Exploring the effectiveness of BIM for energy performance management of non-domestic buildings

Following several years of research and development around the subject of BIM, its impact on the design and handover of buildings is now becoming visible across the construction industry. Changes in design procedures and information management methods indicate the potential for greater utilisation of a Common Data Environment in areas other than design. To identify how these changes are influencing the engineering design process, and adapt this process to the needs and requirements of building performance management requires consideration of multiple factors, relating mainly to the stakeholders and processes employed in these procedures. This thesis is the culmination of a four year Engineering Doctorate exploring how BIM could be used to support non-domestic building energy performance management. It begins with an introduction to the research aim and objectives, then presents a thorough review of the subject area and the methodologies employed for the research. Research is split between eight sequential tasks using literature review, interviews, data analysis and case-study application from which findings, conclusions and key recommendations are made. Findings demonstrate disparity between different information environments and provide insight into the necessary steps to enable connection between BIM and monitored building energy performance information. They highlight the following factors essential to providing an information environment suitable for BIM applied performance management: Skills in handling information and the interface between various environments; Technology capable of producing structured and accurate information, supporting efficient access for interconnection with other environments; and Processes that define the standards to which information is classified, stored and modified, with responsibility for its creation and modification made clear throughout the building life-cycle. A prototype method for the linking of BIM and monitored building energy performance data is demonstrated for a case-study building, encountering many of the technical barriers preventing replication on other projects. Methodological challenges are identified using review of existing building design and operation procedures. In conclusion the research found that BIM is still in its infancy, and while efforts are being made to apply it in novel ways to support efficient operation, several challenges remain. Opportunities for building energy performance improvement may be visualised using the modelling environment BIM provides, and the ability to interface with descriptive performance data suggests the future potential for BIM utilisation post-handover.

[1]  Neil Brown,et al.  Practical application of a sensor overlay system for building monitoring and commissioning. , 2012 .

[2]  Hector Altamirano-Medina,et al.  Parametric Study on the Impact of Thermal Bridges on the Heat Loss of Internally Insulated Buildings , 2015 .

[3]  Eilif Hjelseth Exchange of Relevant Information in BIM Objects Defined by the Role- and Life-Cycle Information Model , 2010 .

[4]  K. Umut Gökçe,et al.  Multi dimensional energy monitoring, analysis and optimization system for energy efficient building operations , 2014 .

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

[6]  Derek J. Croome Intelligent buildings : an introduction , 2014 .

[7]  Jennifer Brennan,et al.  Technology and Skills in the Construction Industry , 2013 .

[8]  O. Baumann,et al.  Enhanced Building Operation Using "Operation Diagnostics" - A Case Study , 2005 .

[9]  S Gandhi,et al.  BIM and Australian Green Star Building Certification , 2014 .

[10]  E W East,et al.  Construction Operations Building Information Exchange (COBIE): Requirements Definition and Pilot Implementation Standard , 2007 .

[11]  Jan Carmeliet,et al.  Brick Cavity Walls: A Performance Analysis Based on Measurements and Simulations , 2007 .

[12]  E W East,et al.  Construction Operations Building Information Exchange (COBIE) , 2007 .

[13]  B. Björk,et al.  THE PERCEIVED VALUE OF BUILDING INFORMATION MODELING IN THE U . S . BUILDING INDUSTRY , 2010 .

[14]  Xin Zhou Comparison of Building Energy Modeling Programs: HVAC Systems , 2013 .

[15]  Kirti Ruikar,et al.  Using BIM capabilities to improve existing building energy modelling practices , 2017 .

[16]  Mani Golparvar-Fard,et al.  EPAR: Energy Performance Augmented Reality models for identification of building energy performance deviations between actual measurements and simulation results , 2013 .

[17]  David Gann,et al.  Do regulations encourage innovation? The case of energy efficiency in housing. , 1998 .

[18]  Xiangyu Wang,et al.  A theoretical framework of a BIM-based multi-disciplinary collaboration platform , 2011 .

[19]  Christophe Cruz,et al.  IFC and building lifecycle management , 2008 .

[20]  Mohsen Attaran,et al.  Exploring the relationship between information technology and business process reengineering , 2004, Inf. Manag..

[21]  JeongWook Son,et al.  An Algorithm to Translate Building Topology in Building Information Modeling into Object-Oriented Physical Modeling-Based Building Energy Modeling , 2016 .

[22]  Peter A. Dearnley Evolutionary Systems Development: A Practical Guide to the Use of Prototyping within a Structured Systems Methodology , 1992 .

[23]  Neander F. Silva,et al.  Building Information Modeling and Interoperability with Environmental Simulation Systems , 2008, SCSS.

[24]  Sebastian Bassi,et al.  Python Language Reference , 2009 .

[25]  Lon-Mu Liu,et al.  Joint Estimation of Model Parameters and Outlier Effects in Time Series , 1993 .

[26]  Charles M. Eastman,et al.  Modularized rule-based validation of a BIM model pertaining to model views , 2016 .

[27]  Ghang Lee,et al.  Specifying parametric building object behavior (BOB) for a building information modeling system , 2006 .

[28]  Li Yang,et al.  The combination of digital technology and architectural design to develop a process for enhancing energy-saving: The case of Maanshan China , 2014 .

[29]  Bruce McMillin,et al.  Software engineering: What is it? , 2018, 2018 IEEE Aerospace Conference.

