Embodied carbon assessment and decision making under uncertainty : case studies of UK supermarket construction

Estimates of the embodied carbon of buildings are resource intensive to produce and are subject to a wide range of uncertainties. Much of the time spent conducting an assessment is allocated to collate quantities of materials. Carbon factor data are a further important input to the assessment. A range of possible sources of carbon factors are available and these display high variability both in magnitude for a given material and also in terms of data quality. These features impair the use of such assessments in attempts to reduce carbon emissions associated with buildings. This research presents a simpler means of producing embodied carbon estimates and assesses the impact of uncertainty to improve decision making about carbon reduction, in the specific case of supermarket buildings. This approach is applied to a number of case studies of buildings constructed by Sainsbury’s Supermarkets Ltd. in the UK. A new approach has been developed for estimating embodied carbon using Building Information Modelling as a source of material quantity data. The approach demonstrates how establishing a machine-readable link between this data and carbon factor data, for example from Environmental Product Declarations (EPDs) facilitates semi-automation of an important step in the assessment process. In comparison to more traditional, manual methods, this new method offers improved efficiency by reducing repetition of data entry. The thesis also examines the possible effects of uncertainty and the analysis has shown that despite recent efforts to increase standardisation of EPDs across Europe, significant uncertainties remain. An approach recently applied in related fields of environmental assessment, which combines qualitative and quantitative assessment techniques, is used to show how these effects may be better understood and mitigated. The value of this approach is demonstrated by applying it to the results of comparative embodied carbon assessments of the kind that might typically be used to support the design of low carbon buildings.

[1]  Holger R. Maier,et al.  Future research challenges for incorporation of uncertainty in environmental and ecological decision-making , 2008 .

[2]  P. Van den Heede,et al.  Environmental impact and life cycle assessment (LCA) of traditional and ‘green’ concretes: Literature review and theoretical calculations , 2012 .

[3]  Roger W. Schvaneveldt,et al.  Measuring the Structure of Expertise , 1985, Int. J. Man Mach. Stud..

[4]  Biswajit Basu,et al.  Embodied Emissions Abatement: a Policy Assessment using Stochastic Analysis , 2011 .

[5]  Anne-Marie Tillman,et al.  Life cycle assessment of flooring materials: Case study , 1997 .

[6]  Allan Astrup Jensen,et al.  A comparative Life Cycle assessment of building insulation products made of stone wool, paper wool and flax , 2004 .

[7]  Francesco Pomponi,et al.  Energy performance of Double-Skin Façades in temperate climates: A systematic review and meta-analysis , 2016 .

[8]  James S. Risbey,et al.  Uncertainty Assessment of Voc Emissions from Paint in the Netherlands Using the Nusap System , 2005, Environmental monitoring and assessment.

[9]  Sarel Lavy,et al.  Identification of parameters for embodied energy measurement: A literature review , 2010 .

[10]  Peter E.D. Love,et al.  Analysing the life-cycle energy of an Australian residential building and its householders , 2000 .

[11]  Adolf Acquaye,et al.  Stochastic hybrid embodied CO 2-eq analysis: An application to the Irish apartment building sector , 2011 .

[12]  Mani Golparvar-Fard,et al.  Mapping actual thermal properties to building elements in gbXML-based BIM for reliable building energy performance modeling , 2015 .

[13]  Giuseppe Tassielli,et al.  Comparative Life Cycle Assessment of flooring materials: ceramic versus marble tiles , 2002 .

[14]  Tugba Kulahcioglu,et al.  A 3D analyzer for BIM-enabled Life Cycle Assessment of the whole process of construction , 2012 .

[15]  Reinout Heijungs,et al.  A review of approaches to treat uncertainty in LCA , 2004 .

[16]  B. V. Venkatarama Reddy,et al.  Embodied energy of common and alternative building materials and technologies , 2003 .

[17]  Johnny Wong,et al.  Enhancing environmental sustainability over building life cycles through green BIM: A review , 2015 .

[18]  J van der Sluijs,et al.  Experiences with the NUSAP system for multidimensional uncertainty assessment. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[19]  Annie Levasseur,et al.  Area of concern: a new paradigm in life cycle assessment for the development of footprint metrics , 2016, The International Journal of Life Cycle Assessment.

