Data-driven occupant modeling strategies and digital tools enabled by IEA EBC annex 79

Mikkel Baun Kjærgaard, Bing Dong, Salvatore Carlucci, Flora Salim, Junjing Yang, Clinton Andrews, Omid Ardakanian

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Abstrakt

The developments in sensing modalities and computing platforms enable many new sensing technologies and data sources for monitoring occupant presence and actions. The wealth of data opens new opportunities for extracting knowledge through data-driven modeling of occupant presence and actions. In particular, the many opportunities with machine learning techniques including supervised and unsupervised learning for classification, regression and clustering problems. Utilizing these opportunities creates new models and information relevant for generating new knowledge on multi-aspect environmental exposure, building interfaces, human behaviour, occupant-centric building design and operation. Subtask 2 of the new IEA EBC Annex 79 is addressing these opportunities and is inviting researchers and practitioners to participate. The developed data-driven models can, among others, be applied for example for calculating new schedules or models based on the actual conditions observed in buildings, data-driven analysis of the performance design versus the built, model predictive controls for buildings and fault detection and diagnostics.

OriginalsprogEngelsk
TitelProceedings of the 5th Conference on Systems for Built Environments
RedaktørerGowri Sankar Ramachandran, Nipun Batra
ForlagAssociation for Computing Machinery
Publikationsdato7. nov. 2018
Sider188-189
ISBN (Elektronisk)978-1-4503-5951-1
DOI
StatusUdgivet - 7. nov. 2018
Begivenhed5th Conference on Systems for Built Environments - Shenzen, Kina
Varighed: 7. nov. 20188. nov. 2018
Konferencens nummer: 5

Konference

Konference5th Conference on Systems for Built Environments
Nummer5
LandKina
ByShenzen
Periode07/11/201808/11/2018

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Citationsformater

Kjærgaard, M. B., Dong, B., Carlucci, S., Salim, F., Yang, J., Andrews, C., & Ardakanian, O. (2018). Data-driven occupant modeling strategies and digital tools enabled by IEA EBC annex 79. I G. S. Ramachandran, & N. Batra (red.), Proceedings of the 5th Conference on Systems for Built Environments (s. 188-189 ). Association for Computing Machinery. https://doi.org/10.1145/3276774.3281015