A type-3 fuzzy control for current sharing and voltage balancing in microgrids
This paper studies the current sharing and voltage balancing problems of direct current microgrids (DC-MGs) consisting of distributed generation units (DGUs) connected by a communication network. The main challenge is that the DC-MG model is prone to unknown dynamic models and external disturbances....
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Published in | Applied soft computing Vol. 129; p. 109636 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier B.V
01.11.2022
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Online Access | Get full text |
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Abstract | This paper studies the current sharing and voltage balancing problems of direct current microgrids (DC-MGs) consisting of distributed generation units (DGUs) connected by a communication network. The main challenge is that the DC-MG model is prone to unknown dynamic models and external disturbances. Moreover, the voltage at each DGU’s point of coupling (PC) has to converge to its desired value while the information of the DGU filter current is exchanged with the nearest neighbors. To this end, the suggested distributed control algorithm benefits from an interval type-3 fuzzy logic system (IT3FLS). To enhance the accuracy of the approximation, a learning strategy is designed based on a correntropy unscented Kalman filter (CUKF) with a fuzzy kernel size. Utilizing the approximation technique and merging the consensus-based secondary control policy with the proposed type-3 fuzzy (T3F) controller result in the balanced voltages of the closed-loop DC-MG. The convergence of the trajectories of the DC-MG is ensured and the effects of approximation error signals are investigated via the proposed method. Furthermore, the robustness of the voltages and currents against unknown uncertainties admits the efficiency of the suggested learning-based control policy. The simulation results also confirm the appropriate transient response and the robustness of trajectories, thus the suggested controller can be implemented for practical cases.
•A novel type-3 fuzzy-based control policy is designed for DC microgrids.•A simple learning approach is proposed for the online optimization of the fuzzy controller.•The suggested fuzzy-based compensator preserves the robust current sharing and voltage balancing.•The limitations and constraints imposed on the operation of the distributed controllers are studied.•The effects of unknown uncertainties incorporating complex high-order nonlinearities and also error signals are investigated. |
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AbstractList | This paper studies the current sharing and voltage balancing problems of direct current microgrids (DC-MGs) consisting of distributed generation units (DGUs) connected by a communication network. The main challenge is that the DC-MG model is prone to unknown dynamic models and external disturbances. Moreover, the voltage at each DGU’s point of coupling (PC) has to converge to its desired value while the information of the DGU filter current is exchanged with the nearest neighbors. To this end, the suggested distributed control algorithm benefits from an interval type-3 fuzzy logic system (IT3FLS). To enhance the accuracy of the approximation, a learning strategy is designed based on a correntropy unscented Kalman filter (CUKF) with a fuzzy kernel size. Utilizing the approximation technique and merging the consensus-based secondary control policy with the proposed type-3 fuzzy (T3F) controller result in the balanced voltages of the closed-loop DC-MG. The convergence of the trajectories of the DC-MG is ensured and the effects of approximation error signals are investigated via the proposed method. Furthermore, the robustness of the voltages and currents against unknown uncertainties admits the efficiency of the suggested learning-based control policy. The simulation results also confirm the appropriate transient response and the robustness of trajectories, thus the suggested controller can be implemented for practical cases.
•A novel type-3 fuzzy-based control policy is designed for DC microgrids.•A simple learning approach is proposed for the online optimization of the fuzzy controller.•The suggested fuzzy-based compensator preserves the robust current sharing and voltage balancing.•The limitations and constraints imposed on the operation of the distributed controllers are studied.•The effects of unknown uncertainties incorporating complex high-order nonlinearities and also error signals are investigated. |
ArticleNumber | 109636 |
Author | Castillo, Oscar Kausar, Nasreen Mohammadzadeh, Ardashir Taghieh, Amin Zhang, Chunwei |
Author_xml | – sequence: 1 givenname: Amin orcidid: 0000-0002-6268-4175 surname: Taghieh fullname: Taghieh, Amin email: amin.taghiyeh@yahoo.com organization: Multidisciplinary Center for Infrastructure Engineering, Shenyang University of Technology, Shenyang 110870, China – sequence: 2 givenname: Ardashir orcidid: 0000-0001-5173-4563 surname: Mohammadzadeh fullname: Mohammadzadeh, Ardashir email: a.mzadeh@sut.edu.cn organization: Multidisciplinary Center for Infrastructure Engineering, Shenyang University of Technology, Shenyang 110870, China – sequence: 3 givenname: Chunwei surname: Zhang fullname: Zhang, Chunwei email: zhangchunwei@sut.edu.cn organization: Multidisciplinary Center for Infrastructure Engineering, Shenyang University of Technology, Shenyang 110870, China – sequence: 4 givenname: Nasreen surname: Kausar fullname: Kausar, Nasreen email: nkausar@yildiz.edu.tr organization: Department of Mathematics, Faculty of Arts and Sciences, Yildiz Technical University, Esenler, 34210, Istanbul, Turkey – sequence: 5 givenname: Oscar surname: Castillo fullname: Castillo, Oscar email: ocastillo@tectijuana.mx organization: Division of Graduate Studies and Research, Tijuana Institute of Technology, Tijuana, Mexico |
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Keywords | Voltage balancing Microgrid Type-3 fuzzy logic Current sharing Learning algorithm Kalman filter |
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SubjectTerms | Current sharing Kalman filter Learning algorithm Microgrid Type-3 fuzzy logic Voltage balancing |
Title | A type-3 fuzzy control for current sharing and voltage balancing in microgrids |
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