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  4. OptTopo: Automated set-point optimization for coupled systems using topology information
 
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2022
Conference Paper
Titel

OptTopo: Automated set-point optimization for coupled systems using topology information

Abstract
The manufacturing sector has witnessed a rapid rise in the importance of energy-efficient operation. For finding optimal set-points for industrial facilities, optimization problems of increasing complexity occur. Key challenges are the leak of derivative information and the curse of dimensionality. For systematic reduction of the search-space by decomposition of the model, a methodology for the inclusion of topology knowledge in the optimization procedure is developed. An implementation of OptTopo (Optimization based on Topology), embedded in a testbed, demonstrates its advantages compared to popular out-of-the-box-optimization. OptTopo could be integrated in energy management software offering advanced set-point control for complex facilities.
Author(s)
Thiele, Gregor
Fraunhofer-Institut für Produktionsanlagen und Konstruktionstechnik IPK
Johanni, Theresa
Fraunhofer-Institut für Produktionsanlagen und Konstruktionstechnik IPK
Sommer, David
Weierstrass Institute for Applied Analysis and Stochastics
Eigel, Martin
Weierstrass Institute for Applied Analysis and Stochastics
Krüger, Jörg
Technische Universität Berlin
Hauptwerk
8th International Conference on Control, Decision and Information Technologies, CoDIT 2022
Konferenz
International Conference on Control, Decision and Information Technologies 2022
Thumbnail Image
DOI
10.1109/CoDIT55151.2022.9803985
Language
English
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