Robust Resonant Controllers for Distributed Energy Resources in Microgrids
Motivated by the problem of different types and variations of load in micro-grids, this paper presents robust proportional-resonant controllers with a harmonics compensator based on the internal model principle. These controllers ensure robust tracking of sinusoidal reference signals in distributed...
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Published in | Applied sciences Vol. 10; no. 24; p. 8905 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Abstract | Motivated by the problem of different types and variations of load in micro-grids, this paper presents robust proportional-resonant controllers with a harmonics compensator based on the internal model principle. These controllers ensure robust tracking of sinusoidal reference signals in distributed energy resource systems subject to load variation with respect to sinusoidal disturbances. The distributed generation resource and the resonant controllers are described using the augmented state system approach, allowing the application of the state feedback technique. In order to minimize the tracking error and ensure robustness against perturbation, a set of linear matrix inequalities (LMIs) are addressed for the synthesizing of controller gains. Finally, results obtained in the simulation for resonant compensators with the distributed energy system are presented, in which the controller is applied to the CC-CA inverter. |
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AbstractList | Motivated by the problem of different types and variations of load in micro-grids, this paper presents robust proportional-resonant controllers with a harmonics compensator based on the internal model principle. These controllers ensure robust tracking of sinusoidal reference signals in distributed energy resource systems subject to load variation with respect to sinusoidal disturbances. The distributed generation resource and the resonant controllers are described using the augmented state system approach, allowing the application of the state feedback technique. In order to minimize the tracking error and ensure robustness against perturbation, a set of linear matrix inequalities (LMIs) are addressed for the synthesizing of controller gains. Finally, results obtained in the simulation for resonant compensators with the distributed energy system are presented, in which the controller is applied to the CC-CA inverter. |
Author | Bouzid, Allal El Moubarek Ben Elghali, Seifeddine Beddiar, Karim Benbouzid, Mohamed Zerrougui, Mohamed |
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Cites_doi | 10.1007/s12555-013-0117-6 10.1109/ISIE.2014.6864990 10.1049/iet-rpg.2017.0635 10.1109/TPEL.2003.810852 10.1109/TIA.2016.2581152 10.1109/ACCESS.2020.2968402 10.1109/TIE.2019.2898616 10.1016/j.segan.2019.100258 10.1049/ip-epa:20060008 10.1109/IECON.2019.8926947 10.1109/9.811208 10.1109/TPEL.2009.2012527 10.1109/PEDG.2016.7527055 10.1109/TPEL.2013.2279015 10.1007/BF01447855 10.1016/j.rser.2009.07.015 10.1109/ACC.2016.7525343 10.1109/CCECE.2014.6901096 10.1109/28.924772 10.1049/iet-pel.2018.6182 10.1016/j.epsr.2018.11.016 10.1109/EVER.2015.7112979 10.1109/TIE.2019.2898611 10.1016/j.neucom.2019.01.038 10.1109/TIE.2013.2259781 10.1109/CPE.2017.7915211 |
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References | Koch (ref_9) 2019; 67 Saim (ref_13) 2019; 66 Pereira (ref_25) 2013; 61 Eltawil (ref_4) 2010; 14 Zmood (ref_23) 2003; 18 Ye (ref_10) 2016; 52 ref_11 Bouzid (ref_14) 2019; 12 Chilali (ref_28) 1999; 44 Francis (ref_22) 1975; 2 ref_19 Fukuda (ref_21) 2001; 37 ref_17 Maccari (ref_27) 2014; 29 ref_15 Thirumala (ref_18) 2019; 334 Samavati (ref_7) 2019; 20 Bouzid (ref_20) 2019; 168 Teodorescu (ref_24) 2006; 153 Zerrougui (ref_16) 2014; 12 Gahinet (ref_29) 1996; 45 ref_1 Zia (ref_2) 2020; 8 Timbus (ref_5) 2009; 24 ref_3 ref_26 Kumar (ref_12) 2018; 12 Husev (ref_8) 2020; 67 ref_6 |
References_xml | – volume: 12 start-page: 590 year: 2014 ident: ref_16 article-title: H∞ filtering for singular bilinear systems with application to a single-link flexible-joint robot publication-title: Int. J. Control Autom. Syst. doi: 10.1007/s12555-013-0117-6 – ident: ref_3 doi: 10.1109/ISIE.2014.6864990 – volume: 12 start-page: 598 year: 2018 ident: ref_12 article-title: Control, implementation, and analysis of a dual two-level photovoltaic inverter based on modified proportional-resonant controller publication-title: IET Renew. Power Gener. doi: 10.1049/iet-rpg.2017.0635 – volume: 18 start-page: 814 year: 2003 ident: ref_23 article-title: Stationary frame current regulation of PWM inverters with zero steady-state error publication-title: IEEE Trans. Power Electron. doi: 10.1109/TPEL.2003.810852 – volume: 52 start-page: 4269 