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Volumn 130, Issue , 2016, Pages 506-518

Systematic approach for the life cycle multi-objective optimization of buildings combining objective reduction and surrogate modeling

Author keywords

Buildings; Insulation; Life cycle assessment (LCA); Modelling; Multi objective optimization; Objective reduction; Surrogate model

Indexed keywords

ARCHITECTURAL DESIGN; BUILDINGS; DECISION MAKING; DESIGN; DIFFERENTIAL EQUATIONS; ECONOMIC AND SOCIAL EFFECTS; ENVIRONMENTAL IMPACT; FUEL ADDITIVES; INSULATION; LIFE CYCLE; MODELS; MULTIOBJECTIVE OPTIMIZATION; THERMAL INSULATION;

EID: 84985942540     PISSN: 03787788     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enbuild.2016.07.062     Document Type: Article
Times cited : (42)

References (63)
  • 1
    • 84985901542 scopus 로고    scopus 로고
    • Promoting Energy efficiency investments. Case studies in the residential sector.
    • [1] IEA. Promoting Energy efficiency investments. Case studies in the residential sector. 2008.
    • (2008)
  • 2
    • 80053331303 scopus 로고    scopus 로고
    • Residential and commercial buildings
    • Climate Change 2007: Mitigation. Contribution of Working Group III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change.
    • [2] M. Levine, D. Ürge-Vorsatz, K. Blok, L. Geng, D. Harvey, S. Lang, et al. Residential and commercial buildings. Climate Change 2007: Mitigation. Contribution of Working Group III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, 2007, pp. 387–446.
    • (2007) , pp. 387-446
    • Levine, M.1    Ürge-Vorsatz, D.2    Blok, K.3    Geng, L.4    Harvey, D.5    Lang, S.6
  • 3
    • 84985959305 scopus 로고    scopus 로고
    • European Parliament and Council of the European Union Decision No 406/2009/EC of the European Parliament and of the council of 23 April 2009 on the efforts of member states to reduce their greenhouse gas emissions to meet the community's emission reductio
    • Official Journal of the European Union, L140, Pp 136–148 2009.
    • [3] European Parliament and Council of the European Union Decision No 406/2009/EC of the European Parliament and of the council of 23 April 2009 on the efforts of member states to reduce their greenhouse gas emissions to meet the community's emission reductio. Official Journal of the European Union, L140 (2009), Pp 136–148 2009.
    • (2009)
  • 4
    • 84905377289 scopus 로고    scopus 로고
    • Multi-objective optimization coupled with life cycle assessment for retrofitting buildings
    • [4] Antipova, E., Boer, D., Guillén-Gosálbez, G., Cabeza, L.F., Jiménez, L., Multi-objective optimization coupled with life cycle assessment for retrofitting buildings. Energy Build. 82 (2014), 92–99, 10.1016/j.enbuild.2014.07.001.
    • (2014) Energy Build. , vol.82 , pp. 92-99
    • Antipova, E.1    Boer, D.2    Guillén-Gosálbez, G.3    Cabeza, L.F.4    Jiménez, L.5
  • 5
    • 84973550311 scopus 로고    scopus 로고
    • Achieving energy efficient buildings via retrofitting of existing buildings: a case study
    • [5] Zhou, Z., Zhang, S., Wang, C., Zuo, J., He, Q., Rameezdeen, R., Achieving energy efficient buildings via retrofitting of existing buildings: a case study. J. Clean. Prod. 112 (2015), 3605–3615, 10.1016/j.jclepro.2015.09.046.
    • (2015) J. Clean. Prod. , vol.112 , pp. 3605-3615
    • Zhou, Z.1    Zhang, S.2    Wang, C.3    Zuo, J.4    He, Q.5    Rameezdeen, R.6
  • 6
    • 84878444628 scopus 로고    scopus 로고
    • Comparative assessment of internal and external thermal insulation systems for energy efficient retrofitting of residential buildings
    • [6] Kolaitis, D.I., Malliotakis, E., Kontogeorgos, D.A., Mandilaras, I., Katsourinis, D.I., Founti, M.A., Comparative assessment of internal and external thermal insulation systems for energy efficient retrofitting of residential buildings. Energy Build. 64 (2013), 123–131, 10.1016/j.enbuild.2013.04.004.
