On the Secondary Control Architectures of AC Microgrids: An Overview

Communication infrastructure (CI) in microgrids (MGs) allows for the application of different control architectures for the secondary control (SC) layer. The use of new SC architectures involving CI is motivated by the need to increase MG resilience and handle the intermittent nature of distributed generation units. The structure of SC is classified into three main categories, including centralized SC (CSC) with a CI, distributed SC (DISC) generally with a low-data-rate CI, and decentralized SC (DESC) with communication-free infrastructure. To meet the MGs’ operational constraints and optimize performance, control and communication must be utilized simultaneously in different control layers. In this survey, we review and classify all types of SC policies from CI-based methods to communication-free policies, including CSC, averaging-based DISC, consensus-based DISC methods, containment pinning consensus, event-triggered DISC, washout-filter-based DESC, and state-estimation-based DESC. Each structure is scrutinized from the viewpoint of the relevant literature. Challenges such as clock drifts, cyber-security threats, and the advantage of event-triggered approaches are presented. Fully decentralized approaches based on state-estimation and observation methods are also addressed. Although these approaches eliminate the need of any CI for the voltage and frequency restoration, during black start process or other functionalities related to the tertiary layer, a CI is required. Power hardware-in-the-loop experimental tests are carried out to compare the merits and applicability of different SC structures.

[1]  Chao Yang,et al.  An Estimator-Based Distributed Voltage-Predictive Control Strategy for AC Islanded Microgrids , 2015, IEEE Transactions on Power Electronics.

[2]  Mehdi Savaghebi,et al.  Tertiary Control of Voltage Unbalance Compensation for Optimal Power Quality in Islanded Microgrids , 2014, IEEE Transactions on Energy Conversion.

[3]  Sudip K. Mazumder,et al.  Self-Triggered Communication Enabled Control of Distributed Generation in Microgrids , 2015, IEEE Transactions on Industrial Informatics.

[4]  Golshan Madraki,et al.  Cyber-Physical Resilience of Electrical Power Systems Against Malicious Attacks: a Review , 2018 .

[5]  Miguel Castilla,et al.  Analysis of the Effect of Clock Drifts on Frequency Regulation and Power Sharing in Inverter-Based Islanded Microgrids , 2018, IEEE Transactions on Power Electronics.

[6]  Romeo Ortega,et al.  Modeling of microgrids - from fundamental physics to phasors and voltage sources , 2015, Autom..

[7]  Tomislav Dragicevic,et al.  Estimation-based Consensus Approach for Decentralized Frequency Control of AC Microgrids , 2019, 2019 21st European Conference on Power Electronics and Applications (EPE '19 ECCE Europe).

[8]  Josep M. Guerrero,et al.  Multiagent-Based Reactive Power Sharing and Control Model for Islanded Microgrids , 2016, IEEE Transactions on Sustainable Energy.

[9]  Hao Jan Liu,et al.  Distributed secondary control for isolated microgrids under malicious attacks , 2016, 2016 North American Power Symposium (NAPS).

[10]  Josep M. Guerrero,et al.  Analysis of Washout Filter-Based Power Sharing Strategy—An Equivalent Secondary Controller for Islanded Microgrid Without LBC Lines , 2018, IEEE Transactions on Smart Grid.

[11]  Ajay Krishna,et al.  Steady state evaluation of distributed secondary frequency control strategies for microgrids in the presence of clock drifts , 2017, 2017 25th Mediterranean Conference on Control and Automation (MED).

[12]  Nasser Sadati,et al.  Distributed Robust Finite-Time Secondary Voltage and Frequency Control of Islanded Microgrids , 2017, IEEE Transactions on Power Systems.

[13]  Juan C. Vasquez,et al.  A Multi-Functional Fully Distributed Control Framework for AC Microgrids , 2018, IEEE Transactions on Smart Grid.

[14]  Thomas Seel,et al.  Voltage Stability and Reactive Power Sharing in Inverter-Based Microgrids With Consensus-Based Distributed Voltage Control , 2016, IEEE Transactions on Control Systems Technology.

[15]  Juan C. Vasquez,et al.  Distributed Secondary Control for Islanded Microgrids—A Novel Approach , 2014, IEEE Transactions on Power Electronics.

[16]  Boming Zhang,et al.  A Distributed Quasi-Newton Method for Droop-Free Primary Frequency Control in Autonomous Microgrids , 2018, IEEE Transactions on Smart Grid.

