Novel expert system for defining power quality compensators

•Original expert system for compensation systems definition.•Co-relation of recognized power quality indices through a fuzzy rule-based system.•Application of the expert system in a 5-node grid with various load configurations.•Simulation of the compensators suggested in every application case.•Comp...

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Veröffentlicht in:Expert systems with applications 2015-05, Vol.42 (7), p.3562-3570
Hauptverfasser: Liberado, Eduardo Verri, Marafão, Fernando Pinhabel, Simões, Marcelo Godoy, Souza, Wesley Angelino de, Pomilio, José Antenor
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container_end_page 3570
container_issue 7
container_start_page 3562
container_title Expert systems with applications
container_volume 42
creator Liberado, Eduardo Verri
Marafão, Fernando Pinhabel
Simões, Marcelo Godoy
Souza, Wesley Angelino de
Pomilio, José Antenor
description •Original expert system for compensation systems definition.•Co-relation of recognized power quality indices through a fuzzy rule-based system.•Application of the expert system in a 5-node grid with various load configurations.•Simulation of the compensators suggested in every application case.•Comparison of a result suggested by the expert system and a commonly-used solution. In order to ensure good power quality for modern power systems and/or industrial installations, power conditioning devices have been extensively applied. However, the data analysis for the installation of a determined compensator mainly considers a particular power quality index or disturbance and it is usually based on human expertise. Therefore, this paper proposes a novel expert system that automatically suggests the most appropriate and cost-effective solution for compensating reactive, harmonic and unbalanced current through a careful analysis of several power quality indices and some grid characteristics. Such an expert system is an important tool in real-world applications, where there is a complex scenario in choosing, designing and applying power quality compensators in modern power grids. Since there are no strict boundaries for voltage and current non idealities at distribution level or clear correlation between them and possible solutions, a fuzzy decision-maker was developed to deal with such uncertainties and to embed human expertise in the system. The approach is based on analyzing data from a given time window and providing off-line recommendations for the design and installation of proper compensators. Therefore, the application of the proposed expert system may result in enhanced and faster projects when compared to the traditional design methods for power conditioning. A computational study consisting on applying the suggested compensators for a 5-node network and different load configurations shows the effectiveness of the proposed expert system.
doi_str_mv 10.1016/j.eswa.2014.12.032
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In order to ensure good power quality for modern power systems and/or industrial installations, power conditioning devices have been extensively applied. However, the data analysis for the installation of a determined compensator mainly considers a particular power quality index or disturbance and it is usually based on human expertise. Therefore, this paper proposes a novel expert system that automatically suggests the most appropriate and cost-effective solution for compensating reactive, harmonic and unbalanced current through a careful analysis of several power quality indices and some grid characteristics. Such an expert system is an important tool in real-world applications, where there is a complex scenario in choosing, designing and applying power quality compensators in modern power grids. Since there are no strict boundaries for voltage and current non idealities at distribution level or clear correlation between them and possible solutions, a fuzzy decision-maker was developed to deal with such uncertainties and to embed human expertise in the system. The approach is based on analyzing data from a given time window and providing off-line recommendations for the design and installation of proper compensators. Therefore, the application of the proposed expert system may result in enhanced and faster projects when compared to the traditional design methods for power conditioning. 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subjects Compensation
Compensators
Decision-maker
Design analysis
Design engineering
Expert system
Expert systems
Harmonic distortion
Human
Load unbalance
Mathematical models
Power conditioning
Power factor correction
Power quality
Windows (intervals)
title Novel expert system for defining power quality compensators
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