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Towards net-zero carbon buildings: tackling uncertainty when predicting the carbon footprint of construction products and whole buildings

Lead Research Organisation: University of Bath
Department Name: Architecture and Civil Engineering

Abstract

To counter significant levels of climate change and biodiversity loss, the UK and numerous other countries have set targets for "net-zero" greenhouse gas emissions. Rapid reductions in the built environment are crucial, since it drives 42% of global energy-related carbon dioxide emissions.

To achieve net-zero carbon buildings, we must reduce both:
1. OPERATIONAL CARBON - the emissions caused by a building's operational use
2. EMBODIED CARBON - the emissions caused by 'everything else', such as the manufacturing of materials, transportation to site, onsite construction, refurbishment, and disposal.

Given the huge amount of construction required for new build and retrofit around the world, it is critical that embodied carbon is addressed, while we continue to tackle operational carbon.

Indeed, the UK Government's 'Industrial Strategy: Construction Sector Deal' aims to halve the greenhouse gas emissions from the built environment by 2025, and to shift focus from operational to whole-life performance. Since May 2019, over 1,000 architecture and engineering practices have committed to reducing both embodied and operational carbon (these are together referred to as whole-life carbon; WLC). The Royal Institute of British Architects has set WLC targets for 2030 and 2050 in its 'Climate Challenge', and the new London Plan will require all 'referable planning applications' to calculate and reduce WLC.

However, there are persistent challenges to predicting embodied (and therefore whole-life) carbon, and thus minimising it in practice.

In particular, uncertainty is typically ignored. At the levels of individual construction products and whole buildings, models are typically deterministic in nature, producing single-point estimates of WLC. In practice, it is then unclear how confident designers and engineers can be that one option will be lower-carbon than another. In other scientific disciplines, probabilistic approaches are more common, producing results with confidence intervals and using statistical significance tests when making comparisons. Such rigour is now essential for predicting the WLC of buildings, to ensure that low-carbon design intentions are achieved in reality.

This research therefore aims to significantly improve the treatment of uncertainty when predicting the WLC of construction products and whole buildings. We will work with project partners across the supply-chain of low-carbon buildings, including product manufacturing, low-carbon policy, and the design of structures and buildings. At product level, we will improve the treatment and communication of uncertainty in Environmental Product Declarations. At building level, we will develop and test a probabilistic approach for predicting whole life carbon through the design process. To achieve impact, we will engage international initiatives and standards that will define industry practice into the future.

Publications

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publication icon
Roberts M (2022) Consequential impacts of a net-zero carbon design: life cycle assessment of an active building in IOP Conference Series: Earth and Environmental Science

 
Description The award only recently ended; I will upload a full description of outcomes in the next reporting cycle.
Exploitation Route The award only recently ended; I will upload a full description of outcomes in the next reporting cycle.
Sectors Construction

Digital/Communication/Information Technologies (including Software)

URL https://researchportal.bath.ac.uk/en/projects/towards-net-zero-carbon-buildings-tackling-uncertainty-when-predi
 
Description Advanced LCA training
Geographic Reach National 
Policy Influence Type Influenced training of practitioners or researchers
 
Description BECD Consultation
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
URL https://www.becd.co.uk/
 
Description Expert member of the Life Cycle Assessment Committee of the British Standards Institution
Geographic Reach Multiple continents/international 
Policy Influence Type Participation in a guidance/advisory committee
 
Description RICS Whole Life Carbon Professional Standard Consultation
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
 
Description UK Net-Zero Building Standard Consultation
Geographic Reach National 
Policy Influence Type Contribution to a national consultation/review
URL https://www.nzcbuildings.co.uk/
 
Description UKGBC Embodied Carbon and Scope 3 review
Geographic Reach National 
Policy Influence Type Participation in a guidance/advisory committee
URL https://ukgbc.org/get-involved/consultation-on-embodied-carbon-and-scope-3-emissions-reporting/
 