[17]  Frank L. Lewis,et al.  A Multiobjective Distributed Control Framework for Islanded AC Microgrids , 2014, IEEE Transactions on Industrial Informatics.

[18]  Henrik Sandberg,et al.  A Survey of Distributed Optimization and Control Algorithms for Electric Power Systems , 2017, IEEE Transactions on Smart Grid.

[19]  Nikos D. Hatziargyriou,et al.  Distributed and Decentralized Voltage Control of Smart Distribution Networks: Models, Methods, and Future Research , 2017, IEEE Transactions on Smart Grid.

[20]  Juan C. Vasquez,et al.  Hierarchical Control of Droop-Controlled AC and DC Microgrids—A General Approach Toward Standardization , 2009, IEEE Transactions on Industrial Electronics.

[21]  ChengYi,et al.  Event-triggered leader-following tracking control for multivariable multi-agent systems , 2016 .

[22]  Chen Shen,et al.  A Distributed, Cooperative Frequency and Voltage Control for Microgrids , 2018, IEEE Transactions on Smart Grid.

[23]  Aman Behal,et al.  Intelligent Pinning Based Cooperative Secondary Control of Distributed Generators for Microgrid in Islanding Operation Mode , 2016, IEEE Transactions on Power Systems.

[24]  Tomislav Dragicevic,et al.  High-Bandwidth Secondary Voltage and Frequency Control of VSC-Based AC Microgrid , 2019, IEEE Transactions on Power Electronics.

[25]  Francesco Bullo,et al.  Breaking the Hierarchy: Distributed Control and Economic Optimality in Microgrids , 2014, IEEE Transactions on Control of Network Systems.

[26]  Reza Olfati-Saber,et al.  Consensus and Cooperation in Networked Multi-Agent Systems , 2007, Proceedings of the IEEE.

[27]  Huaqiang Zhang,et al.  Distributed finite-time cooperative control of droop-controlled microgrids under switching topology , 2017 .

[28]  Enrique Mallada,et al.  Robust Decentralized Secondary Frequency Control in Power Systems: Merits and Tradeoffs , 2017, IEEE Transactions on Automatic Control.

[29]  Frede Blaabjerg,et al.  Virtual-Impedance-Based Control for Voltage-Source and Current-Source Converters , 2015, IEEE Transactions on Power Electronics.

[30]  M. J. Hossain,et al.  Robust Nonlinear Distributed Controller Design for Active and Reactive Power Sharing in Islanded Microgrids , 2014, IEEE Transactions on Energy Conversion.

[31]  G. T. Heydt,et al.  A Linear State Estimation Formulation for Smart Distribution Systems , 2013, IEEE Transactions on Power Systems.

[32]  Ali Mehrizi-Sani,et al.  Distributed Control Techniques in Microgrids , 2014, IEEE Transactions on Smart Grid.

[33]  Jian Yang,et al.  New Perspectives on Droop Control in AC Microgrid , 2017, IEEE Transactions on Industrial Electronics.

[34]  Hassan Bevrani,et al.  Robust Multivariable Microgrid Control Synthesis and Analysis , 2016 .

[35]  Josep M. Guerrero,et al.  Review of Power Sharing Control Strategies for Islanding Operation of AC Microgrids , 2016, IEEE Transactions on Smart Grid.

[36]  Mehdi Savaghebi,et al.  Second order washout filter based power sharing strategy for uninterruptible power supply , 2017, IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society.

[37]  Josep M. Guerrero,et al.  Secondary voltage control for harmonics suppression in islanded microgrids , 2011, 2011 IEEE Power and Energy Society General Meeting.

[38]  Miguel Castilla,et al.  Local Secondary Control for Inverter-Based Islanded Microgrids With Accurate Active Power Sharing Under High-Load Conditions , 2019, IEEE Transactions on Industrial Electronics.

[39]  Francesco Bullo,et al.  Synchronization and power sharing for droop-controlled inverters in islanded microgrids , 2012, Autom..

[40]  Manel Velasco,et al.  Impact of clock drifts on active power sharing and frequency regulation in distributed-averaging secondary control for islanded microgrids , 2017, 2017 IEEE International Autumn Meeting on Power, Electronics and Computing (ROPEC).

[41]  Luca Schenato,et al.  Average TimeSynch: A consensus-based protocol for clock synchronization in wireless sensor networks , 2011, Autom..

[42]  Wpmh Maurice Heemels,et al.  Event-Based Generalized Predictive Control , 2018, Event-Based Control and Signal Processing.

