LAPSE:2023.27173
Published Article
LAPSE:2023.27173
Office Building Tenants’ Electricity Use Model for Building Performance Simulations
Andrea Ferrantelli, Helena Kuivjõgi, Jarek Kurnitski, Martin Thalfeldt
April 4, 2023
Abstract
Large office buildings are responsible for a substantial portion of energy consumption in urban districts. However, thorough assessments regarding the Nordic countries are still lacking. In this paper we analyse the largest dataset to date for a Nordic office building, by considering a case study located in Stockholm, Sweden, that is occupied by nearly a thousand employees. Distinguishing the lighting and occupants’ appliances energy use from heating and cooling, we can estimate the impact of occupancy without any schedule data. A standard frequentist analysis is compared with Bayesian inference, and the according regression formulas are listed in tables that are easy to implement into building performance simulations (BPS). Monthly as well as seasonal correlations are addressed, showing the critical importance of occupancy. A simple method, grounded on the power drain measurements aimed at generating boundary conditions for the BPS, is also introduced; it shows how, for this type of data and number of occupants, no more complexities are needed in order to obtain reliable predictions. For an average year, we overestimate the measured cumulative consumption by only 4.7%. The model can be easily generalised to a variety of datasets.
Keywords
analytical modelling, building simulation, energy modelling, energy performance, HVAC, office buildings, statistical analysis
Suggested Citation
Ferrantelli A, Kuivjõgi H, Kurnitski J, Thalfeldt M. Office Building Tenants’ Electricity Use Model for Building Performance Simulations. (2023). LAPSE:2023.27173
Author Affiliations
Ferrantelli A: Department of Civil Engineering and Architecture, Tallinn University of Technology, 19086 Tallinn, Estonia [ORCID]
Kuivjõgi H: Department of Civil Engineering and Architecture, Tallinn University of Technology, 19086 Tallinn, Estonia
Kurnitski J: Department of Civil Engineering and Architecture, Tallinn University of Technology, 19086 Tallinn, Estonia; Department of Civil Engineering, Aalto University, 00076 Aalto, Finland
Thalfeldt M: Department of Civil Engineering and Architecture, Tallinn University of Technology, 19086 Tallinn, Estonia
Journal Name
Energies
Volume
13
Issue
21
Article Number
E5541
Year
2020
Publication Date
2020-10-22
ISSN
1996-1073
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Original Submission
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PII: en13215541, Publication Type: Journal Article
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LAPSE:2023.27173
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https://doi.org/10.3390/en13215541
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