Description BuildZero: transforming the UK's buildings for zero material extraction, zero carbon and zero waste
Amount £6,416,474 (GBP)
Funding ID EP/Y530578/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 05/2024 
End 05/2029
 
Description Developing Scope 3 GHG emissions accounting for companies
Amount £120,000 (GBP)
Organisation High Value Manufacturing Catapult 
Sector Private
Country United Kingdom
Start 11/2023 
End 03/2024
 
Description EPSRC Centre for Doctoral Training in Sustainable Chemical Technologies: A Systems Approach
Amount £4,607,090 (GBP)
Funding ID EP/Y035003/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 05/2024 
End 09/2032
 
Description InNovative Bio=o-soUrced, re-used & recycled products coupled with BIM- based dIgitaL platform for very low carbon consTruction, circular economy, energy and resource efficiency
Amount £6,226,880 (GBP)
Funding ID UKRI Reference Number: 10101595 IUK; European Commission Reference Number: 101123412 EU 
Organisation University of Côte d'Azur 
Sector Academic/University
Country France
Start 12/2023 
End 05/2027
 
Description Knowledge Transfer Partnership
Amount £196,746 (GBP)
Funding ID Project Number: 10041314; KTP Reference: 13399 
Organisation Innovate UK 
Sector Public
Country United Kingdom
Start 07/2023 
End 10/2025
 
Description Mycofoam R&D
Amount £29,066 (GBP)
Organisation Innovate UK 
Sector Public
Country United Kingdom
Start 09/2022 
End 04/2024
 
Description The Sustainable Chemicals and Materials Manufacturing Hub SCHEMA
Amount £11,884,843 (GBP)
Funding ID EP/Z532782/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 08/2024 
End 08/2031
 
Description Transforming Housing and Homes for Future Generations
Amount £4,154,266 (GBP)
Funding ID AH/Y003861/1 
Organisation Arts & Humanities Research Council (AHRC) 
Sector Public
Country United Kingdom
Start 09/2023 
End 09/2025
 
Title Mass balances in LCA 
Description Method for calculating the mass imbalances in unit processes when using the standard uncertainty analysis approach for LCA (i.e., Monte-Carlo simulations with uncorrelated, independent probability distributions). 
Type Of Material Improvements to research infrastructure 
Year Produced 2024 
Provided To Others? Yes  
Impact Quantification of the mass balance effect from performing uncertainty analysis in LCA using independent probability distributions. 
URL https://github.com/em398/Mass-Balance-LCA
 
Title Method to calculated weighted average LCIA results 
Description A method to create weighted-average LCIA results for construction products, and enable filtering throughout the design process 
Type Of Material Improvements to research infrastructure 
Year Produced 2024 
Provided To Others? Yes  
Impact None to date. 
 
Title Research questionnaire - EPD survey 
Description Research questionnaire for understanding industry perspectives on the use of EPDs and carbon sources for building LCA. 
Type Of Material Improvements to research infrastructure 
Year Produced 2024 
Provided To Others? Yes  
Impact We presented the results of the survey at the LCM conference and have been asked to repeat the survey in other geographies. 
URL https://researchportal.bath.ac.uk/files/342593159/Use_of_Environmental_Product_Declarations_in_Indus...
 
Title Surveys responses for "Use of Environmental Product Declarations in Industry" questionnaire 
Description This Excel workbook contains the anonymised survey responses for the "Use of Environmental Product Declarations in Industry" questionnaire, conducted as part of the UNCARB project. The survey explored industry perspectives on the use and quality of environmental production declarations in building design projects. 
Type Of Material Database/Collection of data 
Year Produced 2024 
Provided To Others? Yes  
Impact We shared the results of this survey at the LCM conference in 2023 and have been asked to repeat the survey in other geographies. 
URL https://researchdata.bath.ac.uk/id/eprint/1319
 