    • (2013) Energy Build. , vol.64 , pp. 123-131
    • Kolaitis, D.I.1    Malliotakis, E.2    Kontogeorgos, D.A.3    Mandilaras, I.4    Katsourinis, D.I.5    Founti, M.A.6
  • 7
    • 77949912693 scopus 로고    scopus 로고
    • The changing role of life cycle phases, subsystems and materials in the LCA of low energy buildings
    • [7] Blengini, G.A., Di Carlo, T., The changing role of life cycle phases, subsystems and materials in the LCA of low energy buildings. Energy Build. 42 (2010), 869–880, 10.1016/j.enbuild.2009.12.009.
    • (2010) Energy Build. , vol.42 , pp. 869-880
    • Blengini, G.A.1    Di Carlo, T.2
  • 8
    • 84879492568 scopus 로고    scopus 로고
    • A comprehensive assessment of the life cycle energy demand of passive houses
    • [8] Stephan, A., Crawford, R.H., de Myttenaere, K., A comprehensive assessment of the life cycle energy demand of passive houses. Appl. Energy 112 (2013), 23–34, 10.1016/j.apenergy.2013.05.076.
    • (2013) Appl. Energy , vol.112 , pp. 23-34
    • Stephan, A.1    Crawford, R.H.2    de Myttenaere, K.3
  • 9
    • 63449114128 scopus 로고    scopus 로고
    • Design of environmentally conscious absorption cooling systems via multi-objective optimization and life cycle assessment
    • [9] Gebreslassie, B.H., Guillén-Gosálbez, G., Jiménez, L., Boer, D., Design of environmentally conscious absorption cooling systems via multi-objective optimization and life cycle assessment. Appl. Energy 86 (2009), 1712–1722, 10.1016/j.apenergy.2008.11.019.
    • (2009) Appl. Energy , vol.86 , pp. 1712-1722
    • Gebreslassie, B.H.1    Guillén-Gosálbez, G.2    Jiménez, L.3    Boer, D.4
  • 10
    • 84864955333 scopus 로고    scopus 로고
    • Combined simulation-optimization methodology for the design of environmental conscious absorption systems
    • [10] Brunet, R., Reyes-Labarta, J.A., Guillén-Gosálbez, G., Jiménez, L., Boer, D., Combined simulation-optimization methodology for the design of environmental conscious absorption systems. Comput. Chem. Eng. 46 (2012), 205–216, 10.1016/j.compchemeng.2012.06.030.
    • (2012) Comput. Chem. Eng. , vol.46 , pp. 205-216
    • Brunet, R.1    Reyes-Labarta, J.A.2    Guillén-Gosálbez, G.3    Jiménez, L.4    Boer, D.5
  • 11
    • 84899965706 scopus 로고    scopus 로고
    • Multi-objective optimization under uncertainty of the economic and life cycle environmental performance of industrial processes
    • [11] Sabio, N., Pozo, C., Guillén-Gosálbez, G., Jiménez, L., Karuppiah, R., Vasudevan, V., et al. Multi-objective optimization under uncertainty of the economic and life cycle environmental performance of industrial processes. AIChE J., 2014, 10.1002/aic.14385.
    • (2014) AIChE J.
    • Sabio, N.1    Pozo, C.2    Guillén-Gosálbez, G.3    Jiménez, L.4    Karuppiah, R.5    Vasudevan, V.6
  • 12
    • 77954540618 scopus 로고    scopus 로고
    • Scope for the application of mathematical programming techniques in the synthesis and planning of sustainable processes
    • [12] Grossmann, I.E., Guillén-Gosálbez, G., Scope for the application of mathematical programming techniques in the synthesis and planning of sustainable processes. Comput. Chem. Eng. 34 (2010), 1365–1376, 10.1016/j.compchemeng.2009.11.012.
    • (2010) Comput. Chem. Eng. , vol.34 , pp. 1365-1376
    • Grossmann, I.E.1    Guillén-Gosálbez, G.2
  • 13
    • 58449120436 scopus 로고    scopus 로고
    • Optimal design and planning of sustainable chemical supply chains under uncertainty
    • [13] Guillén-Gosálbez, G., Grossmann, I.E., Optimal design and planning of sustainable chemical supply chains under uncertainty. AIChE J. 55 (2009), 99–121, 10.1002/aic.11662.