[30]  R. Judkoff,et al.  Model Validation and Testing: The Methodological Foundation of ASHRAE Standard 140 , 2006 .

[31]  Wolff‐Michael Roth First-Person Methods: Toward an Empirical Phenomenology of Experience , 2012 .

[32]  Robert H. Shumway,et al.  Time series analysis and its applications : with R examples , 2017 .

[33]  Tanyel Bulbul,et al.  An object-oriented model to support healthcare facility information management , 2013 .

[34]  Vojislav Novakovic,et al.  Review of possibilities and necessities for building lifetime commissioning , 2009 .

[35]  Mani B. Srivastava,et al.  Challenges in resource monitoring for residential spaces , 2009, BuildSys '09.

[36]  Jung-Ho Yu,et al.  BIM and ontology-based approach for building cost estimation , 2014 .

[37]  Dennis Shelden Information Modelling as a Paradigm Shift , 2009 .

[39]  K. P. Lam,et al.  A comparative study of the IFC and gbXML informational infrastructures for data exchange in computational design support environments , 2007 .

[40]  P Stenzel,et al.  Using a multi-model for a BIM-based design and operation of building energy management systems , 2014 .

[41]  Gina Neff,et al.  Construction to Operations Exchange: Challenges of Implementing COBie and BIM in a Large Owner Organization , 2012 .

[42]  Mark Dowson,et al.  Novel retrofit technologies incorporating silica aerogel for lower energy buildings , 2012 .

[43]  B Ilhan,et al.  IFC-Based Sustainable Construction: BIM and Green Building Integration , 2015 .

[44]  Paulo Franklin von Paumgartten,et al.  The business case for high performance green buildings: Sustainability and its financial impact , 2003 .

[45]  Tania Cerquitelli,et al.  Fault Detection Analysis of Building Energy Consumption Using Data Mining Techniques , 2013 .

[46]  Sp Coates,et al.  Post occupancy evaluation (POE) in residential buildings utilizing BIM and sensing devices: Salford energy house example , 2012 .

[47]  Richard Baskerville,et al.  Generalizing Generalizability in Information Systems Research , 2003, Inf. Syst. Res..

[48]  Tao-chiu Kenny Tse,et al.  The utilisation of building information models in nD modelling: A study of data interfacing and adoption barriers , 2005, J. Inf. Technol. Constr..

[49]  Karlos Artto,et al.  Problems in managing internal development projects in multi-project environments , 2003 .

[50]  Adrian Leaman,et al.  Assessing building performance in use 3: energy performance of the Probe buildings , 2001 .

[51]  Michael Wetter,et al.  A framework for simulation-based real-time whole building performance assessment , 2012 .

[52]  Laura M. Haas,et al.  Optimizing Queries Across Diverse Data Sources , 1997, VLDB.

[53]  Jeffrey Nielson,et al.  Gartner Hype Cycle , 2016 .

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

[55]  N. Leech,et al.  On Becoming a Pragmatic Researcher: The Importance of Combining Quantitative and Qualitative Research Methodologies , 2005 .

[56]  D. Levac,et al.  Scoping studies: advancing the methodology , 2010, Implementation science : IS.

[57]  Salman Azhar,et al.  BIM-based Sustainability Analysis : An Evaluation of Building Performance Analysis Software , 2009 .

[58]  Mehmet Yalcinkaya,et al.  Patterns and trends in Building Information Modeling (BIM) research: A Latent Semantic Analysis , 2015 .

[59]  Anil Sawhney,et al.  Extracting information from building information models for energy code compliance of building envelope , 2013 .

[60]  Pieter de Wilde,et al.  The gap between predicted and measured energy performance of buildings: A framework for investigation , 2014 .

[61]  M. J. Clayton O. O. Ozener C. A. Nome BIM to CAFM: An Investigation of Adapting a Building Information Model to a Legacy Computer Aided Facility Management , 2009 .

[62]  D. Milosevic,et al.  The effectiveness in managing a group of multiple projects: Factors of influence and measurement criteria , 2009 .

[63]  Sumit Mitra,et al.  Lessons learned from large construction project in Saudi Arabia , 2012 .

[64]  Hanbin Luo,et al.  A BIM-based construction quality management model and its applications , 2014 .

[65]  Emily M. Ryan,et al.  Validation of building energy modeling tools under idealized and realistic conditions , 2012 .

[66]  Philip Haves,et al.  Analysis of an information monitoring and diagnostic system to improve building operations , 2001 .

[67]  Peter E.D. Love,et al.  Future Proofing PPPs: Life-Cycle Performance Measurement and Building Information Modelling , 2015 .

[68]  Judith E. Sturges,et al.  Comparing Telephone and Face-to-Face Qualitative Interviewing: a Research Note , 2004 .

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

[70]  Bill Bordass,et al.  Making feedback and post-occupancy evaluation routine 2: Soft landings – involving design and building teams in improving performance , 2005 .

[71]  James Douglas,et al.  Building performance and its relevance to facilities management , 1996 .

[72]  Glenn A. Bowen Document Analysis as a Qualitative Research Method , 2009 .

[73]  Marcus M. Keane,et al.  SYSTEMATIC DEVELOPMENT OF AN OPERATIONAL BIM UTILISING S IMULATION AND PERFORMANCE DATA IN BUILDING OPERATION , 2011 .

[74]  Luis Pérez-Lombard,et al.  A review on buildings energy consumption information , 2008 .

