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Information Theoretical Evaluation Of Aggregation Methods In The Mathematical Optimization Of The Unit Commitment Problem

Weber, Thomas ; Kohne, Thomas ; Strobel, Nina ; Wolber, Jakob ; Sachs, Marlene ; Abele, Eberhard (2019)
Information Theoretical Evaluation Of Aggregation Methods In The Mathematical Optimization Of The Unit Commitment Problem.
Konferenzveröffentlichung, Bibliographie

Kurzbeschreibung (Abstract)

While energy systems become more and more complex mathematical optimization can be used to generate good operating strategies for power generators and consumers. In order to reduce the complexity and thus the computing time for solving the Unit Commitment Problem several approaches for abstracting the original problem are introduced in literature. This paper focuses on a theory for the information theoretical evaluation of aggregation approaches in operating strategy optimization of energy systems. The theory is validated via two aggregation approaches, which aim at reducing computing time for solving the optimization problem, while maintaining the solution quality of the original problem.

Typ des Eintrags: Konferenzveröffentlichung
Erschienen: 2019
Autor(en): Weber, Thomas ; Kohne, Thomas ; Strobel, Nina ; Wolber, Jakob ; Sachs, Marlene ; Abele, Eberhard
Art des Eintrags: Bibliographie
Titel: Information Theoretical Evaluation Of Aggregation Methods In The Mathematical Optimization Of The Unit Commitment Problem
Sprache: Englisch
Publikationsjahr: 12 August 2019
Ort: Västerås (Sweden)
Buchtitel: Proceedings of 11th International Conference on Applied Energy, August 12-15
Kurzbeschreibung (Abstract):

While energy systems become more and more complex mathematical optimization can be used to generate good operating strategies for power generators and consumers. In order to reduce the complexity and thus the computing time for solving the Unit Commitment Problem several approaches for abstracting the original problem are introduced in literature. This paper focuses on a theory for the information theoretical evaluation of aggregation approaches in operating strategy optimization of energy systems. The theory is validated via two aggregation approaches, which aim at reducing computing time for solving the optimization problem, while maintaining the solution quality of the original problem.

Freie Schlagworte: industrial microgrid, unit commitment problem, optimization, information theory
Fachbereich(e)/-gebiet(e): 16 Fachbereich Maschinenbau
16 Fachbereich Maschinenbau > Institut für Produktionsmanagement und Werkzeugmaschinen (PTW)
16 Fachbereich Maschinenbau > Institut für Produktionsmanagement und Werkzeugmaschinen (PTW) > ETA Energietechnologien und Anwendungen in der Produktion
Hinterlegungsdatum: 24 Apr 2020 12:49
Letzte Änderung: 27 Aug 2020 09:19
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