    • (2009) AIChE J. , vol.55 , pp. 99-121
    • Guillén-Gosálbez, G.1    Grossmann, I.E.2
  • 14
    • 84921988924 scopus 로고    scopus 로고
    • Multi-objective optimization of thermal modelled cubicles considering the total cost and life cycle environmental impact
    • [14] Carreras, J., Boer, D., Guillén-Gosálbez, G., Cabeza, L.F., Medrano, M., Jiménez, L., Multi-objective optimization of thermal modelled cubicles considering the total cost and life cycle environmental impact. Energy Build. 88 (2014), 335–346, 10.1016/j.enbuild.2014.12.007.
    • (2014) Energy Build. , vol.88 , pp. 335-346
    • Carreras, J.1    Boer, D.2    Guillén-Gosálbez, G.3    Cabeza, L.F.4    Medrano, M.5    Jiménez, L.6
  • 15
    • 84860882342 scopus 로고    scopus 로고
    • Multi-objective optimization of sustainable single-effect water/Lithium Bromide absorption cycle
    • [15] Gebreslassie, B.H., Groll, E.A., Garimella, S.V., Multi-objective optimization of sustainable single-effect water/Lithium Bromide absorption cycle. Renew. Energy 46 (2012), 100–110, 10.1016/j.renene.2012.03.023.
    • (2012) Renew. Energy , vol.46 , pp. 100-110
    • Gebreslassie, B.H.1    Groll, E.A.2    Garimella, S.V.3
  • 16
    • 84869871140 scopus 로고    scopus 로고
    • Multi-objective optimisation for generating sustainable solutions considering total effects on the environment
    • [16] Kravanja, Z., Čuček, L., Multi-objective optimisation for generating sustainable solutions considering total effects on the environment. Appl. Energy 101 (2013), 67–80, 10.1016/j.apenergy.2012.04.025.
    • (2013) Appl. Energy , vol.101 , pp. 67-80
    • Kravanja, Z.1    Čuček, L.2
  • 17
    • 79961128826 scopus 로고    scopus 로고
    • A multiobjective approach for reactive power planning in networks with wind power generation
    • [17] Alonso, M., Amaris, H., Alvarez-Ortega, C., A multiobjective approach for reactive power planning in networks with wind power generation. Renew. Energy 37 (2012), 180–191, 10.1016/j.renene.2011.06.021.
    • (2012) Renew. Energy , vol.37 , pp. 180-191
    • Alonso, M.1    Amaris, H.2    Alvarez-Ortega, C.3
  • 18
    • 0032872858 scopus 로고    scopus 로고
    • Life cycle assessment and its application to process selection, design and optimisation
    • [18] Azapagic, A., Life cycle assessment and its application to process selection, design and optimisation. Chem. Eng. J. 73 (1999), 1–21, 10.1016/S1385-8947(99)00042-X.
    • (1999) Chem. Eng. J. , vol.73 , pp. 1-21
    • Azapagic, A.1
  • 20
    • 84868328551 scopus 로고    scopus 로고
    • Life Cycle Assessment of experimental cubicles including (PCM) manufactured from natural resources (esters): a theoretical study
    • [20] Menoufi, K., Castell, A., Farid, M.M., Boer, D., Cabeza, L.F., Life Cycle Assessment of experimental cubicles including (PCM) manufactured from natural resources (esters): a theoretical study. Renew. Energy 51 (2013), 398–403, 10.1016/j.renene.2012.10.010.
    • (2013) Renew. Energy , vol.51 , pp. 398-403
    • Menoufi, K.1    Castell, A.2    Farid, M.M.3    Boer, D.4    Cabeza, L.F.5
  • 21
    • 78651454787 scopus 로고    scopus 로고
    • Life Cycle Assessment of the inclusion of phase change materials (PCM) in experimental buildings
    • [21] de Gracia, A., Rincón, L., Castell, A., Jiménez, M., Boer, D., Medrano, M., et al. Life Cycle Assessment of the inclusion of phase change materials (PCM) in experimental buildings. Energy Build. 42 (2010), 1517–1523, 10.1016/j.enbuild.2010.03.022.