[43]  Ming Cheng,et al.  Distributed MPC-based secondary voltage control scheme for autonomous droop-controlled microgrids , 2017, 2017 IEEE Power & Energy Society General Meeting.

[44]  Romeo Ortega,et al.  Modeling, Analysis, and Experimental Validation of Clock Drift Effects in Low-Inertia Power Systems , 2017, IEEE Transactions on Industrial Electronics.

[45]  Xiaoqing Lu,et al.  Distributed power control for DERs based on networked multiagent systems with communication delays , 2016, Neurocomputing.

[46]  Josep M. Guerrero,et al.  Decentralized Optimal Frequency Control in Autonomous Microgrids , 2019, IEEE Transactions on Power Systems.

[47]  Yuan Fan,et al.  Sampling-based event-triggered control for distributed generators , 2017, 2017 29th Chinese Control And Decision Conference (CCDC).

[48]  Magdi S. Mahmoud,et al.  Event triggered of microgrid control with communication and control optimization , 2016, J. Frankl. Inst..

[49]  Xiaodong Yuan,et al.  Pinning Group Consensus-Based Distributed Coordination Control for Active Distribution Systems , 2018, IEEE Access.

[50]  Yan Li,et al.  Microgrid stability: Classification and a review , 2016 .

[51]  Karl Henrik Johansson,et al.  Coherence in synchronizing power networks with distributed integral control , 2017, 2017 IEEE 56th Annual Conference on Decision and Control (CDC).

[52]  Josep M. Guerrero,et al.  An Enhanced Power Sharing Scheme for Voltage Unbalance and Harmonics Compensation in an Islanded AC Microgrid , 2016, IEEE Transactions on Energy Conversion.

[53]  Magdi S. Mahmoud,et al.  Modeling and control of microgrid: An overview , 2014, J. Frankl. Inst..

[54]  Josep M. Guerrero,et al.  Distributed Secondary Control and Management of Islanded Microgrids via Dynamic Weights , 2019, IEEE Transactions on Smart Grid.

[55]  Duarte Antunes,et al.  Event-Driven Control With Deadline Optimization for Linear Systems With Stochastic Delays , 2018, IEEE Transactions on Control of Network Systems.

[56]  Juan C. Vasquez,et al.  A novel robust communication algorithm for distributed secondary control of islanded MicroGrids , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[57]  Lei Yang,et al.  Adaptive neural network based intelligent secondary control for microgrids , 2018, 2018 IEEE Texas Power and Energy Conference (TPEC).

[58]  Jianguo Zhou,et al.  Consensus-Based Distributed Control for Accurate Reactive, Harmonic, and Imbalance Power Sharing in Microgrids , 2018, IEEE Transactions on Smart Grid.

[59]  Guoqiang Hu,et al.  Distributed Reactive Power Sharing Control for Microgrids With Event-Triggered Communication , 2017, IEEE Transactions on Control Systems Technology.

[60]  W. P. M. H. Heemels,et al.  Periodic Event-Triggered Control for Linear Systems , 2013, IEEE Trans. Autom. Control..

[61]  Dong Yue,et al.  A Delay System Method for Designing Event-Triggered Controllers of Networked Control Systems , 2013, IEEE Transactions on Automatic Control.

[62]  Henrik Sandberg,et al.  Improving performance of droop-controlled microgrids through distributed PI-control , 2016, 2016 American Control Conference (ACC).

[63]  Alessandro Pisano,et al.  Robust Finite-Time Frequency and Voltage Restoration of Inverter-Based Microgrids via Sliding-Mode Cooperative Control , 2018, IEEE Transactions on Industrial Electronics.

[64]  Hassan Bevrani,et al.  Interconnected Autonomous AC Microgrids via Back-to-Back Converters—Part I: Small-Signal Modeling , 2020, IEEE Transactions on Power Electronics.

[65]  Li Li,et al.  An Overview of Distributed Microgrid State Estimation and Control for Smart Grids , 2015, Sensors.

[66]  Romeo Ortega,et al.  Droop-controlled inverter-based microgrids are robust to clock drifts , 2015, 2015 American Control Conference (ACC).

[67]  Hassan Bevrani,et al.  Robust Frequency Control of Microgrids Using an Extended Virtual Synchronous Generator , 2018, IEEE Transactions on Power Systems.

[68]  Hoay Beng Gooi,et al.  Decentralized State Estimation for Hybrid AC/DC Microgrids , 2018, IEEE Systems Journal.