[75]  Per Isakson Commissioning tools for improved energy performance , 2005 .

[76]  Kirti Ruikar,et al.  Attributing in-use building performance data to an as-built building information model for lifecycle building performance management , 2015, ICIT 2015.

[77]  Khaled Nassar The Effect of Building Information Modeling on the Accuracy of Estimates , 2010 .

[78]  R. Weber Editor's comments: the rhetoric of positivism versus interpretivism: a personal view , 2004 .

[79]  Justin Wong,et al.  TRANSFORMING IFC ARCHITECTURAL VIEW BIMS FOR ENERGY SIMULATION: 2011 , 2011 .

[80]  Jan Bröchner,et al.  Managing information flow in construction supply chains , 2005 .

[81]  Anna Laura Pisello,et al.  A Building Energy Efficiency Optimization Method by Evaluating the Effective Thermal Zones Occupancy , 2012 .

[82]  David Arditi,et al.  Assessing the smartness of buildings , 2015 .

[83]  Yacine Rezgui,et al.  Building energy metering and environmental monitoring – A state-of-the-art review and directions for future research , 2016 .

[84]  Ingeman Arbnor,et al.  Methodology for Creating Business Knowledge , 1997 .

[85]  Paul Gerard Tuohy,et al.  Closing the gap in building performance: learning from BIM benchmark industries , 2015 .

[86]  W. Dixon Simplified Estimation from Censored Normal Samples , 1960 .

[87]  Clyde B. Tatum,et al.  Major characteristics of constructed products and resulting limitations of construction technology , 1988 .

[88]  Patrick X.W. Zou,et al.  Understanding the key risks in construction projects in China , 2007 .

[89]  John D. Hunter,et al.  Matplotlib: A 2D Graphics Environment , 2007, Computing in Science & Engineering.

[90]  Rafael Sacks,et al.  Measuring information flow in the detailed design of construction projects , 2010 .

[91]  Miguel P Caldas,et al.  Research design: qualitative, quantitative, and mixed methods approaches , 2003 .

[92]  Andrea Costa,et al.  Building operation and energy performance: Monitoring, analysis and optimisation toolkit , 2013 .

[93]  Joshua D. Kneifel,et al.  Life-cycle carbon and cost analysis of energy efficiency measures in new commercial buildings , 2010 .

[94]  K. Barriball,et al.  Collecting data using a semi-structured interview: a discussion paper. , 1994, Journal of advanced nursing.

[95]  Per Runeson,et al.  Guidelines for conducting and reporting case study research in software engineering , 2009, Empirical Software Engineering.

[96]  Tuan Anh Nguyen,et al.  Energy intelligent buildings based on user activity: A survey , 2013 .

[97]  Ghang Lee,et al.  A Target Benchmark of the Impact of Three-Dimensional Parametric Modeling in Precast Construction , 2005 .

[98]  David I. Stern,et al.  The Capital Theory Approach to Sustainability: A Critical Appraisal , 1997 .

[99]  Petra M. Bosch-Sijtsema,et al.  Knowledge transfer in project-based environments: a study on innovation projects in the construction industry. , 2006 .

[100]  Kirti Ruikar,et al.  BIM for the management of building services information during building design and use , 2016 .

[101]  Kirti Ruikar,et al.  Analysis of basic building performance data for identification of performance issues , 2017 .

[102]  Stéphane Safin,et al.  Errors in architectural design process : towards a cognitive model. , 2008 .

[103]  Davy Van Deursen,et al.  Supporting decision-making in the building lifecycle using linked data , 2012 .

[104]  John Psarras,et al.  An integrated system for buildings’ energy-efficient automation: Application in the tertiary sector , 2013 .

[105]  S. Alvarez-Romero,et al.  Use of Building Information Modeling technology in the integration of the handover process and facilities management , 2014 .

[106]  R. Issa,et al.  Return on Investment Analysis of Using Building Information Modeling in Construction , 2013 .

[107]  Julian H. Kang,et al.  The Role of IFC for Sustainable BIM Data Management , 2011 .

[108]  Christoph Merschbrock Unorchestrated symphony: The case of inter - organizational collaboration in digital construction design , 2012, J. Inf. Technol. Constr..

[109]  Tony Becher,et al.  Academic Tribes and Territories: Intellectual Enquiry and the Cultures of Disciplines , 2001 .

[110]  Mark Kalin,et al.  Specifiers Properties Information Exchange (SPie): Minimum Building Information Model (BIM) Object Definitions , 2013 .

[111]  Elie Azar,et al.  A Data Collection and Analysis Framework to Improve the Performance of Energy-Intensive Commercial Buildings , 2014 .

[112]  Tuuli Jylhä,et al.  Impacts of poor quality of information in the facility management field , 2015 .

[113]  Chimay J. Anumba,et al.  Using Lean Theory to Identify Waste Associated with Information Exchanges on a Building Project , 2010 .

[114]  H. Bernard Research Methods in Cultural Anthropology , 1988 .

[115]  Carlos León,et al.  Rule-based system to detect energy efficiency anomalies in smart buildings, a data mining approach , 2016, Expert Syst. Appl..

[116]  Benjamin C. M. Fung,et al.  Advances and challenges in building engineering and data mining applications for energy-efficient communities , 2016 .

[117]  John Murdoch,et al.  Roles in construction projects: analysis and terminology , 2001 .