    • (2010) Energy Build. , vol.42 , pp. 1517-1523
    • de Gracia, A.1    Rincón, L.2    Castell, A.3    Jiménez, M.4    Boer, D.5    Medrano, M.6
  • 22
    • 84857046922 scopus 로고    scopus 로고
    • LCA of low-energy flats using the Eco-indicator 99 method: impact of insulation materials
    • [22] Audenaert, A., De Cleyn, S.H., Buyle, M., LCA of low-energy flats using the Eco-indicator 99 method: impact of insulation materials. Energy Build. 47 (2012), 68–73, 10.1016/j.enbuild.2011.11.028.
    • (2012) Energy Build. , vol.47 , pp. 68-73
    • Audenaert, A.1    De Cleyn, S.H.2    Buyle, M.3
  • 23
    • 33750232921 scopus 로고    scopus 로고
    • On Finding Pareto-Optimal Solutions Through Dimensionality Reduction for Certain Large-Dimensional Multi-Objective Optimization Problems EMO for Many Objectives
    • Kangal Report, 2005011.
    • [23] K. Deb, D.K. Saxena, On Finding Pareto-Optimal Solutions Through Dimensionality Reduction for Certain Large-Dimensional Multi-Objective Optimization Problems EMO for Many Objectives. Kangal Report, 2005, 2005011, 3353–3360.
    • (2005) , pp. 3353-3360
    • Deb, K.1    Saxena, D.K.2
  • 24
    • 33645499662 scopus 로고    scopus 로고
    • On objective conflicts and objective reduction in multiple criteria optimization
    • 0161956X
    • [24] Brockhoff, D., Zitzler, E., On objective conflicts and objective reduction in multiple criteria optimization. Peabody J. Educ. 81 (2006), 180–202, 10.1207/S15327930pje8101_8 0161956X.
    • (2006) Peabody J. Educ. , vol.81 , pp. 180-202
    • Brockhoff, D.1    Zitzler, E.2
  • 25
    • 79960562241 scopus 로고    scopus 로고
    • A novel MILP-based objective reduction method for multi-objective optimization: application to environmental problems
    • [25] Guillén-Gosálbez, G., A novel MILP-based objective reduction method for multi-objective optimization: application to environmental problems. Comput. Chem. Eng. 35 (2011), 1469–1477, 10.1016/j.compchemeng.2011.02.001.
    • (2011) Comput. Chem. Eng. , vol.35 , pp. 1469-1477
    • Guillén-Gosálbez, G.1
  • 26
    • 84913580186 scopus 로고    scopus 로고
    • Building energy modeling: a systematic approach to zoning and model reduction using Koopman Mode Analysis
    • [26] Georgescu, M., Mezić, I., Building energy modeling: a systematic approach to zoning and model reduction using Koopman Mode Analysis. Energy Build., 2014, 10.1016/j.enbuild.2014.10.046.
    • (2014) Energy Build.
    • Georgescu, M.1    Mezić, I.2
  • 27
    • 84898072223 scopus 로고    scopus 로고
    • Towards energy performance evaluation in early stage building design: a simplification methodology for commercial building models
    • [27] Picco, M., Lollini, R., Marengo, M., Towards energy performance evaluation in early stage building design: a simplification methodology for commercial building models. Energy Build. 76 (2014), 497–505, 10.1016/j.enbuild.2014.03.016.
    • (2014) Energy Build. , vol.76 , pp. 497-505
    • Picco, M.1    Lollini, R.2    Marengo, M.3
  • 28
    • 21844476429 scopus 로고    scopus 로고
    • Applying multi-objective genetic algorithms in green building design optimization
    • [28] Wang, W., Zmeureanu, R., Rivard, H., Applying multi-objective genetic algorithms in green building design optimization. Build. Environ. 40 (2005), 1512–1525, 10.1016/j.buildenv.2004.11.017.