year: 2016 ident: ref_10 article-title: Analysis, Design, and Implementation of a Quasi-Proportional-Resonant Controller for a Multifunctional Capacitive-Coupling Grid-Connected Inverter publication-title: IEEE Trans. Ind. Appl. doi: 10.1109/TIA.2016.2581152 – ident: ref_26 – volume: 8 start-page: 19410 year: 2020 ident: ref_2 article-title: Microgrid Transactive Energy: Review, Architectures, Distributed Ledger Technologies, and Market Analysis publication-title: IEEE Access doi: 10.1109/ACCESS.2020.2968402 – volume: 67 start-page: 1201 year: 2020 ident: ref_8 article-title: Optimization and Implementation of the Proportional-Resonant Controller for Grid-Connected Inverter With Significant Computation Delay publication-title: IEEE Trans. Ind. Electron. doi: 10.1109/TIE.2019.2898616 – volume: 20 start-page: 100258 year: 2019 ident: ref_7 article-title: Simultaneous voltage and current harmonics compensation in islanded/grid-connected microgrids using virtual impedance concept publication-title: Sustain. Energy Grids Netw. doi: 10.1016/j.segan.2019.100258 – volume: 153 start-page: 750 year: 2006 ident: ref_24 article-title: Proportional-resonant controllers and filters for grid-connected voltage-source converters publication-title: IEE Proc. Electr. Power Appl. doi: 10.1049/ip-epa:20060008 – ident: ref_1 doi: 10.1109/IECON.2019.8926947 – volume: 67 start-page: 6550 year: 2019 ident: ref_9 article-title: Robust Current Control of Grid-Tied Inverters Affected by LCL Filter Soft-Saturation publication-title: IEEE Trans. Ind. Electron. – volume: 44 start-page: 2257 year: 1999 ident: ref_28 article-title: Robust pole placement in LMI regions publication-title: IEEE Trans. Autom. Control doi: 10.1109/9.811208 – volume: 24 start-page: 654 year: 2009 ident: ref_5 article-title: Evaluation of current controllers for distributed power generation systems publication-title: IEEE Trans. Power Electron. doi: 10.1109/TPEL.2009.2012527 – ident: ref_19 doi: 10.1109/PEDG.2016.7527055 – volume: 29 start-page: 3776 year: 2014 ident: ref_27 article-title: LMI-Based Control for Grid-Connected Converters With LCL Filters Under Uncertain Parameters publication-title: IEEE Trans. Power Electron. doi: 10.1109/TPEL.2013.2279015 – volume: 2 start-page: 170 year: 1975 ident: ref_22 article-title: The internal model principle for linear multivariable regulators publication-title: Appl. Math. Optim. doi: 10.1007/BF01447855 – volume: 45 start-page: 358 year: 1996 ident: ref_29 article-title: H∞ Design with Pole Placement Constraints: An LMI approach publication-title: IEEE Trans. Autom. Control – volume: 14 start-page: 112 year: 2010 ident: ref_4 article-title: Grid-connected photovoltaic power systems: Technical and potential problems—A review publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2009.07.015 – ident: ref_17 doi: 10.1109/ACC.2016.7525343 – ident: ref_15 doi: 10.1109/CCECE.2014.6901096 – volume: 37 start-page: 888 year: 2001 ident: ref_21 article-title: A novel current-tracking method for active filters based on a sinusoidal internal model [for PWM invertors] publication-title: IEEE Trans. Ind. Appl. doi: 10.1109/28.924772 – volume: 12 start-page: 1413 year: 2019 ident: ref_14 article-title: Robust three degrees of freedom based on H∞ controller of voltage/current loops for DG unit in micro grids publication-title: IET Power Electron. doi: 10.1049/iet-pel.2018.6182 – volume: 168 start-page: 146 year: 2019 ident: ref_20 article-title: A novel decoupled trigonometric saturated droop controller for power sharing in islanded low-voltage microgrids publication-title: Electr. Power Syst. Res. doi: 10.1016/j.epsr.2018.11.016 – ident: ref_6 doi: 10.1109/EVER.2015.7112979 – volume: 66 start-page: 8958 year: 2019 ident: ref_13 article-title: Stability Analysis and Robust Damping of Multiresonances in Distributed-Generation-Based Islanded Microgrids publication-title: IEEE Trans. Ind. Electron. doi: 10.1109/TIE.2019.2898611 – volume: 334 start-page: 265 year: 2019 ident: ref_18 article-title: A classification method for multiple power quality disturbances using EWT based adaptive filtering and multiclass SVM publication-title: Neurocomputing doi: 10.1016/j.neucom.2019.01.038 – volume: 61 start-page: 1528 year: 2013 ident: ref_25 article-title: Multiple resonant controllers for uninterruptible power supplies—A systematic robust control design approach publication-title: IEEE Trans. Ind. Electron. doi: 10.1109/TIE.2013.2259781 – ident: ref_11 doi: 10.1109/CPE.2017.7915211 |
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SubjectTerms | Closed loop systems Controllers distributed generation, microgrid Energy resources LMI Load Optimization proportional resonant controller robust control |
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