[118]  Dana K. Smith,et al.  Building Information Modeling: A Strategic Implementation Guide for Architects, Engineers, Constructors, and Real Estate Asset Managers , 2009 .

[119]  David E. Gunderson,et al.  Understanding high performance buildings: The link between occupant knowledge of passive design systems, corresponding behaviors, occupant comfort and environmental satisfaction , 2015 .

[120]  Shady Attia,et al.  Identifying and modeling the integrated design process of net Zero Energy buildings , 2013 .

[121]  R. Bennett,et al.  Visualizing building energy demand for building peak energy analysis , 2015 .

[122]  Xiufeng Pang,et al.  Model-based real-time whole building energy performance monitoring and diagnostics , 2014, Automated Diagnostics and Analytics for Buildings.

[123]  Robert J Hitchcock,et al.  Ontology for Life-Cycle Modeling of Heating, Ventilating, and Air Conditioning (HVAC) Systems: Experimental Applications Using Revit , 2012 .

[124]  Thomas Liebich,et al.  Facility Management Handover Model View , 2013, J. Comput. Civ. Eng..

[125]  M. Denscombe The Good Research Guide , 2003 .

[126]  Brian E. Granger,et al.  IPython: A System for Interactive Scientific Computing , 2007, Computing in Science & Engineering.

[127]  Annette L. Stumpf,et al.  Early Design Energy Analysis Using Building Information Modeling Technology , 2011 .

[128]  Azam Khan,et al.  210 King Street: a dataset for integrated performance assessment , 2010, SpringSim.

[129]  A. H. Buckman,et al.  What is a Smart Building , 2014 .

[130]  Zhengwei Li,et al.  A BIM-enabled information infrastructure for building energy Fault Detection and Diagnostics , 2014 .

[131]  B. Ferreira,et al.  Expansion of IFC model with structural sensors , 2013 .

[132]  Angeliki Poulymenakou,et al.  Investigating antecedents and drivers affecting the adoption of collaboration technologies in the construction industry , 2007 .

[133]  Thomas Froese,et al.  The impact of emerging information technology on project management for construction , 2010 .

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

[135]  Denis Royston Towill,et al.  Construction and the time compression paradigm , 2003 .

[136]  Concepts and definitions for identifying R&D (Frascati Manual 2015: Guidelines for Collecting and Reporting Data on Research and Experimental Development) , 2015 .

[137]  Soolyeon Cho,et al.  Energy efficiency and thermal comfort in historic buildings: A review , 2016 .

[138]  Audris Mockus,et al.  Variability and Reproducibility in Software Engineering: A Study of Four Companies that Developed the Same System , 2009, IEEE Transactions on Software Engineering.

[139]  Carrie Sturts Dossick,et al.  Organizational Divisions in BIM-Enabled Commercial Construction , 2010 .

[140]  Burcu Akinci,et al.  A Taxonomy for Building Energy Dashboards , 2014 .

[141]  R. Wilcox Fundamentals of Modern Statistical Methods: Substantially Improving Power and Accuracy , 2001 .

[142]  Nicholas Chileshe,et al.  Approaches of implementing ICT technologies within the construction industry , 2013 .

[143]  Edward Curry,et al.  Building Optimisation using Scenario Modeling and Linked Data , 2012 .

[144]  Michael D. Sohn,et al.  Big-data for building energy performance: Lessons from assembling a very large national database of building energy use , 2015 .

[145]  Neil Brown,et al.  The analysis and interpretation of half hourly utility data in UK buildings. , 2008 .

[146]  Bill Addis,et al.  Happold: The Confidence to Build , 1998 .

[147]  Kenneth T. Sullivan,et al.  How To Measure the Benefits of BIM - A Case Study Approach , 2012 .

[148]  Arto Kiviniemi,et al.  The IFC Standard - A Review of History, Development, and Standardization , 2012, J. Inf. Technol. Constr..

[149]  Paola Sanguinetti,et al.  General system architecture for BIM: An integrated approach for design and analysis , 2012, Adv. Eng. Informatics.

[150]  Andrés Raineri,et al.  Change management practices: Impact on perceived change results , 2011 .

[151]  David G. Hendry,et al.  Creating, comprehending and explaining spreadsheets: a cognitive interpretation of what discretionary users think of the spreadsheet model , 1994, Int. J. Hum. Comput. Stud..

[152]  Vladimir Bazjanac,et al.  Reduction, simplification, translation and interpretation in the exchange of model data , 2007 .

[153]  Inhan Kim,et al.  Interoperability Tests between IFC Certified Software for Open BIM Based Quality Assurance , 2011 .

[154]  James O'Donnell,et al.  Transforming BIM to BEM: Generation of Building Geometry for the NASA Ames Sustainability Base BIM , 2013 .

[155]  Rob Howard,et al.  Building information modelling - Experts' views on standardisation and industry deployment , 2008, Adv. Eng. Informatics.

[156]  Ghassan Aouad,et al.  An IT Map for a generic design and construction process protocol , 1998 .

[157]  Peter E.D. Love,et al.  Real time progress management: Re-engineering processes for cloud-based BIM in construction , 2015 .

[158]  John L. Dettbarn,et al.  Cost Analysis of Inadequate Interoperability in the U.S. Capital Facilities Industry. , 2004 .

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

[160]  J. Haymaker,et al.  THE IMPACT OF THE BUILDING OCCUPANT ON ENERGY MODELING SIMULATIONS , 2006 .