    • (2005) Build. Environ. , vol.40 , pp. 1512-1525
    • Wang, W.1    Zmeureanu, R.2    Rivard, H.3
  • 30
    • 84857060503 scopus 로고    scopus 로고
    • A methodology for meta-model based optimization in building energy models
    • [30] Eisenhower, B., O'Neill, Z., Narayanan, S., Fonoberov, V.A., Mezić, I., A methodology for meta-model based optimization in building energy models. Energy Build. 47 (2012), 292–301, 10.1016/j.enbuild.2011.12.001.
    • (2012) Energy Build. , vol.47 , pp. 292-301
    • Eisenhower, B.1    O'Neill, Z.2    Narayanan, S.3    Fonoberov, V.A.4    Mezić, I.5
  • 31
    • 84905013260 scopus 로고    scopus 로고
    • A multi-objective surrogate-based optimization of the crashworthiness of a hybrid impact absorber
    • [31] Costas, M., Díaz, J., Romera, L., Hernández, S., A multi-objective surrogate-based optimization of the crashworthiness of a hybrid impact absorber. Int. J. Mech. Sci. 88 (2014), 46–54, 10.1016/j.ijmecsci.2014.07.002.
    • (2014) Int. J. Mech. Sci. , vol.88 , pp. 46-54
    • Costas, M.1    Díaz, J.2    Romera, L.3    Hernández, S.4
  • 32
    • 54949115791 scopus 로고    scopus 로고
    • An algorithm for the use of surrogate models in modular flowsheet optimization
    • [32] Caballero, J.A., Grossmann, I.E., An algorithm for the use of surrogate models in modular flowsheet optimization. AIChE J. 54 (2008), 2633–2650, 10.1002/aic.11579.
    • (2008) AIChE J. , vol.54 , pp. 2633-2650
    • Caballero, J.A.1    Grossmann, I.E.2
  • 33
    • 84985999118 scopus 로고    scopus 로고
    • EnergyPlus, Energy Simulation Software., (accessed: December 2015).
    • [33] EnergyPlus. EnergyPlus, Energy Simulation Software. http://apps1.eere.energy.gov/buildings/energyplus/, 2015 (accessed: December 2015).
    • (2015)
  • 34
    • 0034825352 scopus 로고    scopus 로고
    • EnergyPlus: creating a new-generation building energy simulation program
    • [34] Crawley, D.B., Lawrie, L.K., Winkelmann, F.C., Buhl, W.F., Huang, Y.J., Pedersen, C.O., et al. EnergyPlus: creating a new-generation building energy simulation program. Energy Build. 33 (2001), 319–331, 10.1016/S0378-7788(00)00114-6.
    • (2001) Energy Build. , vol.33 , pp. 319-331
    • Crawley, D.B.1    Lawrie, L.K.2    Winkelmann, F.C.3    Buhl, W.F.4    Huang, Y.J.5    Pedersen, C.O.6
  • 35
    • 84985940316 scopus 로고    scopus 로고
    • EnergyPlus Engineering Reference. The Reference to EnergyPlus Calculations.
    • [35] DOE. EnergyPlus Engineering Reference. The Reference to EnergyPlus Calculations, 2010.
    • (2010)
  • 36
    • 84883886557 scopus 로고    scopus 로고
    • Thermal, economical and environmental analysis of insulated building walls in a cold climate
    • [36] Ozel, M., Thermal, economical and environmental analysis of insulated building walls in a cold climate. Energy Convers. Manage. 76 (2013), 674–684, 10.1016/j.enconman.2013.08.013.
    • (2013) Energy Convers. Manage. , vol.76 , pp. 674-684
    • Ozel, M.1
  • 37
    • 82355173201 scopus 로고    scopus 로고
    • A review of the economical and optimum thermal insulation thickness for building applications
    • [37] Kaynakli, O., A review of the economical and optimum thermal insulation thickness for building applications. Renew. Sustain. Energy Rev. 16 (2012), 415–425, 10.1016/j.rser.2011.08.006.
    • (2012) Renew. Sustain. Energy Rev. , vol.16 , pp. 415-425
    • Kaynakli, O.1
  • 38
    • 84871812119 scopus 로고    scopus 로고
    • Determination of optimum insulation thickness based on cooling transmission load for building walls in a hot climate
    • [38] Ozel, M., Determination of optimum insulation thickness based on cooling transmission load for building walls in a hot climate. Energy Convers. Manage. 66 (2013), 106–114, 10.1016/j.enconman.2012.10.002.
