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

Weber, Thomas and Kohne, Thomas and Strobel, Nina and Wolber, Jakob and Sachs, Marlene and Abele, Eberhard (2019):
Information Theoretical Evaluation Of Aggregation Methods In The Mathematical Optimization Of The Unit Commitment Problem.
In: Proceedings of 11th International Conference on Applied Energy, August 12-15, Västerås (Sweden), pp. Paper ID- 450, [Conference or Workshop Item]

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.

Item Type: Conference or Workshop Item
Erschienen: 2019
Creators: Weber, Thomas and Kohne, Thomas and Strobel, Nina and Wolber, Jakob and Sachs, Marlene and Abele, Eberhard
Title: Information Theoretical Evaluation Of Aggregation Methods In The Mathematical Optimization Of The Unit Commitment Problem
Language: English
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.

Title of Book: Proceedings of 11th International Conference on Applied Energy, August 12-15
Place of Publication: Västerås (Sweden)
Uncontrolled Keywords: industrial microgrid, unit commitment problem, optimization, information theory
Divisions: 16 Department of Mechanical Engineering
16 Department of Mechanical Engineering > Institute of Production Technology and Machine Tools (PTW)
16 Department of Mechanical Engineering > Institute of Production Technology and Machine Tools (PTW) > ETA Energy Technologies and Applications in Production
Date Deposited: 24 Apr 2020 12:49
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