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From complexity to scalability: simplifying building energy models for wider adoption

Abstract:
Building energy modelling (BEM) can help accelerate the net zero built environment by assisting with the design, implementation, and evaluation of energy-related policies. For BEM to be actionable, model accuracy must be validated. Unlike newer buildings, older buildings often lack mechanisms to generate detailed data. BEM can also be labour-intensive, limiting its accessibility. This study explores the balance between modelling accuracy and complexity by examining the impact of various data inputs and modelling methodologies for a case study of an older building at the University of Oxford. A white-box energy model is created on DesignBuilder to reflect the building’s current energy performance. Data collection includes documentation review, site audits, online surveys, Wi-Fi-based occupancy monitoring, and in-situ U-value measurements. The model is calibrated against monthly energy usage. Modelling inputs are gradually simplified to quantify changes in accuracy and sensitivity, and reduction in model complexity. This study demonstrates that well-calibrated, yet simplified energy models can be an accessible and time-efficient tool for informing policy decisions aimed at achieving a net zero built environment, even when buildings are old and data is limited.
Publication status:
Published
Peer review status:
Peer reviewed

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Publication website:
https://publications.ibpsa.org/conference/paper/?id=usim2024_1B-4

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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Oxford college:
Wadham College
Role:
Author
ORCID:
0000-0003-0673-776X
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author


Publisher:
International Building Performance Simulation Association
Host title:
Proceedings of uSim Conference 2024: 4th uSim Conference of IBPSA-Scotland
Publication date:
2024-11-01
Acceptance date:
2024-09-01
Event title:
4th uSim Conference of IBPSA-Scotland (uSim 2024)
Event location:
Edinburgh, UK
Event website:
https://publications.ibpsa.org/conference/?id=usim2024
Event start date:
2024-11-25
Event end date:
2024-11-25
ISBN:
9781914241833


Language:
English
Keywords:
Pubs id:
2414150
Local pid:
pubs:2414150
Deposit date:
2026-05-03
ARK identifier:

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