    • (2013) Energy Convers. Manage. , vol.66 , pp. 106-114
    • Ozel, M.1
  • 39
    • 67349133107 scopus 로고    scopus 로고
    • A study on optimum insulation thicknesses of external walls in hot summer and cold winter zone of China
    • [39] Yu, J., Yang, C., Tian, L., Liao, D., A study on optimum insulation thicknesses of external walls in hot summer and cold winter zone of China. Appl. Energy 86 (2009), 2520–2529, 10.1016/j.apenergy.2009.03.010.
    • (2009) Appl. Energy , vol.86 , pp. 2520-2529
    • Yu, J.1    Yang, C.2    Tian, L.3    Liao, D.4
  • 40
    • 84985998886 scopus 로고    scopus 로고
    • Eco-Indicator 99. PRé Consultants, The Eco-indicator 99A damage oriented method for life cycleimpact assessment. Methodology report and manual for designers. Technical Report, PRé Consultants, Amersfoort, The Netherlands.
    • [40] Eco-Indicator 99. PRé Consultants, The Eco-indicator 99A damage oriented method for life cycleimpact assessment. Methodology report and manual for designers. Technical Report, PRé Consultants, Amersfoort, The Netherlands, 2000.
    • (2000)
  • 41
    • 84985983630 scopus 로고    scopus 로고
    • ISO 14044: Environmental Management – Life Cycle Assessment – Requirements and Guidelines
    • ISO 14044, ISO
    • [41] ISO 14044, ISO 14044: Environmental Management – Life Cycle Assessment – Requirements and Guidelines. 2006, ISO.
    • (2006)
  • 42
    • 84985895832 scopus 로고    scopus 로고
    • The Ecoinvent Center. A competence centre of ETH; PSI; Empa & ART., (accessed: April 2015).
    • [42] Ecoinvent. The Ecoinvent Center. A competence centre of ETH; PSI; Empa & ART. http://www.ecoinvent.ch/, 2015 (accessed: April 2015).
    • (2015)
  • 43
    • 84985999097 scopus 로고    scopus 로고
    • JEPlus, an EnergyPlus simulation manager for parametric studies –, http://www.jeplus.org/, (accessed: May 2014).
    • [43] JEPlus. JEPlus, an EnergyPlus simulation manager for parametric studies – http://www.jeplus.org/ http://www.jeplus.org/, 2014 (accessed: May 2014).
    • (2014)
  • 44
    • 84897384013 scopus 로고    scopus 로고
    • Integration of different models in the design of chemical processes: application to the design of a power plant
    • [44] Caballero, J.A., Navarro, M.A., Ruiz-Femenia, R., Grossmann, I.E., Integration of different models in the design of chemical processes: application to the design of a power plant. Appl. Energy 124 (2014), 256–273, 10.1016/j.apenergy.2014.03.018.
    • (2014) Appl. Energy , vol.124 , pp. 256-273
    • Caballero, J.A.1    Navarro, M.A.2    Ruiz-Femenia, R.3    Grossmann, I.E.4
  • 45
    • 84862762561 scopus 로고    scopus 로고
    • Minimization of the LCA impact of thermodynamic cycles using a combined simulation-optimization approach
    • [45] Brunet, R., Cortés, D., Guillén-Gosálbez, G., Jiménez, L., Boer, D., Minimization of the LCA impact of thermodynamic cycles using a combined simulation-optimization approach. Appl. Therm. Eng. 48 (2012), 367–377, 10.1016/j.applthermaleng.2012.04.032.
    • (2012) Appl. Therm. Eng. , vol.48 , pp. 367-377
    • Brunet, R.1    Cortés, D.2    Guillén-Gosálbez, G.3    Jiménez, L.4    Boer, D.5
  • 46
    • 0032348480 scopus 로고    scopus 로고
    • Normal-boundary intersection: a new method for generating {Pareto} optimal points in multicriteria optimization problems
    • [46] Das, I., Dennis, J.E., Normal-boundary intersection: a new method for generating {Pareto} optimal points in multicriteria optimization problems. SIAM J. Optim. 8:3 (1998), 631–657.
