Publisher DOI: | 10.5220/0004475602750285 10.15480/882.2979 |
Title: | Tensor systems : multilinear modeling and applications | Language: | English | Authors: | Pangalos, Georg Eichler, Annika Lichtenberg, Gerwald |
Editor: | Ören, Tuncer Kacprzyk, Janusz Leifsson, Leifur Obaidat, Mohammad S. Koziel, Slawomir |
Keywords: | Heating systems; Hybrid systems; Multi-agent systems; Multilinear systems; Tensor decomposition | Issue Date: | 2013 | Publisher: | SciTePress | Part of Series: | Proceedings of the 3rd International Conference on Simulation and Modeling Methodologies, Technologies and Applications : Reykjavík, Iceland, 29 - 31 July, 2013 | Startpage: | 275 | Endpage: | 285 | Conference: | International Conference on Simulation and Modeling Methodologies, Technologies and Applications 2013 | Abstract: | Tensor systems are a framework for modeling of multilinear hybrid systems with discrete and continuous valued signals. Two examples from building services engineering and multi-agent systems show applications of this framework. A tensor model of a heating system is derived and approximated by tensor decomposition methods first. Second, a tensor model of a multi-agent system with a structure already given in a decomposed form is reduced further by the same decomposition methods. The validity of these low rank approximations is shown for both examples. |
URI: | http://hdl.handle.net/20.500.12738/12900 | ISBN: | 978-989-8565-69-3 | ISSN: | 2184-2841 | Institute: | Fakultät Life Sciences Department Medizintechnik |
Type: | Chapter/Article (Proceedings) |
Appears in Collections: | Publications without full text |
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