[20]  Germán Ferreira,et al.  Phase change material applications in buildings: an environmental assessment for some Spanish climate severities. , 2013, The Science of the total environment.

[21]  Christopher J. Koroneos,et al.  Exergy analysis of cement production , 2005 .

[22]  A. Horvath,et al.  Assessing the end-of-life impacts of buildings. , 2008, Environmental science & technology.

[23]  Geoffrey P. Hammond,et al.  Embodied energy and carbon in construction materials , 2008 .

[24]  A. Dainty Methodological pluralism in construction management research , 2008 .

[25]  A. P Arena,et al.  Life cycle assessment of energy and environmental implications of the implementation of conservation technologies in school buildings in Mendoza—Argentina , 2003 .

[26]  A. Onwuegbuzie,et al.  Mixed Methods Research: A Research Paradigm Whose Time Has Come , 2004 .

[27]  Anne B. Knol,et al.  Expert elicitation: methodological suggestions for its use in environmental health impact assessments , 2008 .

[28]  Ernst Worrell,et al.  Emission Reduction of Greenhouse Gases from the Cement Industry , 2003 .

[29]  Michiya Suzuki,et al.  Estimation of life cycle energy consumption and CO2 emission of office buildings in Japan , 1998 .

[30]  Vasilis Fthenakis,et al.  Life cycle analysis in the construction sector: Guiding the optimization of conventional Italian buildings , 2013 .

[31]  Arno Schlueter,et al.  Building information model based energy/exergy performance assessment in early design stages , 2009 .

[32]  Luisa F. Cabeza,et al.  Life Cycle Assessment of experimental cubicles including PCM manufactured from natural resources (esters): A theoretical study , 2013 .

[33]  Shang-Lien Lo,et al.  Quantifying and reducing uncertainty in life cycle assessment using the Bayesian Monte Carlo method. , 2005, The Science of the total environment.

[34]  Jan Rotmans,et al.  Uncertainty in Integrated Assessment Modelling , 2002 .

[35]  A.A.J.F. Van den Dobbelsteen,et al.  An environmental, economic and practical assessment of bamboo as a building material for supporting structures , 2006 .

[36]  Tarja Häkkinen,et al.  Reducing embodied carbon during the design process of buildings , 2015 .

[37]  D. Kahneman,et al.  Heuristics and Biases: The Psychology of Intuitive Judgment , 2002 .

[38]  Raymond J. Cole,et al.  Life-cycle energy use in office buildings , 1996 .

[39]  David Evans,et al.  How LCA studies deal with uncertainty , 2002 .

[40]  David Pearlmutter,et al.  A life-cycle energy analysis of building materials in the Negev desert , 2008 .

[41]  L. Gustavsson,et al.  Life cycle primary energy analysis of residential buildings , 2010 .

[42]  S. Citherlet,et al.  Energy and environmental comparison of three variants of a family house during its whole life span , 2007 .

[43]  Richard Wood,et al.  The sustainability practitioner's guide to input-output analysis , 2010 .

[44]  Danielle Densley Tingley,et al.  Design for Deconstruction: an appraisal , 2013 .

[45]  Adolf Acquaye,et al.  Operational vs. embodied emissions in buildings—A review of current trends , 2013 .

[46]  John S. Monahan,et al.  An embodied carbon and energy analysis of modern methods of construction in housing: A case study us , 2011 .

[47]  João Pedro Poças Martins,et al.  A survey on modeling guidelines for quantity takeoff-oriented BIM-based design , 2013 .

[48]  Peter Walker,et al.  Comparing deterministic and probabilistic non-operational building energy modelling , 2014 .

[49]  Ka Chi Lam,et al.  An audit of life cycle energy analyses of buildings , 2013 .

[50]  Sébastien Lasvaux,et al.  Comparison of generic and product-specific Life Cycle Assessment databases: application to construction materials used in building LCA studies , 2015, The International Journal of Life Cycle Assessment.

[51]  Jesse Liberty,et al.  Application Life Cycle , 2014 .

[52]  John Henderson,et al.  Building Information Modelling , 2010 .

[53]  S. Funtowicz,et al.  Combining Quantitative and Qualitative Measures of Uncertainty in Model‐Based Environmental Assessment: The NUSAP System , 2005, Risk analysis : an official publication of the Society for Risk Analysis.

[54]  Bo Pedersen Weidema,et al.  Data quality management for life cycle inventories—an example of using data quality indicators☆ , 1996 .