[161]  Kirti Ruikar,et al.  BIM application to building energy performance visualisation and management: Challenges and potential , 2017 .

[162]  Stefan Olander,et al.  Evaluation of stakeholder influence in the implementation of construction projects , 2005 .

[163]  David Baldry,et al.  Performance Measurement in Facilities Management Organisations: Transition from Measurement to Management , 2002 .

[164]  Anne-Maria Brennan,et al.  Doing Research in the Real World , 2018 .

[165]  Robby Soetanto,et al.  Defining the sustainable building design process: methods for BIM execution planning in the UK , 2014 .

[166]  Fiorella Lauro,et al.  Fault detection analysis using data mining techniques for a cluster of smart office buildings , 2015, Expert Syst. Appl..

[167]  Charles M. Eastman,et al.  Toward robust and quantifiable automated IFC quality validation , 2015, Adv. Eng. Informatics.

[168]  Vladimir Bazjanac,et al.  IFC HVAC interface to EnergyPlus - A case of expanded interoperability for energy simulation , 2004 .

[169]  Clare Churcher Beginning Database Design , 2012, Apress.

[170]  Mark E. Palmer,et al.  General buildings information handover guide :: principles, methodology and case studies - an industry sector guide of the information handover guide series , 2007 .

[171]  Benjamin C. M. Fung,et al.  A systematic procedure to study the influence of occupant behavior on building energy consumption , 2011 .

[172]  Will Hughes,et al.  Exposing the myth of the 1:5:200 ratio relating initial cost, maintenance and staffing costs of office buildings , 2004 .

[173]  Mandalay Grems,et al.  Standards , 1987, CACM.

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

[175]  V. Braun,et al.  Teaching thematic analysis: Overcoming challenges and developing strategies for effective learning , 2013 .

[176]  Marcus M. Keane,et al.  A performance assessment ontology for the environmental and energy management of buildings , 2015 .

[177]  Jessica Granderson,et al.  Building energy information systems: user case studies , 2011 .

[178]  Amm Liu,et al.  Research Methods for Construction (3rd ed.) , 2008 .

[179]  Youngsoo Jung,et al.  Building information modelling (BIM) framework for practical implementation , 2011 .

[180]  David Coley,et al.  Thermography methodologies for detecting energy related building defects , 2014 .

[181]  Chimay J. Anumba,et al.  End‐user perspectives on use of project extranets in construction organisations , 2005 .

[182]  Karsten Menzel,et al.  Algorithmic Cleansing of Metered Building Performance Data , 2015 .

[183]  Heidrun Schumann,et al.  Visualizing time-oriented data - A systematic view , 2007, Comput. Graph..

[184]  Arno Schlueter,et al.  Automated daily pattern filtering of measured building performance data , 2015 .

[185]  Salman Azhar,et al.  Building Information Modeling (BIM): Trends, Benefits, Risks, and Challenges for the AEC Industry , 2011 .

[186]  P. Love,et al.  From justification to evaluation: Building information modeling for asset owners , 2013 .

[187]  Peter E.D. Love,et al.  Design error reduction: toward the effective utilization of building information modeling , 2011 .

[188]  Joel Mana Gonçalves,et al.  Overcoming Resistance to Changes in Information Technology Organizations , 2012 .

[189]  Elizabeth L. Malone,et al.  Behavioral Change and Building Performance: Strategies for Significant, Persistent, and Measurable Institutional Change , 2014 .

[190]  Arto Kiviniemi,et al.  BIM-FM Implementation: An Exploratory Invesigation , 2013, Int. J. 3 D Inf. Model..

[191]  Kim Bjarne Wittchen,et al.  Implementing the Energy Performance of Buildings Directive (EPBD) , 2013 .

[192]  Kirti Ruikar,et al.  Technology implementation strategies for construction organisations , 2010 .

[193]  Vladimir Bazjanac,et al.  IFC BIM-Based Methodology for Semi-Automated Building Energy Performance Simulation , 2008, ICIT 2008.

[194]  Mike Kagioglou,et al.  Technology adoption in the BIM implementation for lean architectural practice , 2011 .

[195]  Inhan Kim,et al.  Development of an IFC-based IDF Converter for Supporting Energy Performance Assessment in the Early Design Phase , 2012 .

[196]  Kalle Lyytinen,et al.  The dynamics of IT boundary objects, information infrastructures, and organisational identities: the introduction of 3D modelling technologies into the architecture, engineering, and construction industry , 2008, Eur. J. Inf. Syst..

[197]  Fu Xiao,et al.  Quantitative energy performance assessment methods for existing buildings , 2012 .

[198]  Ricardo Jardim-Goncalves,et al.  Value proposition on interoperability of BIM and collaborative working environments , 2010 .

[199]  Y. Arayici,et al.  Digital Construction through BIM Systems will Drive the Re-engineering of Construction Business Practices , 2008, 2008 International Conference Visualisation.

[200]  Samuel Prívara,et al.  Building modeling: Selection of the most appropriate model for predictive control , 2012 .

[201]  Greg Foliente,et al.  Engaging stakeholders in performance-based building: lessons from the Performance-Based Building (PeBBu) Network , 2005 .

[202]  Chris Harty,et al.  Implementing ‘Site BIM’: A case study of ICT innovation on a large hospital project , 2013 .

[203]  Srinath Perera,et al.  A methodology for evaluating construction innovation constraints through project stakeholder competencies and FMEA , 2011 .