Description Hybrid LCA for UK construction materials 
Organisation High Value Manufacturing Catapult
Country United Kingdom 
Sector Private 
PI Contribution Internal scoping report produced by University of Bath on the use of hybrid LCA for UK construction materials.
Collaborator Contribution Feedback, facilitating and expertise provided by NCC, HVMC and other project members at the University of Leeds.
Impact Internal scoping report produced by University of Bath on the use of hybrid LCA for UK construction materials.
Start Year 2021
 
Description Hybrid LCA for UK construction materials 
Organisation National Composites Centre (NCC)
Country United Kingdom 
Sector Private 
PI Contribution Internal scoping report produced by University of Bath on the use of hybrid LCA for UK construction materials.
Collaborator Contribution Feedback, facilitating and expertise provided by NCC, HVMC and other project members at the University of Leeds.
Impact Internal scoping report produced by University of Bath on the use of hybrid LCA for UK construction materials.
Start Year 2021
 
Description LCA Regulatory Science and Innovation Network - Data Working Group 
Organisation Advanced Propulsion Centre
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts (design practice and local planning policy) using LCA and databases for the built environment. Report writing, comments and editing.
Collaborator Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts using LCA and databases for regulatory science. Report writing, comments and editing.
Impact None to date. White paper and report planned for September 2025.
Start Year 2025
 
Description LCA Regulatory Science and Innovation Network - Data Working Group 
Organisation Government of the UK
Department Department for Business, Energy and Industrial Strategy
Country United Kingdom 
Sector Public 
PI Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts (design practice and local planning policy) using LCA and databases for the built environment. Report writing, comments and editing.
Collaborator Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts using LCA and databases for regulatory science. Report writing, comments and editing.
Impact None to date. White paper and report planned for September 2025.
Start Year 2025
 
Description LCA Regulatory Science and Innovation Network - Data Working Group 
Organisation Jaguar Land Rover Automotive PLC
Department Jaguar Land Rover
Country United Kingdom 
Sector Private 
PI Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts (design practice and local planning policy) using LCA and databases for the built environment. Report writing, comments and editing.
Collaborator Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts using LCA and databases for regulatory science. Report writing, comments and editing.
Impact None to date. White paper and report planned for September 2025.
Start Year 2025
 
Description LCA Regulatory Science and Innovation Network - Data Working Group 
Organisation Tata Steel Europe
Country United Kingdom 
Sector Private 
PI Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts (design practice and local planning policy) using LCA and databases for the built environment. Report writing, comments and editing.
Collaborator Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts using LCA and databases for regulatory science. Report writing, comments and editing.
Impact None to date. White paper and report planned for September 2025.
Start Year 2025
 
Description LCA Regulatory Science and Innovation Network - Data Working Group 
Organisation Unilever
Country United Kingdom 
Sector Private 
PI Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts (design practice and local planning policy) using LCA and databases for the built environment. Report writing, comments and editing.
Collaborator Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts using LCA and databases for regulatory science. Report writing, comments and editing.
Impact None to date. White paper and report planned for September 2025.
Start Year 2025
 
Description LCA Regulatory Science and Innovation Network - Data Working Group 
Organisation University of Sheffield
Country United Kingdom 
Sector Academic/University 
PI Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts (design practice and local planning policy) using LCA and databases for the built environment. Report writing, comments and editing.
Collaborator Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts using LCA and databases for regulatory science. Report writing, comments and editing.
Impact None to date. White paper and report planned for September 2025.
Start Year 2025
 
Description LCA Regulatory Science and Innovation Network - Data Working Group 
Organisation University of Surrey
Country United Kingdom 
Sector Academic/University 
PI Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts (design practice and local planning policy) using LCA and databases for the built environment. Report writing, comments and editing.
Collaborator Contribution Sharing expertise on uncertainty methodologies, databases and data quality management in life cycle assessments. Sharing expertise from different contexts using LCA and databases for regulatory science. Report writing, comments and editing.
Impact None to date. White paper and report planned for September 2025.
Start Year 2025
 
