Shah R., Reed P.M. Comparative analysis of multiobjective evolutionary algorithms for random and correlated instances of the multiobjective d-dimensional Knapsack problems. Eur J Oper Res 2011, 211(3):466-479. 10.1016/j.ejor.2011.01.030.
    • (2011) Eur J Oper Res , vol.211 , Issue.3 , pp. 466-479
    • Shah, R.1    Reed, P.M.2
  • 59
    • 2142762712 scopus 로고    scopus 로고
    • A hierarchy machine: learning to optimize from nature and humans
    • Pelikan M., Goldberg D.E. A hierarchy machine: learning to optimize from nature and humans. Complexity 2003, 8(5):36-45.
    • (2003) Complexity , vol.8 , Issue.5 , pp. 36-45
    • Pelikan, M.1    Goldberg, D.E.2
  • 60
    • 0036715683 scopus 로고    scopus 로고
    • Combining convergence and diversity in evolutionary multiobjective optimization
    • Laumanns M., Thiele L., Deb K., Zitzler E. Combining convergence and diversity in evolutionary multiobjective optimization. Evol Comput 2002, 10(3):263-282. 10.1162/106365602760234108.
    • (2002) Evol Comput , vol.10 , Issue.3 , pp. 263-282
    • Laumanns, M.1    Thiele, L.2    Deb, K.3    Zitzler, E.4
  • 62
    • 0037936618 scopus 로고    scopus 로고
    • Performance assessment of multiobjective optimizers: an analysis and review
    • Zitzler E., Thiele L., Laumanns M., Fonseca C.M., da Fonseca V.G. Performance assessment of multiobjective optimizers: an analysis and review. IEEE Trans Evol Comput 2003, 7(2):117-132. 10.1109/TEVC.2003.810758.
    • (2003) IEEE Trans Evol Comput , vol.7 , Issue.2 , pp. 117-132
    • Zitzler, E.1    Thiele, L.2    Laumanns, M.3    Fonseca, C.M.4    da Fonseca, V.G.5
  • 64
    • 24344444451 scopus 로고    scopus 로고
    • Many-objective optimization: an engineering design perspective
    • Springer, Guanajuato, Mexico, Evolutionary multi-criterion optimization
    • Fleming P.J., Purshouse R.C., Lygoe R.J. Many-objective optimization: an engineering design perspective. Lecture notes in computer science 2005, Springer, Guanajuato, Mexico.
    • (2005) Lecture notes in computer science
    • Fleming, P.J.1    Purshouse, R.C.2    Lygoe, R.J.3
  • 65
    • 70449954346 scopus 로고    scopus 로고
    • Many-objective reconfiguration of operational satellite constellations with the large-cluster epsilon non-dominated sorting genetic algorithm-II
    • IEEE
    • Ferringer M., Spencer D., Reed P. Many-objective reconfiguration of operational satellite constellations with the large-cluster epsilon non-dominated sorting genetic algorithm-II. IEEE congress on evolutionary computation, CEC 09 2009, IEEE.
    • (2009) IEEE congress on evolutionary computation, CEC 09
    • Ferringer, M.1    Spencer, D.2    Reed, P.3
  • 66
    • 84859108005 scopus 로고    scopus 로고
    • Many-objective de novo water supply portfolio planning under deep uncertainty
    • Kasprzyk J.R., Reed P.M., Kirsch B., Characklis G. Many-objective de novo water supply portfolio planning under deep uncertainty. Environ Model Softw 2012, 34(6):87-104. 10.1016/j.envsoft.2011.04.003.
    • (2012) Environ Model Softw , vol.34 , Issue.6 , pp. 87-104
    • Kasprzyk, J.R.1    Reed, P.M.2    Kirsch, B.3    Characklis, G.4
  • 67
    • 72149107555 scopus 로고    scopus 로고
    • Managing population and drought risks using many-objective water portfolio planning under uncertainty
    • Kasprzyk J.R., Reed P.M., Kirsch B., Characklis G. Managing population and drought risks using many-objective water portfolio planning under uncertainty. Water Resour Res 2009, 45:W12401. 10.1029/2009WR008121.
    • (2009) Water Resour Res , vol.45
    • Kasprzyk, J.R.1    Reed, P.M.2    Kirsch, B.3    Characklis, G.4
  • 68
    • 79953093896 scopus 로고    scopus 로고
    • Visualization-based multi-objective improvement of environmental decision-making using linearization of response surfaces
    • Castelletti A., Lotov A.V., Soncini-Sessa R. Visualization-based multi-objective improvement of environmental decision-making using linearization of response surfaces. Environ Model Softw 2010, 25(12):1552-1564. 10.1016/j.envsoft.2010.05.011.
