References
- Allinson, D., Roberts, D., Lomas, B., Loveday, K., Gorse, D., Hardy, A., Thomas, F., Miles-Shenton, D., Johnston, D., Glew, D., et al. (2022). Technical evaluation of SMETER technologies (TEST) project. Department for Business, Energy and Industrial Strategy.
https://assets.publishing.service.gov.uk/media/61f2cc6ee90e0768a90f1f9b/smeter-innovation-competition-report.pdf - Azevedo, J. A., Chapman, L., & Muller, C. L. (2015). Critique and suggested modifications of the degree days methodology to enable long-term electricity consumption assessments: A case study in Birmingham, UK. Meteorological Applications, 22(4), 789–796. 10.1002/met.1525
- Bauwens, G., Ritosa, K., & Roels, S. (2021). Building energy performance assessment based on in-situ measurements (IEA Energy in Buildings and Communities Programme Annex 71). International Energy Agency (IEA).
https://iea-ebc.org/Data/publications/EBC_Annex71-ST2-Building_behaviour_identification.pdf - Belussi, L., & Danza, L. (2012). Method for the prediction of malfunctions of buildings through real energy consumption analysis: Holistic and multidisciplinary approach of energy signature. Energy and Buildings, 55, 715–720. 10.1016/j.enbuild.2012.09.003
- Chambers, J. D., & Oreszczyn, T. (2019). Deconstruct: A scalable method of as-built heat power loss coefficient inference for UK dwellings using smart meter data. Energy and Buildings, 183, 443–453. 10.1016/j.enbuild.2018.11.016
- CIBSE. (2006). TM 41. Degree-days: Theory and application. Chartered Institution of Building Services Engineers (CIBSE).
https://www.cibse.org/knowledge-research/knowledge-portal/technical-memorandum-41-degree-days-theory-and-application-2006-pdf - DESNZ. (2024). DUKES energy consumption by final user. Department for Energy Security & Net Zero (DESNZ).
https://www.gov.uk/government/statistics/digest-of-uk-energy-statistics-dukes-2024 - DLUHC. (2023). English Housing Survey 2021 to 2022: Technical report. Department for Levelling Up, Housing and Communities (DLUHC).
https://www.gov.uk/government/publications/english-housing-survey-2021-to-2022-technical-report - Elam, S., McKenna, E., Hanmer, C., Pullinger, M., Zapata-Webborn, E., Oreszczyn, T., Anderson, B., Department for Levelling Up, Housing and Communities (DLUHC), European Centre for Medium-Range Weather Forecasts, & Royal Mail Group. (2024). Smart Energy Research Lab Observatory data, 2019–2024: Secure access [Data Collection], 8th edn (SN 8666). UK Data Service. 10.5255/UKDA-SN-8666-8
- Elwell, C. A., Biddulph, P., Lowe, R., & Oreszczyn, T. (2015). Determining the impact of regulatory policy on UK gas use using Bayesian analysis on publicly available data. Energy Policy, 86, 770–783. 10.1016/j.enpol.2015.08.020
- Fels, M. F. (1986). PRISM: An introduction. Energy and Buildings, 9(1), 5–18. 10.1016/0378-7788(86)90003-4
- Gram-Hanssen, K. (2011). Understanding change and continuity in residential energy consumption. Journal of Consumer Culture, 11(1), 61–78. 10.1177/1469540510391725
- Hammarsten, S. (1987). A critical appraisal of energy-signature models. Applied Energy, 26(2), 97–110. 10.1016/0306-2619(87)90012-2
- Hollick, F., Elwell, C., Few, J., Hanmer, C., & Wingfield, J. (2025). GHG SMETER Project final report. UK Government.
