BIM-embedded life cycle carbon assessment of RC buildings using optimised structural design alternatives

The implications of optimised structural designs in the life cycle carbon performance of buildings have been systematically overlooked in previous studies. The paper addresses this common limitation offering an integrated sustainable structural analysis at building level. To achieve this, a BIM-embedded approach was established utilising embodied carbon metrics and results from heuristic structural optimisation. A real building scenario was used to test the proposed approach in the context of multi-storey reinforced concrete (RC) buildings. Results show how the building life cycle performance is affected by the use of structurally optimised designs. The structural floors in particular, not only cover the largest proportion of the embodied carbon in the structure but they are also responsible for a large proportion of the carbon emissions of the tested building elements. The results obtained in this paper justified the need for more comprehensive efforts in the design optimisation of RC floors. Overall, it is suggested that the unclear interpretation of the optimisation outputs would result in the selection of structural designs that could compromise the buildings carbon performance.

[1]  Alistair O’Reilly Using BIM as a tool for cutting construction waste at source , 2012 .

[2]  Yuanyou Xia,et al.  Design of Reinforced Cantilever Retaining Walls using Heuristic Optimization Algorithms , 2012 .

[3]  Ignacio Zabalza Bribián,et al.  Life cycle assessment in buildings: State-of-the-art and simplified LCA methodology as a complement for building certification , 2009 .

[4]  Mehmet Polat Saka,et al.  Harmony search algorithm based optimum detailed design of reinforced concrete plane frames subject to ACI 318-05 provisions , 2015 .

[5]  Dejan Mumovic,et al.  Integrated Building Life cycle Carbon and Cost Analysis Embedding Multiple Optimisation Levels , 2018 .

[6]  Jae-Jun Kim,et al.  Building information modelling based energy performance assessment system , 2012 .

[7]  Zekeriya Aydın,et al.  Overall cost optimization of prestressed concrete bridge using genetic algorithm , 2013 .

[8]  Tatiana García-Segura,et al.  Optimization of concrete I-beams using a new hybrid glowworm swarm algorithm , 2014 .

[9]  Mirkka Rekola,et al.  The role of design management in the sustainable building process , 2012 .

[10]  Jeff Haberl,et al.  Building Information Modeling (BIM)-based daylighting simulation and analysis , 2014 .

[11]  Hyo Seon Park,et al.  Cost and CO 2 Emission Optimization of Steel Reinforced Concrete Columns in High-Rise Buildings , 2013 .

[12]  Jagbir Singh,et al.  Discrete Optimisation of One way Slab using Genetic Algorithm , 2014 .

[13]  Asko Sarja,et al.  Environmental design methods in materials and structural engineering—Progress Report of RILEM TC 172-EDM/CIB TG 22 , 1996 .

[14]  Michal Šejnoha,et al.  New approach to optimization of reinforced concrete beams , 2000 .

[15]  Johnny Wong,et al.  Toward low-carbon construction processes: the visualisation of predicted emission via virtual prototyping technology , 2013 .

[16]  Dejan Mumovic,et al.  BIM enabled optimisation framework for environmentally responsible and structurally efficient design systems , 2015 .

[17]  Mi Ni Zeng Future of Green BIM Designing and Tools , 2011 .

[18]  Dejan Mumovic,et al.  Semantically Enriched BIM Life Cycle Assessment to Enhance Buildings’ Environmental Performance , 2016 .

[19]  Victor Yepes,et al.  Design of reinforced concrete bridge frames by heuristic optimization , 2008, Adv. Eng. Softw..

[20]  Dejan Mumovic,et al.  Investigating relationships between cost and CO2 emissions in reinforced concrete structures using a BIM-based design optimisation approach , 2018 .

[21]  Francesco Pomponi,et al.  Measuring embodied carbon dioxide equivalent of buildings: A review and critique of current industry practice , 2017 .

[22]  Ashraf A. El Damatty,et al.  Design of prestressed concrete flat slab using modern heuristic optimization techniques , 2012, Expert Syst. Appl..

[23]  V. K. Sehgal,et al.  Least-cost design of singly and doubly reinforced concrete beam using genetic algorithm optimized artificial neural network based on Levenberg–Marquardt and quasi-Newton backpropagation learning techniques , 2007 .

[24]  Víctor Yepes,et al.  Optimization of Reinforced Concrete Structures by Simulated Annealing , 2008 .

[25]  Behrouz Ahmadi-Nedushan,et al.  Minimum Cost Design of Concrete Slabs using Particle Swarm Optimization with time Varying Acceleration Coefficients , 2011 .

[26]  Antonio Hospitaler,et al.  CO2-optimization of reinforced concrete frames by simulated annealing , 2009 .

[27]  Víctor Yepes,et al.  Multi-objective optimization design of bridge piers with hybrid heuristic algorithms , 2012 .

[28]  Ali Kaveh,et al.  A comparative study of two meta-heuristic algorithms for optimum design of reinforced concrete frames , 2011 .

[29]  Salim T. Yousif,et al.  Optimum Cost Design of Reinforced Concrete Columns Using Genetic Algorithms , 2014 .

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

[31]  Fathelrahman M. Adam,et al.  Design Optimization of Reinforced Concrete Frames , 2015 .

[32]  A. Kaveh,et al.  Cost Optimization of Reinforced Concrete One-Way Ribbed Slabs Using Harmony Search Algorithm , 2011 .