    • (1998) SIAM J. Optim. , vol.8 , Issue.3 , pp. 631-657
    • Das, I.1    Dennis, J.E.2
  • 48
    • 0041969992 scopus 로고    scopus 로고
    • The normalized normal constraint method for generating the Pareto frontier
    • [48] Messac, A., Ismail-Yahaya, A., Mattson, C.A., The normalized normal constraint method for generating the Pareto frontier. Struct. Multidiscip. Optim. 25 (2003), 86–98, 10.1007/s00158-002-0276-1.
    • (2003) Struct. Multidiscip. Optim. , vol.25 , pp. 86-98
    • Messac, A.1    Ismail-Yahaya, A.2    Mattson, C.A.3
  • 49
    • 84899640285 scopus 로고    scopus 로고
    • MILP-based decomposition algorithm for dimensionality reduction in multi-objective optimization: application to environmental and systems biology problems
    • [49] Copado-Méndez, P.J., Guillén-Gosálbez, G., Jiménez, L., MILP-based decomposition algorithm for dimensionality reduction in multi-objective optimization: application to environmental and systems biology problems. Comput. Chem. Eng. 67 (2014), 137–147, 10.1016/j.compchemeng.2014.04.003.
    • (2014) Comput. Chem. Eng. , vol.67 , pp. 137-147
    • Copado-Méndez, P.J.1    Guillén-Gosálbez, G.2    Jiménez, L.3
  • 50
    • 54049149435 scopus 로고    scopus 로고
    • An exact -constraint method for bi-objective combinatorial optimization problems: application to the traveling salesman problem with profits
    • [50] Bérubé, J.-F., Gendreau, M., Potvin, J.-Y., An exact -constraint method for bi-objective combinatorial optimization problems: application to the traveling salesman problem with profits. Eur. J. Oper. Res. 194 (2009), 39–50, 10.1016/j.ejor.2007.12.014.
    • (2009) Eur. J. Oper. Res. , vol.194 , pp. 39-50
    • Bérubé, J.-F.1    Gendreau, M.2    Potvin, J.-Y.3
  • 51
    • 0004141102 scopus 로고    scopus 로고
    • Multicriteria Optimization
    • Springer Berlin
    • [51] Ehrgott, M., Multicriteria Optimization. 1998, Springer, Berlin.
    • (1998)
    • Ehrgott, M.1
  • 52
    • 84931574011 scopus 로고    scopus 로고
    • Rigorous design of distillation columns using surrogate models based on Kriging interpolation
    • [52] Quirante, N., Javaloyes, J., Caballero, J.A., Rigorous design of distillation columns using surrogate models based on Kriging interpolation. AIChE J., 2015, 10.1002/aic.14798.
    • (2015) AIChE J.
    • Quirante, N.1    Javaloyes, J.2    Caballero, J.A.3
  • 53
    • 0000561424 scopus 로고    scopus 로고
    • Efficient global optimization of expensive black-box functions
    • [53] Jones, D., Schonlau, M., Welch, W., Efficient global optimization of expensive black-box functions. J. Global Optim. 13 (1998), 455–492, 10.1023/a:1008306431147.
    • (1998) J. Global Optim. , vol.13 , pp. 455-492
    • Jones, D.1    Schonlau, M.2    Welch, W.3
  • 54
    • 77949341229 scopus 로고    scopus 로고
    • Experimental study on the performance of insulation materials in Mediterranean construction
    • [54] Cabeza, L.F., Castell, A., Medrano, M., Martorell, I., Pérez, G., Fernández, I., Experimental study on the performance of insulation materials in Mediterranean construction. Energy Build. 42 (2010), 630–636, 10.1016/j.enbuild.2009.10.033.
    • (2010) Energy Build. , vol.42 , pp. 630-636
    • Cabeza, L.F.1    Castell, A.2    Medrano, M.3    Martorell, I.4    Pérez, G.5    Fernández, I.6
  • 55
    • 84869869833 scopus 로고    scopus 로고
    • Life Cycle Assessment of alveolar brick construction system incorporating phase change materials (PCMs)
    • [55] Castell, A., Menoufi, K., de Gracia, A., Rincón, L., Boer, D., Cabeza, L.F., Life Cycle Assessment of alveolar brick construction system incorporating phase change materials (PCMs). Appl. Energy 101 (2013), 600–608, 10.1016/j.apenergy.2012.06.066.
