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

 
: Majetta, Kristin; Clauß, Chistoph; Nytsch‐Geusen , Christoph

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Volltext ()

Electronics. Online journal 10 (2021), Nr.4, Art. 523, 14 S.
http://www.mdpi.com/journal/electronics
ISSN: 2079-9292
Englisch
Zeitschriftenaufsatz, Elektronische Publikation
Fraunhofer IIS, Institutsteil Entwurfsautomatisierung (EAS) ()
modeling and simulation; building modeling; parameter variation; optimization

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.

: http://publica.fraunhofer.de/dokumente/N-635441.html