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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Zucker, G. Habib, U. Blochle, M. Wendt, A. Schaat, S. Siafara, L.C. |
| Copyright Year | 2015 |
| Description | Author affiliation: Inst. of Comput. Technol., Vienna Univ. of Technol., Vienna, Austria (Wendt, A.; Schaat, S.; Siafara, L.C.) || Energy Dept., AIT Austrian Inst. of Technol., Vienna, Austria (Zucker, G.; Habib, U.; Blochle, M.) |
| Abstract | Energy efficiency in buildings depends on the way the building is operated. Therefore energy management is the key component for efficient operation. Data analysis of operation data helps to better understand the systems and detect faults and inefficiencies. The facility manager benefits from smart analysis that makes use of machine learning algorithms and innovative visualizations. This analysis is part of a bigger review of the current structure of building automation as it is used in today's buildings. The operation targets in energy efficiency are complex, ambiguous and contradictory: indoor comfort, energy efficiency, high availability and low costs cannot be met at the same time. In order to improve building operation, a novel model of automation is discussed. The foundation of this model is in cognitive automation, since each building is unique in its selection of energy sources, architecture, usage and location, which implies that the building's control system has to be adapted individually. This paper connects the data-driven analysis of operation data with a cognitive concept to be used for operating the energy systems in a building and regarding goals on how to optimally operate while considering constraints about the limits of operation, using the complex, dynamic data from building automation. |
| Starting Page | 462 |
| Ending Page | 467 |
| File Size | 282846 |
| Page Count | 6 |
| File Format | |
| e-ISBN | 9781479977369 |
| DOI | 10.1109/SEDST.2015.7315253 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-09-08 |
| Publisher Place | Austria |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Data analysis Architecture Bionics Energy-efficient systems Control systems Energy efficiency Data analytics Data mining Cognitive systems Artificial intelligence Building automation |
| Content Type | Text |
| Resource Type | Article |
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