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  4. Provision of Data to Use in Artificial Intelligence Algorithms for Single Room Heating
 
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2021
Journal Article
Title

Provision of Data to Use in Artificial Intelligence Algorithms for Single Room Heating

Abstract
This paper describes a way to generate a great amount of data and to use it to find a relation between a room controller and a certain room. Therefore, simulation scenarios are defined and developed that contain different room, location, usage and controller models. With parameter variation and optimization of the corresponding controller parameters a data basis is created with about 5300 entries. On the basis of this data, machine learning algorithms like artificial neural networks can be used to investigate the relation between rooms and their best suited controllers.
Author(s)
Majetta, Kristin
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Clauß, Chistoph
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Nytsch-Geusen, Christoph
University of the Arts Berlin, Germany
Journal
Electronics. Online journal  
Open Access
DOI
10.3390/electronics10040523
Language
English
Fraunhofer-Institut für Integrierte Schaltungen IIS  
Keyword(s)
  • modeling and simulation

  • building modeling

  • parameter variation

  • optimization

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