[55]  Sébastien Lasvaux,et al.  Influence of construction material uncertainties on residential building LCA reliability , 2017 .

[56]  Corinne Le Quéré,et al.  Climate Change 2013: The Physical Science Basis , 2013 .

[57]  Warren E. Walker,et al.  Defining Uncertainty: A Conceptual Basis for Uncertainty Management in Model-Based Decision Support , 2003 .

[58]  J. Ravetz,et al.  RIVM / MNP Guidance for Uncertainty Assessment and Communication : Tool Catalogue for Uncertainty Assessment , 2004 .

[59]  S. Gheewala,et al.  Life cycle energy of single landed houses in Indonesia , 2008 .

[60]  Anne Grete Hestnes,et al.  Solar versus green : The analysis of a Norwegian row House , 1999 .

[61]  Richard Schechner,et al.  On Environmental Design. , 1971 .

[62]  David Bryde,et al.  The project benefits of Building Information Modelling (BIM) , 2013 .

[63]  Alex K. Jones,et al.  A Materials Life Cycle Assessment of a Net-Zero Energy Building , 2013 .

[64]  Kristel de Myttenaere,et al.  Towards a comprehensive life cycle energy analysis framework for residential buildings , 2012 .

[65]  Reinout Heijungs,et al.  Hybrid life cycle assessment (LCA) does not necessarily yield more accurate results than process-based LCA , 2017 .

[66]  York Ostermeyer,et al.  Relative importance of electricity sources and construction practices in residential buildings: A Swiss-US comparison of energy related life-cycle impacts , 2014 .

[67]  Brenda Vale,et al.  Life cycle analysis model for New Zealand houses , 2004 .

[68]  Simon Pemberton Introduction to the Semantic Web , 2008 .

[69]  Luisa F. Cabeza,et al.  Life cycle assessment of the inclusion of phase change materials (PCM) in experimental buildings , 2010 .

[70]  Justo Garcia Navarro,et al.  Assessment of the decrease of CO2 emissions in the construction field through the selection of materials: Practical case study of three houses of low environmental impact , 2006 .

[71]  Neveen Hamza,et al.  Energy conservation regulations: Impacts on design and procurement of low energy buildings , 2009 .

[72]  Mathias Borg,et al.  Generic LCA-methodology applicable for buildings, constructions and operation services: today practice and development needs , 2003 .

[73]  Bruno Peuportier,et al.  Eco-design of buildings using thermal simulation and life cycle assessment , 2013 .

[74]  Guillaume Habert,et al.  A method for allocation according to the economic behaviour in the EU-ETS for by-products used in cement industry , 2012, The International Journal of Life Cycle Assessment.

[75]  Göran Finnveden,et al.  On the limitations of life cycle assessment and environmental systems analysis tools in general , 2000 .

[76]  John W. Sutherland,et al.  LCA-oriented semantic representation for the product life cycle , 2015 .

[77]  Raja R. A. Issa,et al.  Quantitative evaluation of the BIM-assisted construction detailed cost estimates , 2010, J. Inf. Technol. Constr..

[78]  Jennifer O'Connor,et al.  Survey on actual service lives for North American buildings , 2004 .

[79]  R. Bretz SETAC LCA Workgroup: Data availability and data quality , 1999 .

[80]  Paola Annoni,et al.  Sixth International Conference on Sensitivity Analysis of Model Output How to avoid a perfunctory sensitivity analysis , 2010 .

[81]  Catarina Thormark,et al.  A low energy building in a life cycle - its embodied energy, energy need for operation and recycling potential , 2002 .

[82]  John Haigh,et al.  Probabilistic Risk Analysis: Foundations and Methods , 2003 .

[83]  Gregory A. Keoleian,et al.  Life cycle energy and environmental performance of a new university building: modeling challenges and design implications , 2003 .

[84]  Francesco Pomponi,et al.  Embodied carbon mitigation and reduction in the built environment - What does the evidence say? , 2016, Journal of environmental management.

[85]  Luisa F. Cabeza,et al.  Evaluation of the environmental impact of experimental buildings with different constructive systems using Material Flow Analysis and Life Cycle Assessment , 2013 .

[86]  N. Strachan,et al.  Marginal abatement cost (MAC) curves: confronting theory and practice , 2011 .