Description Measurement and Reduction of Embodied Carbon in New Buildings 
Organisation Department for Communities and Local Government
Country United Kingdom 
Sector Public 
PI Contribution Technical steering committee member. Sub-contracted to assist project lead AECOM with uncertainty-related work packages.
Collaborator Contribution Sharing findings from project.
Impact Not published yet.
Start Year 2023
 
Description Pioneering zero carbon construction policy in B&NES 
Organisation Bath and North East Somerset Council
Country United Kingdom 
Sector Public 
PI Contribution Advisory steering group member. Report comments and editing. Co-investigators on follow-up funding proposals. Ellie Marsh is lead researcher on 2025 6-month project. Questionnaire and interview design. Analysis of planning application data. Interaction with local planning agents.
Collaborator Contribution Access to planning submission data. Policy context. Connecting with appropriate council teams working on building planning proposals. Advisory steering group member. Report comments and editing.
Impact Simaitis, J., Hawkins, W., Shea, A., Allen, S., Marsh, E., Phelps, P., Barnes, A., Daone, R., McCann, A., Bell, A., & Nikolaidou, E. (2023). Pioneering Net Zero Carbon Construction Policy in Bath & North East Somerset: Investigating the industry's response to the introduction of novel planning policies. University of Bath. https://doi.org/10.15125/BATHRO-297388880 Powered by Pure, Scopus & Elsevier Fingerprint Engineâ„¢ Hawkins, W., Simaitis, J., Shea, A., Marsh, E., Allen, S., Phelps, P., Kelly, K., Barnes, A., Daone, R., Smallwood, C., Bell, A., Nikolaidou, E., & McCann, A. (2024). Net-zero-carbon construction: connecting policy and science: A collaboration between Bath & North East Somerset Council and the University of Bath. Urban Innovation, 1. https://keycities.uk/2024/04/23/civic-partners-in-net-zero/
Start Year 2023
 
Description Stakeholder workshop with 36 partners on embodied carbon in planning policy 
Organisation AECOM
Country China 
Sector Private 
PI Contribution Led the proposal writing for the workshop. Led and organised the stakeholder workshop. Hosted and chaired the workshop. Designed the breakout session. Analysis of breakout session post-its and outputs. Report drafting and preparation.
Collaborator Contribution Shared practical experience on performing LCAs and embodied carbon assessments in practice. Shared recommendations for improving the integration of embodied carbon in policy for the built environment. Networking and sharing ideas for future case study projects and collaboration activities.
Impact Workshop report in preparation to summarise the workshop activities including compiling a list of 40 questions relating driving embodied carbon reductions through planning.
Start Year 2024
 
Description Stakeholder workshop with 36 partners on embodied carbon in planning policy 
Organisation Arup Group
Country United Kingdom 
Sector Private 
PI Contribution Led the proposal writing for the workshop. Led and organised the stakeholder workshop. Hosted and chaired the workshop. Designed the breakout session. Analysis of breakout session post-its and outputs. Report drafting and preparation.
Collaborator Contribution Shared practical experience on performing LCAs and embodied carbon assessments in practice. Shared recommendations for improving the integration of embodied carbon in policy for the built environment. Networking and sharing ideas for future case study projects and collaboration activities.
Impact Workshop report in preparation to summarise the workshop activities including compiling a list of 40 questions relating driving embodied carbon reductions through planning.
Start Year 2024
 
Description Stakeholder workshop with 36 partners on embodied carbon in planning policy 
Organisation Bath and North East Somerset Council
Country United Kingdom 
Sector Public 
PI Contribution Led the proposal writing for the workshop. Led and organised the stakeholder workshop. Hosted and chaired the workshop. Designed the breakout session. Analysis of breakout session post-its and outputs. Report drafting and preparation.
Collaborator Contribution Shared practical experience on performing LCAs and embodied carbon assessments in practice. Shared recommendations for improving the integration of embodied carbon in policy for the built environment. Networking and sharing ideas for future case study projects and collaboration activities.
Impact Workshop report in preparation to summarise the workshop activities including compiling a list of 40 questions relating driving embodied carbon reductions through planning.
Start Year 2024
 