https://assets.publishing.service.gov.uk/media/68b1af753f3e5483efdba816/GHG-SMETER-report.pdf - Hollick, F., Humphrey, D., Oreszczyn, T., Elwell, C., & Huebner, G. (2024). Building energy use in COVID-19 lockdowns: Did much change? Buildings & Cities, 5(1). 10.5334/bc.407
- Huebner, G. M., Hanmer, C., Zapata-Webborn, E., Pullinger, M., McKenna, E. J., Few, J., Elam, S., & Oreszczyn, T. (2023). Self-reported energy use behaviour changed significantly during the cost-of-living crisis in winter 2022/23: Insights from cross-sectional and longitudinal surveys in Great Britain. Scientific Reports, 13(1), 21683. 10.1038/s41598-023-48181-7
- Huebner, G. M., McMichael, M., Shipworth, D., Shipworth, M., Durand-Daubin, M., & Summerfield, A. J. (2015). The shape of warmth: Temperature profiles in living rooms. Building Research & Information, 43(2), 185–196. 10.1080/09613218.2014.922339
- Kennard, H., Oreszczyn, T., Mistry, M., & Hamilton, I. (2022). Population-weighted degree-days: The global shift between heating and cooling. Energy and Buildings, 271, 112315. 10.1016/j.enbuild.2022.112315
- Nicol, F., Humphreys, M, & Roaf, S. (2012). Adaptive thermal comfort: Principles and practice. Routledge.
- Ofgem. (2026). Energy price cap (default tariff) levels.
https://www.ofgem.gov.uk/energy-regulation/domestic-and-non-domestic/energy-pricing-rules/energy-price-cap/energy-price-cap-default-tariff-levels - ONS. (2022). SRS output checking guidance document work strand: Statistical Disclosure Control. Office for National Statistics (ONS).
https://www.ons.gov.uk/file?uri=/aboutus/whatwedo/statistics/requestingstatistics/secureresearchservice/gettingyourresearchoutputsapproved/srsoutputcheckingguidance.pdf - SERL. (2025). Smart Energy Research Lab. Smart Energy Research Lab (SERL) Observatory.
https://serl.ac.uk/ - Summerfield, A. J., Lowe, R. J., & Oreszczyn, T. (2010). Two models for benchmarking UK domestic delivered energy. Building Research & Information, 38(1), 12–24. 10.1080/09613210903399025
- Summerfield, A. J., Oreszczyn, T., Hamilton, I. G., Shipworth, D., Huebner, G. M., Lowe, R. J., & Ruyssevelt, P. (2015). Empirical variation in 24-h profiles of delivered power for a sample of UK dwellings: Implications for evaluating energy savings. Energy and Buildings, 88, 193–202. 10.1016/j.enbuild.2014.11.075
- Watson, S. D., Lomas, K. J., & Buswell, R. A. (2019). Decarbonising domestic heating: What is the peak GB demand? Energy Policy, 126, 533–544. 10.1016/j.enpol.2018.11.001
- Webborn, E., Few, J., McKenna, E., Elam, S., Pullinger, M., Anderson, B., Shipworth, D., & Oreszczyn, T. (2021). The SERL Observatory Dataset: Longitudinal smart meter electricity and gas data, survey, EPC and climate data for over 13,000 households in Great Britain. Energies, 14(21), art. 21. 10.3390/en14216934
- Zapata-Webborn, E., Hanmer, C., Oreszczyn, T., Huebner, G., McKenna, E., Few, J., Elam, S., Pullinger, M., Cheshire, C., Friel, D., Masters, H., & Whittaker, A. (2024). Winter demand falls as fuel bills rise: Understanding the energy impacts of the cost-of-living crisis on British households. Energy and Buildings, 305, 113869. 10.1016/j.enbuild.2023.113869
- Zapata-Webborn, E., McKenna, E., Pullinger, M., Cheshire, C., Masters, H., Whittaker, A., Few, J., Elam, S., & Oreszczyn, T. (2023). The impact of COVID-19 on household energy consumption in England and Wales from April 2020 to March 2022. Energy and Buildings, 297, 113428. 10.1016/j.enbuild.2023.113428