    • (2010) Environ Model Softw , vol.25 , Issue.12 , pp. 1552-1564
    • Castelletti, A.1    Lotov, A.V.2    Soncini-Sessa, R.3
  • 69
    • 84859108005 scopus 로고    scopus 로고
    • Many-objective de Novo water supply portfolio planning under deep uncertainty
    • Kasprzyk J.R., Reed P.M., Characklis G.W., et al. Many-objective de Novo water supply portfolio planning under deep uncertainty. Environ Model Softw 2012, 34:87-104. 10.1016/j.envsoft.2011.04.003.
    • (2012) Environ Model Softw , vol.34 , pp. 87-104
    • Kasprzyk, J.R.1    Reed, P.M.2    Characklis, G.W.3
  • 70
    • 0011801192 scopus 로고    scopus 로고
    • Bayesian optimization algorithm: from single level to hierarchy
    • University of Illinois, Urbana-Champaign
    • Pelikan M. Bayesian optimization algorithm: from single level to hierarchy. Computer Science 2002, University of Illinois, Urbana-Champaign.
    • (2002) Computer Science
    • Pelikan, M.1
  • 71
    • 84872848015 scopus 로고    scopus 로고
    • Kollat JB. Evolutionary multiobjective optimizatin in water resources: the past, present, and future. Adv
    • Reed P.M., Hadka D., Herman J.D., et al. Kollat JB. Evolutionary multiobjective optimizatin in water resources: the past, present, and future. Adv. Water Res 2013, 51:438-456. 10.1016/j.advwatres.2012.01.005.
    • (2013) Water Res , vol.51 , pp. 438-456
    • Reed, P.M.1    Hadka, D.2    Herman, J.D.3
  • 72
    • 33645882208 scopus 로고    scopus 로고
    • Comparing state-of-the-art evolutionary multi-objective algorithms for long-term groundwater monitoring design
    • Kollat J.B., Reed P. Comparing state-of-the-art evolutionary multi-objective algorithms for long-term groundwater monitoring design. Adv Water Resour 2006, 29(6):792-807. 10.1016/j.advwatres.2005.07.010.
    • (2006) Adv Water Resour , vol.29 , Issue.6 , pp. 792-807
    • Kollat, J.B.1    Reed, P.2
  • 73
    • 33845307599 scopus 로고    scopus 로고
    • How efficient and effective are evolutionary multiobjective algorithms at hydrologic model calibration?
    • Tang Y., Reed P., Wagener T. How efficient and effective are evolutionary multiobjective algorithms at hydrologic model calibration?. Hydrol Earth Syst Sci 2006, 10:289-307.
    • (2006) Hydrol Earth Syst Sci , vol.10 , pp. 289-307
    • Tang, Y.1    Reed, P.2    Wagener, T.3
  • 75
    • 84900866353 scopus 로고    scopus 로고
    • How entropy-theorems can show that on-line approximating high-dim Pareto fronts is too hard
    • (PPSN-BTN Workshop). Reykjavik
    • Teytaud O. How entropy-theorems can show that on-line approximating high-dim Pareto fronts is too hard. In: 10th International conference on parallel problem solving from nature (PPSN-BTN Workshop). Reykjavik; 2006.
    • (2006) 10th International conference on parallel problem solving from nature
    • Teytaud, O.1
  • 76
    • 38149113572 scopus 로고    scopus 로고
    • On the hardness of offline multi-objective optimization
    • Teytaud O. On the hardness of offline multi-objective optimization. Evol Comput 2007, 15(4):475-491. 10.1162/evco.2007.15.4.475.
    • (2007) Evol Comput , vol.15 , Issue.4 , pp. 475-491
    • Teytaud, O.1
  • 77
    • 0025457417 scopus 로고
    • MGA: A decision support system for complex, incompletely defined problems
    • Brill E.D., Flach J., Hopkins L., Ranjithan S. MGA: A decision support system for complex, incompletely defined problems. IEEE Trans Syst Man Cybern 1990, 20(4):745-757. 10.1109/21.105076.
    • (1990) IEEE Trans Syst Man Cybern , vol.20 , Issue.4 , pp. 745-757
    • Brill, E.D.1    Flach, J.2    Hopkins, L.3    Ranjithan, S.4
  • 78
    • 84878902772 scopus 로고    scopus 로고
    • Many-objective visual analytics: rethinking the design of complex engineered systems
    • in press.
    • Woodruff M, Reed, PM, Simpson T, Many-objective visual analytics: rethinking the design of complex engineered systems. Struct Multi Optim, in press.
    • Struct Multi Optim
    • Woodruff, M.1    Reed, P.M.2    Simpson, T.3


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