Description Stakeholder workshop with 36 partners on embodied carbon in planning policy 
Organisation Bristol City Council
Country United Kingdom 
Sector Public 
PI Contribution Led the proposal writing for the workshop. Led and organised the stakeholder workshop. Hosted and chaired the workshop. Designed the breakout session. Analysis of breakout session post-its and outputs. Report drafting and preparation.
Collaborator Contribution Shared practical experience on performing LCAs and embodied carbon assessments in practice. Shared recommendations for improving the integration of embodied carbon in policy for the built environment. Networking and sharing ideas for future case study projects and collaboration activities.
Impact Workshop report in preparation to summarise the workshop activities including compiling a list of 40 questions relating driving embodied carbon reductions through planning.
Start Year 2024
 
Description Stakeholder workshop with 36 partners on embodied carbon in planning policy 
Organisation BuroHappold Engineering
Country United Kingdom 
Sector Private 
PI Contribution Led the proposal writing for the workshop. Led and organised the stakeholder workshop. Hosted and chaired the workshop. Designed the breakout session. Analysis of breakout session post-its and outputs. Report drafting and preparation.
Collaborator Contribution Shared practical experience on performing LCAs and embodied carbon assessments in practice. Shared recommendations for improving the integration of embodied carbon in policy for the built environment. Networking and sharing ideas for future case study projects and collaboration activities.
Impact Workshop report in preparation to summarise the workshop activities including compiling a list of 40 questions relating driving embodied carbon reductions through planning.
Start Year 2024
 
Description Stakeholder workshop with 36 partners on embodied carbon in planning policy 
Organisation Essex County Council
Country United Kingdom 
Sector Public 
PI Contribution Led the proposal writing for the workshop. Led and organised the stakeholder workshop. Hosted and chaired the workshop. Designed the breakout session. Analysis of breakout session post-its and outputs. Report drafting and preparation.
Collaborator Contribution Shared practical experience on performing LCAs and embodied carbon assessments in practice. Shared recommendations for improving the integration of embodied carbon in policy for the built environment. Networking and sharing ideas for future case study projects and collaboration activities.
Impact Workshop report in preparation to summarise the workshop activities including compiling a list of 40 questions relating driving embodied carbon reductions through planning.
Start Year 2024
 
Description Stakeholder workshop with 36 partners on embodied carbon in planning policy 
Organisation Westminster City Council
Country United Kingdom 
Sector Public 
PI Contribution Led the proposal writing for the workshop. Led and organised the stakeholder workshop. Hosted and chaired the workshop. Designed the breakout session. Analysis of breakout session post-its and outputs. Report drafting and preparation.
Collaborator Contribution Shared practical experience on performing LCAs and embodied carbon assessments in practice. Shared recommendations for improving the integration of embodied carbon in policy for the built environment. Networking and sharing ideas for future case study projects and collaboration activities.
Impact Workshop report in preparation to summarise the workshop activities including compiling a list of 40 questions relating driving embodied carbon reductions through planning.
Start Year 2024
 
Description BEIS International workshop on Whole Life Carbon Assessments 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Attended international workshop convened by government (BEIS). Interacted with researchers, policy makers, companies and LCA practioners from around the world. The event led to BEIS offering to co-fund at least one PhD with me.
Year(s) Of Engagement Activity 2022
 
Description Industry Steering Group Meetings - every six months 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact Consulted industry steering group, both to disseminate research so far and to gather expert comment to inform our research (both in terms of technical research details, and to enable shaping the research to maximise likelihood of future impact in industry)
Year(s) Of Engagement Activity 2021,2022,2023,2024
 
Description Life Cycle Management Conference presentation and abstract 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact 10 minute presentations as part of the conference session "Use of Environmental Product Declaration in different legislations and policies" which sparked an interesting discussion about the future of EPDs and their trustworthiness.
Year(s) Of Engagement Activity 2023
URL https://researchportal.bath.ac.uk/en/publications/industry-perspectives-on-the-use-of-environmental-...