[87]  James Mitchell,et al.  Intelligent Sustainable Design: Integration of Carbon Accounting and Building Information Modeling , 2011 .

[88]  Zhang Xu,et al.  Inventory analysis of LCA on steel- and concrete-construction office buildings , 2008 .

[89]  Alice Moncaster,et al.  Stand-alone Calculation Tools are not the Answer to Embodied Carbon Assessment☆ , 2014 .

[90]  Ravi Prakash,et al.  Life cycle energy analysis of buildings: An overview , 2010 .

[91]  Philip M. Fearnside,et al.  Why a 100-Year Time Horizon should be used for GlobalWarming Mitigation Calculations , 2002 .

[92]  Annette L. Stumpf,et al.  BIM IFC information mapping to building energy analysis (BEA) model with manually extended material information , 2016 .

[93]  Luisa F. Cabeza,et al.  Life cycle assessment (LCA) and life cycle energy analysis (LCEA) of buildings and the building sector: A review , 2014 .

[94]  David Walters,et al.  Learning legacy: lessons learned from the London 2012 Games construction project , 2011 .

[95]  Pascal Lesage,et al.  Empirically based uncertainty factors for the pedigree matrix in ecoinvent , 2016, The International Journal of Life Cycle Assessment.

[96]  Sebastian Rüter,et al.  Ökobilanz-Basisdaten für Bauprodukte aus Holz , 2012 .

[97]  Jeung-Hwan Doh,et al.  Assessment of the embodied carbon in precast concrete wall panels using a hybrid life cycle assessment approach in Malaysia , 2014 .

[98]  G. N. Tiwari,et al.  Embodied energy analysis of adobe house , 2009 .

[99]  Laan van Westenenk,et al.  Uncertainty assessment of NOx, SO2 and NH3 emissions in the Netherlands , 2004 .

[100]  Bruno Peuportier,et al.  Life cycle assessment applied to the comparative evaluation of single family houses in the French context , 2001 .

[101]  Hans-Jörg Althaus,et al.  Relevance of simplifications in LCA of building components , 2009 .

[102]  Ahmad Jrade,et al.  Integrating building information modeling (BIM) and LEED system at the conceptual design stage of sustainable buildings , 2015 .

[103]  Sw Dean,et al.  Comparison of the Life Cycle Assessments of an Insulating Concrete Form House and a Wood Frame House , 2006 .

[104]  T. Muneer,et al.  Life cycle assessment: A case study of a dwelling home in Scotland , 2007 .

[105]  Maarten S. Krol,et al.  Identification and classification of uncertainties in the application of environmental models , 2010, Environ. Model. Softw..

[106]  John Holmberg,et al.  Concrete vs. wood in buildings – An energy system approach , 2012 .

[107]  Xiao Hu,et al.  Assessment of CO2 emissions reduction in a distribution warehouse , 2011 .

[108]  English Version,et al.  Sustainability of construction works - Assessment of environmental performance of buildings - Calculation method , 2010 .

[109]  Alice Moncaster,et al.  A comparative review of existing data and methodologies for calculating embodied energy and carbon of buildings , 2012 .

[110]  C. Kennedy,et al.  Comparing High and Low Residential Density: Life-Cycle Analysis of Energy Use and Greenhouse Gas Emissions , 2006 .

[111]  Jing Wen Chen,et al.  The experimental investigation of concrete carbonation depth , 2006 .

[112]  Sha Liu,et al.  Building information modeling based building design optimization for sustainability , 2015 .

[113]  A Jrade,et al.  Integrating Building Information Modeling and Life Cycle Assessment Tools to Design Sustainable Buildings , 2012 .

[114]  G. Treloar Extracting Embodied Energy Paths from Input–Output Tables: Towards an Input–Output-based Hybrid Energy Analysis Method , 1997 .

[115]  Agnès Jullien,et al.  LCA allocation procedure used as an incitative method for waste recycling: An application to mineral additions in concrete , 2010 .

[116]  Shabbir H. Gheewala,et al.  Environmental life cycle assessment of a commercial office building in Thailand , 2008 .

[117]  Ignacio Zabalza Bribián,et al.  Life cycle assessment of building materials: Comparative analysis of energy and environmental impacts and evaluation of the eco-efficiency improvement potential , 2011 .

[118]  Matthias Schroder,et al.  Input–Output Analysis , 2011 .