[204]  Philip Haves,et al.  USE OF WHOLE BUILDING SIMULATION IN ON-LINE PERFORMANCE ASSESSMENT: MODELING AND IMPLEMENTATION ISSUES , 2001 .

[205]  Qiping Shen,et al.  Building Information Modeling-based user activity simulation and evaluation method for improving designer–user communications , 2012 .

[206]  Larry Brackney,et al.  AN OBJECT-ORIENTED DATABASE FOR MANAGING BUILDING MODELING COMPONENTS AND METADATA , 2011 .

[207]  Edward Curry,et al.  Linking building data in the cloud: Integrating cross-domain building data using linked data , 2013, Adv. Eng. Informatics.

[208]  Xiufeng Pang,et al.  Monitoring-based HVAC commissioning of an existing office building for energy efficiency , 2013 .

[209]  Vladimir Bazjanac,et al.  An algorithm to generate space boundaries for building energy simulation , 2013, Engineering with Computers.

[210]  Vineet R. Kamat,et al.  Leveraging BIM for Automated Fault Detection in Operational Buildings , 2013 .

[211]  Jlm Jan Hensen,et al.  HVAC system simulation: overview, issues and some solutions , 2011 .

[212]  Dilanthi Amaratunga,et al.  Knowledge management practices in facilities organisations: a case study , 2008 .

[213]  Robert John Lark,et al.  BIM for infrastructure: An overall review and constructor perspective , 2016 .

[214]  Hyeun Jun Moon,et al.  CASE STUDIES FOR THE EVALUATION OF INTEROPERABILITY BETWEEN A BIM BASED ARCHITECTURAL MODEL AND BUILDING PERFORMANCE ANALYSIS PROGRAMS , 2011 .

[215]  Zhili Gao,et al.  Using building information modeling for measuring the efficiency of building energy performance , 2010 .

[216]  Daniel Forgues,et al.  Embedded contexts of innovation: BIM adoption and implementation for a specialty contracting SME , 2015 .

[217]  P. Love,et al.  A benefits realization management building information modeling framework for asset owners , 2014 .

[218]  Hyunjoo Kim,et al.  Analysis of an energy efficient building design through data mining approach , 2011 .

[219]  Ying Hua,et al.  Completing the missing link in building design process: Enhancing post-occupancy evaluation method for effective feedback for building performance , 2015 .

[220]  Charles M. Eastman,et al.  Exchange Model and Exchange Object Concepts for Implementation of National BIM Standards , 2010, J. Comput. Civ. Eng..

[221]  Daniel Forgues,et al.  Rethinking the Cost Estimating Process through 5D BIM: A Case Study , 2012 .

[222]  Jane Matthews,et al.  Automated compliance checking using building information models , 2010 .

[223]  Sanja Vranes,et al.  Ontology-based facility data model for energy management , 2015, Adv. Eng. Informatics.

[224]  Awais Ahmad,et al.  Urban planning and building smart cities based on the Internet of Things using Big Data analytics , 2016, Comput. Networks.

[225]  Dino Bouchlaghem,et al.  Collaborative extranet working via multiple construction project extranets , 2005 .

[226]  L. Demsetz,et al.  Building data visualization for diagnostics , 1996 .

[227]  J. J. McArthur,et al.  Optimizing BIM Metadata Manipulation Using Parametric Tools , 2016 .

[228]  David E. Claridge,et al.  Restoration of Short Periods of Missing Energy Use and Weather Data Using Cubic Spline and Fourier Series Approaches: Qualitative Analysis , 2002 .

[229]  Umit Isikdag,et al.  Handbook of Research on Building Information Modeling and Construction Informatics: Concepts and Technologies , 2009 .

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

[231]  Bon-Gang Hwang,et al.  Measuring the Impact of Rework on Construction Cost Performance , 2009 .

[232]  Frank Schultmann,et al.  Building Information Modeling (BIM) for existing buildings — Literature review and future needs , 2014 .

[233]  Marcus Keane,et al.  SPECIFICATION OF AN IFC BASED INTELLIGENT GRAPHICAL USER INTERFACE TO SUPPORT BUILDING ENERGY SIMULATION , 2005 .

[234]  A. Crane Rethinking construction. , 1999, Health estate.

[235]  David N. Ford,et al.  Barriers to Real Options Adoption and Use in Architecture, Engineering, and Construction Project Management Practice , 2009 .

[236]  Jane Matthews,et al.  A study of BIM collaboration requirements and available features in existing model collaboration systems , 2013, J. Inf. Technol. Constr..

[237]  Ali Taileb,et al.  Infrared Imaging as a Means of Analyzing and Improving Energy Efficiency of Building Envelopes: The case of a LEED Gold Building☆ , 2015 .

[238]  Tomo Cerovsek,et al.  A review and outlook for a 'Building Information Model' (BIM): A multi-standpoint framework for technological development , 2011, Adv. Eng. Informatics.

[239]  J. Jaafar Simultaneous administration of the Rosenberg Self Esteem Scale in 53 nations: Exploring the universal and culture-specific features of global self-esteem. , 2005 .

[240]  Mark J. Safferstone Information Rules: A Strategic Guide to the Network Economy , 1999 .

[241]  Mustafa Alshawi,et al.  Exploring how information exchanges can be enhanced through cloud BIM , 2012 .