[33]  Paulo Santos,et al.  A macro-component approach for the assessment of building sustainability in early stages of design , 2014 .

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

[35]  Francesco Pomponi,et al.  Scrutinising embodied carbon in buildings: The next performance gap made manifest , 2018 .

[36]  Charles V. Camp,et al.  Design of Retaining Walls Using Big Bang–Big Crunch Optimization , 2012 .

[37]  Víctor Yepes,et al.  Cost and CO2 emission optimization of precast–prestressed concrete U-beam road bridges by a hybrid glowworm swarm algorithm , 2015 .

[38]  Yousef Zandi,et al.  Effect of Layout and Size Optimization Conditions in Architectural Design of Reinforced Concrete Flat Slab Buildings , 2013 .

[39]  B. Ramesh Babu,et al.  Optimized column design using genetic algorithm based neural networks , 2006 .

[40]  Víctor Yepes,et al.  Heuristic optimization of RC bridge piers with rectangular hollow sections , 2010 .

[41]  Moacir Kripka,et al.  Optimization of reinforced concrete columns according to different environmental impact assessment parameters , 2014 .

[42]  Gebrail Bekdaş,et al.  The Optimization of Slender Reinforced Concrete Columns , 2014 .

[43]  Syed Firoz Modelling Concept of Sustainable Steel Building by Tekla Software , 2012 .

[44]  José V. Martí,et al.  Design of prestressed concrete precast pedestrian bridges by heuristic optimization , 2010, Adv. Eng. Softw..

[45]  Michael D. Lepech,et al.  Application of life-cycle assessment to early stage building design for reduced embodied environmental impacts , 2013 .

[46]  Victor Yepes,et al.  Multiobjective Optimization of Concrete Frames by Simulated Annealing , 2008, Comput. Aided Civ. Infrastructure Eng..

[47]  Young Jin Kim,et al.  BIM interface for full vs. semi-automated building energy simulation , 2014 .

[48]  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 .

[49]  Mounir Khalil El Debs,et al.  A cost optimization-based design of precast concrete floors using genetic algorithms , 2012 .

[50]  Christy Pathrose Gomez,et al.  IMPLEMENTING BIM FOR WASTE MINIMISATION IN THE CONSTRUCTION INDUSTRY: A LITERATURE REVIEW , 2012 .

[51]  F. Glover HEURISTICS FOR INTEGER PROGRAMMING USING SURROGATE CONSTRAINTS , 1977 .

[52]  Charles V. Camp,et al.  CO2 and cost optimization of reinforced concrete frames using a big bang-big crunch algorithm , 2013 .

[53]  Barry McAuley Use of Building Information Modelling in Responding to Low Carbon Construction Innovations: An Irish Perspective - Presentation , 2012 .

[54]  Dejan Mumovic,et al.  Multilevel Computational Model for Cost and Carbon Optimisation of Reinforced Concrete Floor Systems , 2017 .

[55]  R. W. Baines,et al.  An application of simulated annealing to the optimum design of reinforced concrete retaining structures , 2001 .

[56]  T. M. Leung,et al.  A review on Life Cycle Assessment, Life Cycle Energy Assessment and Life Cycle Carbon Emissions Assessment on buildings , 2015 .

[57]  W. M. Jenkins,et al.  Towards structural optimization via the genetic algorithm , 1991 .

[58]  Dejan Mumovic,et al.  Life cycle energy efficiency in building structures: A review of current developments and future outlooks based on BIM capabilities , 2017 .

[59]  Arpad Horvath,et al.  Life-Cycle Environmental Effects of an Office Building , 2003 .

[60]  K. L. Edwards,et al.  Linking materials and design: an assessment of purpose and progress , 2002 .

[61]  Mahmoud Maher Jahjouh Design Optimization of Reinforced Concrete Frames using Artificial Bee Colony Algorithm , 2012 .

[62]  Khaled Nassar,et al.  A procedure for multi-criteria selection of building assemblies , 2003 .

[63]  Hojjat Adeli,et al.  Optimum cost design of reinforced concrete slabs using neural dynamics model , 2005, Eng. Appl. Artif. Intell..

[64]  Hojjat Adeli,et al.  Cost optimization of composite floors using neural dynamics model , 2001 .

[65]  Lip H. Teh,et al.  Heuristic Approach for Optimum Cost and Layout Design of 3D Reinforced Concrete Frames , 2012 .

[66]  Johnny Wong,et al.  Implementing ‘BEAM Plus’ for BIM-based sustainability analysis , 2014 .

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

[68]  Ali Kaveh,et al.  OPTIMUM COST DESIGN OF REINFORCED CONCRETE ONE- WAY RIBBED SLABS USING CBO, PSO AND DEMOCRATIC PSO ALGORITHMS , 2014 .

[69]  Michael McCarthy,et al.  INTEGRATING BIM WITH SYSTEM DYNAMICS AS A DECISION-MAKING FRAMEWORK FOR SUSTAINABLE BUILDING DESIGN AND OPERATION , 2010 .

[70]  Julio Fern'andez-Ceniceros,et al.  Decision support model for one-way floor slab design: A sustainable approach , 2013 .

[71]  Charles V. Camp,et al.  CO2 and cost optimization of reinforced concrete footings using a hybrid big bang-big crunch algorithm , 2013 .

[72]  Ahmed El-Shafie,et al.  Modified particle swarm optimization for optimum design of spread footing and retaining wall , 2011 .