    • (2013) Appl. Energy , vol.101 , pp. 600-608
    • Castell, A.1    Menoufi, K.2    de Gracia, A.3    Rincón, L.4    Boer, D.5    Cabeza, L.F.6
  • 56
    • 84985982001 scopus 로고    scopus 로고
    • Ministerio de Fomento, Government of Spain – LIDER, V. 1.0, 2009 (accessed: May).
    • [56] LIDER. Ministerio de Fomento, Government of Spain – LIDER, V. 1.0, 2009 (accessed: May 2015).
    • (2015)
  • 57
    • 84985940681 scopus 로고    scopus 로고
    • BEDEC Database –, (accessed: March 2015).
    • [57] BEDEC. BEDEC Database – http://www.itec.es/nouBedec.e/bedec.aspx, 2011 (accessed: March 2015).
    • (2011)
  • 58
    • 84055214195 scopus 로고    scopus 로고
    • Evaluation of the environmental impact of experimental cubicles using Life Cycle Assessment: a highlight on the manufacturing phase
    • [58] Menoufi, K., Castell, A., Navarro, L., Pérez, G., Boer, D., Cabeza, L.F., Evaluation of the environmental impact of experimental cubicles using Life Cycle Assessment: a highlight on the manufacturing phase. Appl. Energy 92 (2012), 534–544, 10.1016/j.apenergy.2011.11.020.
    • (2012) Appl. Energy , vol.92 , pp. 534-544
    • Menoufi, K.1    Castell, A.2    Navarro, L.3    Pérez, G.4    Boer, D.5    Cabeza, L.F.6
  • 59
    • 84886693922 scopus 로고    scopus 로고
    • Residential Prototype Building Models
    • U.S. Department of Energy (accessed: May 2015)
    • [59] DOE, Residential Prototype Building Models. 2013, U.S. Department of Energy (accessed: May 2015) http://www.energycodes.gov/development/commercial/90.1_models.
    • (2013)
    • DOE1
  • 60
    • 84893147250 scopus 로고    scopus 로고
    • Effect of insulation location on dynamic heat-transfer characteristics of building external walls and optimization of insulation thickness
    • [60] Ozel, M., Effect of insulation location on dynamic heat-transfer characteristics of building external walls and optimization of insulation thickness. Energy Build., 2014, 10.1016/j.enbuild.2013.11.015.
    • (2014) Energy Build.
    • Ozel, M.1
  • 61
    • 84886519247 scopus 로고    scopus 로고
    • Cost-optimal insulation thickness in dry and mesothermal climates: existing models and their improvement
    • [61] Fokaides, P.A., Papadopoulos, A.M., Cost-optimal insulation thickness in dry and mesothermal climates: existing models and their improvement. Energy Build. 68:Part A (2014), 203–212, 10.1016/j.enbuild.2013.09.006.
    • (2014) Energy Build. , vol.68 , pp. 203-212
    • Fokaides, P.A.1    Papadopoulos, A.M.2
  • 62
    • 84985902119 scopus 로고    scopus 로고
    • Boletín Oficial del Estado, Núm. 185, Sec. I. Pág. 56729, Orden IET/1491/2013, de 1 de agosto 2013 España
    • [62] Gobierno Español. Boletín Oficial del Estado, Núm. 185, Sec. I. Pág. 56729, Orden IET/1491/2013, de 1 de agosto 2013 España 2013.
    • (2013)
  • 63
    • 76449115311 scopus 로고    scopus 로고
    • Worldwide bioclimatic classification system
    • Global Geobotany (1). n.d.
    • [63] S. Rivas-Martinez, S. Rivas Sáenz, A. Penas Merino, Worldwide bioclimatic classification system, Global Geobotany (1) 1–638. n.d.
    • Rivas-Martinez, S.1    Rivas Sáenz, S.2    Penas Merino, A.3


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