[119]  Erik Lebret,et al.  The use of expert elicitation in environmental health impact assessment: a seven step procedure , 2010, Environmental health : a global access science source.

[120]  Peter E.D. Love,et al.  A hybrid life cycle assessment method for construction , 2000 .

[121]  Franklin Associates,et al.  CRADLE-TO-GATE LIFE CYCLE INVENTORY OF NINE PLASTIC RESINS AND FOUR POLYURETHANE PRECURSORS , 2010 .

[122]  Gregory A. Norris,et al.  A Transparent, Interactive Software Environment for Communicating Life‐Cycle Assessment Results: An Application to Residential Windows , 2001 .

[123]  Luisa F. Cabeza,et al.  Evaluation of the environmental impact of experimental cubicles using Life Cycle Assessment: A highlight on the manufacturing phase , 2012 .

[124]  A. Amato,et al.  Development of quantitative methodology for assessing embodied energy of recyclable and reusable materials/products , 1996 .

[125]  George Baird,et al.  Use of a hybrid energy analysis method for evaluating the embodied energy of building materials , 1996 .

[126]  Arnold Tukker,et al.  Philosophy of science, policy sciences and the basis of decision support with LCA Based on the toxicity controversy in Sweden and the Netherlands , 2000 .

[127]  K. Paine,et al.  The environmental credentials of hydraulic lime-pozzolan concretes , 2015 .

[128]  Alice Moncaster,et al.  A method and tool for ‘cradle to grave’ embodied carbon and energy impacts of UK buildings in compliance with the new TC350 standards , 2013 .

[129]  Richard B. Norgaard,et al.  The case for methodological pluralism , 1989 .

[130]  K. Adalberth,et al.  Energy use during the life cycle of single-unit dwellings: Examples , 1997 .

[131]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[132]  E. Anderson,et al.  Help for families , 2016 .

[133]  Jerome R. Ravetz,et al.  A protocol for assessment of uncertainty and strength of emissions data , 2006 .

[134]  Andrew H. Buchanan,et al.  Energy and carbon dioxide implications of building construction , 1994 .

[135]  Xing Wu,et al.  Study of the environmental impacts based on the “green tax”—applied to several types of building materials , 2005 .

[136]  Enda Crossin,et al.  The greenhouse gas implications of using ground granulated blast furnace slag as a cement substitute , 2015 .

[137]  S. Sharples,et al.  Global warming implications of facade parameters: A life cycle assessment of residential buildings in Bahrain , 2013 .

[138]  Chris Harty,et al.  EVALUATING THE BENEFITS OF BIM FOR SUSTAINABLE DESIGN - A REVIEW , 2013 .

[139]  David A. Duce,et al.  Early stage multi-level cost estimation for schematic BIM models , 2012 .

[140]  Jerome R. Ravetz,et al.  Uncertainty and Quality in Science for Policy , 1990 .

[141]  Peter E.D. Love,et al.  Building materials selection: greenhouse strategies for built facilities , 2001 .

[142]  Elizabeth A. Casman,et al.  Elicitation of Expert Judgments of Uncertainty in the Risk Assessment of Herbicide‐Tolerant Oilseed Crops , 2004, Risk analysis : an official publication of the Society for Risk Analysis.

[143]  Michiya Suzuki,et al.  The estimation of energy consumption and amount of pollutants due to the construction of buildings , 1993 .

[144]  Arthur C. Petersen,et al.  Uncertainty assessment of the IMAGE/TIMER B1 CO2 emissions scenario, using the NUSAP method , 2002 .

[145]  D. Skinner A novel approach for indentifying uncertainties within environmental risk assessments , 2012 .

[146]  Melissa M. Bilec,et al.  Impact of lifetime on US residential building LCA results , 2012, The International Journal of Life Cycle Assessment.

[147]  Shabbir H. Gheewala,et al.  Life cycle energy assessment of a typical office building in Thailand , 2009 .

[148]  Grace Kam Chun Ding,et al.  The development of a multi-criteria approach for the measurement of sustainable performance for built projects and facilities , 2004 .

[149]  D. Lehman,et al.  The influence of high volume of fly ash and slag on the compressive strength of self-consolidating concrete , 2012 .

[150]  George Baird,et al.  The Energy Embodied in Building Materials - Updated New Zealand Coefficients and Their Significance , 1997 .

