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Grey-Brick Buildings, an Open Data Set of Calibrated RC Models of Dutch Residential Building Heat Dynamics

  • Julien Leprince
  • , Clayton Miller
  • , Henrik Madsen
  • , Kaustav Basu
  • , Rik Van Der Vlist
  • , Wim Zeiler
  • Eindhoven University of Technology
  • National University of Singapore
  • Eneco

Research output: Chapter in Book/Report/Conference proceedingArticle in proceedingsResearchpeer-review

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Abstract

Building thermal modeling is the founding stone upon which numerous carbon reduction strategies in the building sector are built. Yet, as of today, little to no interpretable and calibrated models founded on real-world measurements have been open-sourced. This work attempts to remedy this deficiency and renders public improved results of a recently published stochastic model identification of building heat dynamics study evaluated over 225 Dutch residential buildings. Calibrated lumped resistance-capacity models are made available, along with thermal characterizations of the buildings and reported meta-data. The paper discusses how open-access building thermal models support a collection of building service applications such as building performance benchmarks, model-based control, demand-side management, policy impact assessment, and data augmentation. Insights provided present a starting point for open access benchmarks of building thermal dynamics, paving the way toward new scientific discoveries from common standards.
Original languageEnglish
Title of host publicationSenSys '22: Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems
Number of pages5
PublisherAssociation for Computing Machinery
Publication date2022
Pages1067-1071
ISBN (Electronic)978-145039886-2
DOIs
Publication statusPublished - 2022
Event20th ACM Conference on Embedded Networked Sensor Systems - Boston, United States
Duration: 6 Nov 20229 Nov 2022
Conference number: 20

Conference

Conference20th ACM Conference on Embedded Networked Sensor Systems
Number20
Country/TerritoryUnited States
CityBoston
Period06/11/202209/11/2022

Keywords

  • Buildings
  • Grey-box modeling
  • Open data
  • Heat dynamics
  • Demand-side management
  • Performance benchmark

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