Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation

Stephan Hutterer; Franz Auinger; Michael Affenzeller

doi:10.1109/ESIME.2011.5765775

Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation

Stephan Hutterer, Franz Auinger, Michael Affenzeller

Publikation: Beitrag in Buch/Bericht/Tagungsband › Konferenzbeitrag

Abstract

Electric power grid operation being an ever challenging scientific field is faced with a high variety of optimization problems. Since the future vision of so called smart grids causes higher complexity and new requirements to these problems, sophisticated investigation in suitable optimization algorithms is essential. Here, metaheuristic optimization strategies are proven to be suitable for high dimensional multimodal problems, and are capable of computing good solutions for hard problems in reasonable time. Therefore, a simulation- based optimization approach is introduced forming a highly applicable framework for testing the suitability of metaheuristic algorithms to practical optimization problems in power grid operation. Different algorithms will be experimentally compared to each other based on Optimal Power Flow computation to the standardized IEEE 30-Bus testcase.

Originalsprache	Englisch
Titel	2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011
DOIs	https://doi.org/10.1109/ESIME.2011.5765775
Publikationsstatus	Veröffentlicht - 2011
Veranstaltung	12 th International Conference on Thermal, Mechanical and Multiphysics Simulation and Experiments in Micro/Nanoelectronics and Systems - Linz, Österreich Dauer: 18 Apr. 2011 → 20 Apr. 2011

Publikationsreihe

Name	2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011

Konferenz

Konferenz	12 th International Conference on Thermal, Mechanical and Multiphysics Simulation and Experiments in Micro/Nanoelectronics and Systems
Land/Gebiet	Österreich
Ort	Linz
Zeitraum	18.04.2011 → 20.04.2011

Schlagwörter

Optimal Power Flow
Heuristic Optimization
Simulation-Based Optimization

UN SDGs

Dieser Output leistet einen Beitrag zu folgendem(n) Ziel(en) für nachhaltige Entwicklung

Zugriff auf Dokument

10.1109/ESIME.2011.5765775

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Link to publication in Scopus

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Hutterer, S., Auinger, F., & Affenzeller, M. (2011). Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation. in 2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011 Artikel 5765775 (2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011). https://doi.org/10.1109/ESIME.2011.5765775

Hutterer, Stephan ; Auinger, Franz ; Affenzeller, Michael. / Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation. 2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011. 2011. (2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011).

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title = "Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation",

abstract = "Electric power grid operation being an ever challenging scientific field is faced with a high variety of optimization problems. Since the future vision of so called smart grids causes higher complexity and new requirements to these problems, sophisticated investigation in suitable optimization algorithms is essential. Here, metaheuristic optimization strategies are proven to be suitable for high dimensional multimodal problems, and are capable of computing good solutions for hard problems in reasonable time. Therefore, a simulation- based optimization approach is introduced forming a highly applicable framework for testing the suitability of metaheuristic algorithms to practical optimization problems in power grid operation. Different algorithms will be experimentally compared to each other based on Optimal Power Flow computation to the standardized IEEE 30-Bus testcase.",

keywords = "Optimal Power Flow, Heuristic Optimization, Simulation-Based Optimization, Optimal Power Flow, Heuristic Optimization, Simulation-Based Optimization",

author = "Stephan Hutterer and Franz Auinger and Michael Affenzeller",

year = "2011",

doi = "10.1109/ESIME.2011.5765775",

language = "English",

isbn = "9781457701078",

series = "2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011",

booktitle = "2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011",

note = "12 th International Conference on Thermal, Mechanical and Multiphysics Simulation and Experiments in Micro/Nanoelectronics and Systems ; Conference date: 18-04-2011 Through 20-04-2011",

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Hutterer, S, Auinger, F & Affenzeller, M 2011, Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation. in 2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011., 5765775, 2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011, 12 th International Conference on Thermal, Mechanical and Multiphysics Simulation and Experiments in Micro/Nanoelectronics and Systems, Linz, Österreich, 18.04.2011. https://doi.org/10.1109/ESIME.2011.5765775

Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation. / Hutterer, Stephan; Auinger, Franz ; Affenzeller, Michael.
2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011. 2011. 5765775 (2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011).

Publikation: Beitrag in Buch/Bericht/Tagungsband › Konferenzbeitrag

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AU - Hutterer, Stephan

AU - Auinger, Franz

AU - Affenzeller, Michael

PY - 2011

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N2 - Electric power grid operation being an ever challenging scientific field is faced with a high variety of optimization problems. Since the future vision of so called smart grids causes higher complexity and new requirements to these problems, sophisticated investigation in suitable optimization algorithms is essential. Here, metaheuristic optimization strategies are proven to be suitable for high dimensional multimodal problems, and are capable of computing good solutions for hard problems in reasonable time. Therefore, a simulation- based optimization approach is introduced forming a highly applicable framework for testing the suitability of metaheuristic algorithms to practical optimization problems in power grid operation. Different algorithms will be experimentally compared to each other based on Optimal Power Flow computation to the standardized IEEE 30-Bus testcase.

AB - Electric power grid operation being an ever challenging scientific field is faced with a high variety of optimization problems. Since the future vision of so called smart grids causes higher complexity and new requirements to these problems, sophisticated investigation in suitable optimization algorithms is essential. Here, metaheuristic optimization strategies are proven to be suitable for high dimensional multimodal problems, and are capable of computing good solutions for hard problems in reasonable time. Therefore, a simulation- based optimization approach is introduced forming a highly applicable framework for testing the suitability of metaheuristic algorithms to practical optimization problems in power grid operation. Different algorithms will be experimentally compared to each other based on Optimal Power Flow computation to the standardized IEEE 30-Bus testcase.

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KW - Heuristic Optimization

KW - Simulation-Based Optimization

KW - Optimal Power Flow

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BT - 2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011

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Hutterer S, Auinger F , Affenzeller M. Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation. in 2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011. 2011. 5765775. (2011 12th Int. Conf. on Thermal, Mechanical and Multi-Physics Simulation and Experiments in Microelectronics and Microsystems, EuroSimE 2011). doi: 10.1109/ESIME.2011.5765775

Comparison of Metaheuristic Algorithms for Simulation Based OPF Computation

Abstract

Publikationsreihe

Konferenz

Schlagwörter

UN SDGs

Zugriff auf Dokument

Andere Dateien und Links

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