[151]  Peter A. Vanrolleghem,et al.  Uncertainty in the environmental modelling process - A framework and guidance , 2007, Environ. Model. Softw..

[152]  G. Keoleian,et al.  Life‐Cycle Energy, Costs, and Strategies for Improving a Single‐Family House , 2000 .

[153]  David Pennington,et al.  Recent developments in Life Cycle Assessment. , 2009, Journal of environmental management.

[154]  G. Treloar,et al.  Life-cycle energy analysis of buildings: a case study , 2000 .

[155]  Francesco Castellani,et al.  Life Cycle Assessment of a passive house in a seismic temperate zone , 2013 .

[156]  Ayalew Kassahun,et al.  Quality assurance in model based water management - review of existing practice and outline of new approaches , 2005, Environ. Model. Softw..

[157]  Anoop Sattineni,et al.  Estimating with BIM: A Survey of US Construction Companies , 2011 .

[158]  A. Saltelli,et al.  The role of sensitivity analysis in ecological modelling , 2007 .

[159]  F. Intini,et al.  Recycling in buildings: an LCA case study of a thermal insulation panel made of polyester fiber, recycled from post-consumer PET bottles , 2011 .

[160]  Robert H. Crawford,et al.  Validation of the use of input-output data for embodied energy analysis of the Australian construction industry , 2005 .

[161]  Yong-Woo Kim,et al.  Comparative assessment of life cycle impacts of curtain wall mullions , 2012 .

[162]  Eddy Krygiel,et al.  Green BIM: Successful Sustainable Design with Building Information Modeling , 2008 .

[163]  Christopher J. Koroneos,et al.  Environmental assessment of brick production in Greece , 2007 .

[164]  Phil Purnell,et al.  Embodied carbon dioxide in concrete: Variation with common mix design parameters , 2012 .

[165]  Geoffrey Qiping Shen,et al.  Life-cycle energy analysis of prefabricated building components: an input–output-based hybrid model , 2016 .

[166]  Mia Ala-Juusela,et al.  Buildings and Climate Change: Summary for Decision-Makers , 2009 .

[167]  Ivo Mersiowsky,et al.  LCA’s theory and practice: like ebony and ivory living in perfect harmony? , 2012, The International Journal of Life Cycle Assessment.

[168]  Maurizio Cellura,et al.  Sensitivity analysis to quantify uncertainty in Life Cycle Assessment: The case study of an Italian tile , 2011 .

[169]  M. Kynn The ‘heuristics and biases’ bias in expert elicitation , 2007 .

[170]  Julian M. Allwood,et al.  Utilization of structural steel in buildings , 2014, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[171]  David W. Keith,et al.  When is it appropriate to combine expert judgments? , 1996 .

[172]  Brian Norton,et al.  Life-cycle operational and embodied energy for a generic single-storey office building in the UK , 2002 .

[173]  Rakesh Kumar,et al.  Sustainable Concrete with Industrial and Post-Consumer By-Products , 2010 .

[174]  Giovanni Andrea Blengini,et al.  Life cycle of buildings, demolition and recycling potential: A case study in Turin, Italy , 2009 .

[175]  Harn Wei Kua,et al.  Analysing the life cycle greenhouse gas emission and energy consumption of a multi-storied commercial building in Singapore from an extended system boundary perspective , 2012 .

[176]  F. Gao,et al.  Life Cycle Energy Consumption and Carbon Dioxide Emission of Residential Building Designs in Beijing , 2012 .

[177]  M. Huijbregts,et al.  Evaluating uncertainty in environmental life-cycle assessment. A case study comparing two insulation options for a Dutch one-family dwelling. , 2003, Environmental science & technology.

[178]  Alexis Laurent,et al.  Limitations of carbon footprint as indicator of environmental sustainability. , 2012, Environmental science & technology.

[179]  Keith P. Shine,et al.  The global warming potential—the need for an interdisciplinary retrial , 2009 .

[180]  Anne Grete Hestnes,et al.  Energy use in the life cycle of conventional and low-energy buildings: A review article , 2007 .

[181]  Joaquín Díaz,et al.  Sustainable Construction Approach through Integration of LCA and BIM Tools , 2014 .

[182]  Jerome R. Ravetz,et al.  The emergence of post-normal science , 1993 .