[242]  John Haymaker,et al.  ThermalOpt: A methodology for automated BIM-based multidisciplinary thermal simulation for use in optimization environments , 2011 .

[243]  John E. Seem,et al.  Using intelligent data analysis to detect abnormal energy consumption in buildings , 2007 .

[244]  Austina De Bonte,et al.  Scenario-Focused Engineering: A toolbox for innovation and customer-centricity , 2014 .

[245]  Michael Wetter,et al.  Co-simulation of building energy and control systems with the Building Controls Virtual Test Bed , 2011 .

[246]  Margaret C. Harrell,et al.  Data Collection Methods: Semi-Structured Interviews and Focus Groups , 2009 .

[247]  William A. Shaffer,et al.  Dynamo , 1980, Medical economics.

[248]  Ying Chen,et al.  Visual Checking of Spreadsheets , 2008, ArXiv.

[249]  Guillermo Aranda-Mena,et al.  Interoperability of building information — Myth of reality? , 2020 .

[250]  Lei Yuan,et al.  A cloud approach to unified lifecycle data management in architecture, engineering, construction and facilities management: Integrating BIMs and SNS , 2013, Adv. Eng. Informatics.

[251]  Paul M. Teicholz,et al.  BIM for facility managers , 2013 .

[252]  Linda Tay,et al.  Facilities management: a “Jack of all trades”? , 2001 .

[253]  Abbas Elmualim,et al.  Application of computer‐aided facilities management (CAFM) for intelligent buildings operation , 2009 .

[254]  Mark S. Martinez,et al.  International performance measurement & verification protocol: Concepts and options for determining energy and water savings , 2001 .

[255]  Darren Robinson,et al.  On the behaviour and adaptation of office occupants , 2008 .

[256]  Salman Azhar,et al.  Building information modeling for sustainable design and LEED® rating analysis , 2011 .

[257]  Robert J. Meijer,et al.  Sensor Data Storage Performance: SQL or NoSQL, Physical or Virtual , 2012, 2012 IEEE Fifth International Conference on Cloud Computing.

[258]  Charles Egbu,et al.  Knowledge production and capabilities – their importance and challenges for construction organisations in China , 2006 .

[259]  Stewart Clegg,et al.  From bureaucratic to post‐bureaucratic: the difficulties of transition , 2006 .

[260]  Taehoon Hong,et al.  A review on sustainable construction management strategies for monitoring, diagnosing, and retrofitting the building's dynamic energy performance: Focused on the operation and maintenance phase , 2015 .

[261]  Heng Li,et al.  Identifying and contextualising the motivations for BIM implementation in construction projects: An empirical study in China , 2017 .

[262]  Chimay J. Anumba,et al.  Collaborative project information management in a semantic web environment , 2008 .

[263]  Burcin Becerik-Gerber,et al.  Building Information Modeling in Architecture, Engineering, and Construction: Emerging Research Directions and Trends , 2010 .

[264]  Martin Schneider,et al.  Soft landings , 1996 .

[265]  Z. Aziz,et al.  Building Energy Performance Analysis of an Academic Building Using IFC BIM-Based Methodology , 2012 .

[266]  K. Ruikar,et al.  Achieving effective project delivery through improved supplier relationship management , 2012 .

[267]  B Cahill BIM as a centre piece for Optimised Building Operation , 2013 .

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

[269]  A. Smith,et al.  Research Methodology: A Step-by-step Guide for Beginners , 2012 .

[270]  Yacine Rezgui,et al.  A rule-based semantic approach for automated regulatory compliance in the construction sector , 2015, Expert Syst. Appl..

[271]  Paul Raftery,et al.  A review of methods to match building energy simulation models to measured data , 2014 .

[272]  Ben J. Hicks,et al.  Lean information management: Understanding and eliminating waste , 2007, Int. J. Inf. Manag..

[273]  Srinivas Katipamula,et al.  Review Article: Methods for Fault Detection, Diagnostics, and Prognostics for Building Systems—A Review, Part I , 2005 .

[274]  Kerry London,et al.  Understanding and facilitating BIM adoption in the AEC industry , 2010 .

[275]  Martin Fischer Applications of BIM and Hurdles for Widespread Adoption of BIM 2007 AISC-ACCL eConstruction Roundtable Event Report , 2008 .

[276]  Michael Pitt,et al.  Understanding the impact of generational issues in the workplace , 2012 .

[277]  R. Judkoff,et al.  Lessons Learned from Field Evaluation of Six High-Performance Buildings: Preprint , 2004 .

[278]  Patricia M. Carrillo,et al.  Lessons learned practices in the UK construction sector: current practice and proposed improvements , 2012 .

[279]  Darius Migilinskas,et al.  The Benefits, Obstacles and Problems of Practical Bim Implementation , 2013 .

[280]  C. Robson,et al.  Real World Research: A Resource for Social Scientists and Practitioner-Researchers , 1993 .

[281]  Wolfgang F. E. Preiser Continuous quality improvement through post‐occupancy evaluation feedback , 2003 .

[282]  Jenni Korpela,et al.  The challenges and potentials of utilizing building information modelling in facility management: the case of the Center for Properties and Facilities of the University of Helsinki , 2015 .

[283]  Edward Henry Mathews,et al.  Reducing the energy consumption of a conference centre—a case study using software , 2002 .

[284]  Kasper Hornbæk,et al.  Big data from the built environment , 2011, LARGE '11.

[285]  Wes McKinney,et al.  Data Structures for Statistical Computing in Python , 2010, SciPy.

[286]  Christine Demanuele,et al.  Bridging the gap between predicted and actual energy performance in schools , 2010 .

[287]  Hung-Ming Chen,et al.  A cloud-based system framework for performing online viewing, storage, and analysis on big data of massive BIMs , 2016 .

[288]  Vachara Peansupap,et al.  Factors Enabling Information and Communication Technology Diffusion and Actual Implementation in Construction Organisations , 2005, J. Inf. Technol. Constr..

[289]  Clifford C. Federspiel,et al.  Design of an Energy and Maintenance System User Interface for Building Occupants , 2003 .

[290]  Kendra Tupper,et al.  ENERGY MODELING AT EACH DESIGN PHASE: STRATEGIES TO MINIMIZE DESIGN ENERGY USE , 2010 .

[291]  Benjamin Engel,et al.  Energy Simulation In Building Design , 2016 .

[292]  E. M. Sterling,et al.  Building Performance Database , 1986 .

[293]  Hyunjoo Kim,et al.  Generating construction schedules through automatic data extraction using open BIM (building information modeling) technology , 2013 .

[294]  Abdul Kareem Almarshad,et al.  A knowledge-based BIM system for building maintenance , 2013 .

[295]  K. Ruikar EXPERIENCES OF EDM USAGE IN CONSTRUCTION PROJECTS , 2006 .

[296]  Theodoros Theodosiou,et al.  The impact of thermal bridges on the energy demand of buildings with double brick wall constructions , 2008 .

[297]  Yongzhen Li,et al.  Design of energy consumption monitoring and energy-saving management system of intelligent building based on the Internet of things , 2011, 2011 International Conference on Electronics, Communications and Control (ICECC).

[298]  P Stephenson,et al.  Implementing technological change in construction organisations , 2001 .

[299]  M. Shermer,et al.  Surviving statistics. How the survivor bias distorts reality. , 2014, Scientific American.

[300]  R. Cole,et al.  Influence of occupants' knowledge on comfort expectations and behaviour , 2009 .

[301]  David Ball,et al.  Exploring Human Factors in Spreadsheet Development , 2008, ArXiv.

[302]  Scott Fernie,et al.  Knowledge Sharing: Context, Controversy and Confusion , 2003 .

[303]  Pieter Pauwels,et al.  IFC-based calculation of the Flemish Energy Performance Standard , 2009 .

[304]  Henrik Madsen,et al.  Temporal knowledge discovery in big BAS data for building energy management , 2015 .

[305]  R. J. Wilkinson The commissioning design intent narrative , 1999 .

[306]  A. K. Munns,et al.  Building maintenance strategy: a new management approach , 1997 .

[307]  Paul A. Fishwick,et al.  Preliminary research in dynamic-BIM (D-BIM) Workbench development , 2012, Proceedings Title: Proceedings of the 2012 Winter Simulation Conference (WSC).

[308]  Joseph A. Maxwell,et al.  Qualitative Research Design: An Interactive Approach , 1996 .

[309]  Kate Carter,et al.  Sustainable BIM-based evaluation of buildings , 2013 .

[310]  John Messner,et al.  Comparing traditional schematic design documentation to a schematic building information model , 2007 .

[311]  Steven Johnston,et al.  A Case Study for Improving BIM-FM Handover for a Large Educational Institution , 2016 .

[312]  Elmer Morrissey,et al.  Specification and implementation of IFC based performance metrics to support building life cycle assessment of hybrid energy systems , 2004 .

[313]  Abdullahi Sheriff,et al.  Improvements in the effectiveness of information management in construction organisations , 2011 .

[314]  Paul Raftery,et al.  Calibrating whole building energy models: An evidence-based methodology , 2011 .

[315]  Jun Zhu,et al.  Business-process-driven gray-box SOA testing , 2008, IBM Syst. J..

[316]  Willy Sher,et al.  Measuring BIM performance: Five metrics , 2012 .

[317]  Ghassan Aouad,et al.  Moving beyond the fourth dimension with an IFC-based single project database , 2005 .

[318]  R. Likert “Technique for the Measurement of Attitudes, A” , 2022, The SAGE Encyclopedia of Research Design.

[319]  Yang Hong,et al.  Restoration of 1–24 hour dry-bulb temperature gaps for use in building performance monitoring and analysis—Part I , 2014 .

[320]  Ajla Aksamija,et al.  Parametric Control of BIM Elements for Sustainable Design in Revit: Linking Design and Analytical Software Applications through Customization , 2011 .

[321]  Andrea Kohlhase Human-Spreadsheet Interaction , 2013, INTERACT.

[322]  Shanlin Yang,et al.  Big data driven smart energy management: From big data to big insights , 2016 .

[323]  Charles M. Eastman,et al.  BIM Handbook: A Guide to Building Information Modeling for Owners, Managers, Designers, Engineers and Contractors , 2008 .

[324]  Hs Jayasena,et al.  Ability of BIM to satisfy CAFM information requirements , 2015 .

[325]  Jan Hensen,et al.  Building Performance Simulation for Design and Operation , 2019 .

[326]  Antonio De Nicola,et al.  A software engineering approach to ontology building , 2009, Inf. Syst..

[327]  Xiufeng Pang,et al.  Automated Continuous Commissioning of Commercial Buildings , 2013 .