[69]  Chia-Chi Chu,et al.  Distributed Pinning Droop Control in Isolated AC Microgrids , 2016, IEEE Transactions on Industry Applications.

[70]  Vassilis Kekatos,et al.  Enhancing Observability in Distribution Grids Using Smart Meter Data , 2016, IEEE Transactions on Smart Grid.

[71]  Philip Ciufo,et al.  Secondary control of voltage & current unbalance in a multi-bus microgrid using cooperative adjustment of Q− droop gains , 2017, 2017 Australasian Universities Power Engineering Conference (AUPEC).

[72]  Kang Lee,et al.  IEEE 1588 standard for a precision clock synchronization protocol for networked measurement and control systems , 2002, 2nd ISA/IEEE Sensors for Industry Conference,.

[73]  Emilia Fridman,et al.  Stability of a class of delayed port-Hamiltonian systems with application to microgrids with distributed rotational and electronic generation , 2016, Autom..

[74]  Antoine Girard,et al.  Dynamic Triggering Mechanisms for Event-Triggered Control , 2013, IEEE Transactions on Automatic Control.

[75]  Ameena Saad Al-Sumaiti,et al.  A Control Strategy for Voltage Unbalance Mitigation in an Islanded Microgrid Considering Demand Side Management Capability , 2019, IEEE Transactions on Smart Grid.

[76]  Susmita Das,et al.  Distributed voltage and frequency synchronisation control scheme for islanded inverter‐based microgrid , 2018, IET Smart Grid.

[77]  Sebastian Trip,et al.  Distributed Optimal Load Frequency Control with Non-Passive Dynamics , 2018, IEEE Transactions on Control of Network Systems.

[78]  Josep M. Guerrero,et al.  Secondary control for reactive power sharing in droop-controlled islanded microgrids , 2012, 2012 IEEE International Symposium on Industrial Electronics.

[79]  G. Joos,et al.  A Secondary Voltage Control Strategy for Transmission Level Interconnection of Wind Generation , 2008, IEEE Transactions on Power Electronics.

[80]  Karl Henrik Johansson,et al.  Distributed vs. centralized power systems frequency control , 2013, 2013 European Control Conference (ECC).

[81]  Josep M. Guerrero,et al.  Event-triggered hybrid control based on multi-agent system for microgrids , 2014 .

[82]  Gang Feng,et al.  Observer-Based Output Feedback Event-Triggered Control for Consensus of Multi-Agent Systems , 2014, IEEE Transactions on Industrial Electronics.

[83]  Mehdi Savaghebi,et al.  Secondary control for voltage unbalance compensation in an islanded microgrid , 2011, 2011 IEEE International Conference on Smart Grid Communications (SmartGridComm).

[84]  Christoforos N. Hadjicostis,et al.  A Distributed Generation Control Architecture for Islanded AC Microgrids , 2015, IEEE Transactions on Control Systems Technology.

[85]  Ragam Rajagopal,et al.  A review on control of ac microgrid , 2017 .

[86]  Juan C. Vasquez,et al.  Distributed Active Synchronization Strategy for Microgrid Seamless Reconnection to the Grid Under Unbalance and Harmonic Distortion , 2015, IEEE Transactions on Smart Grid.

[87]  Kaveh Dehghanpour,et al.  A Survey on State Estimation Techniques and Challenges in Smart Distribution Systems , 2018, IEEE Transactions on Smart Grid.

[88]  Xinghuo Yu,et al.  Droop-Based Distributed Cooperative Control for Microgrids With Time-Varying Delays , 2016, IEEE Transactions on Smart Grid.

[89]  Mohit Sinha,et al.  Synthesizing Virtual Oscillators to Control Islanded Inverters , 2016, IEEE Transactions on Power Electronics.

[90]  Sergio Grammatico,et al.  Gather-and-broadcast frequency control in power systems , 2016, Autom..

[91]  Fanghong Guo,et al.  Distributed Secondary Voltage and Frequency Restoration Control of Droop-Controlled Inverter-Based Microgrids , 2015, IEEE Transactions on Industrial Electronics.

[92]  Yan Du,et al.  An Optimal Secondary Voltage Control Strategy for an Islanded Multibus Microgrid , 2016, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[93]  Juan C. Vasquez,et al.  Stabilizing plug-and-play regulators and secondary coordinated control for AC islanded microgrids with bus-connected topology , 2018 .

[94]  R. Heyderi,et al.  Model Predictive Control Approach for Distributed Hierarchical Control of VSC-Based Microgrids , 2018, 2018 20th European Conference on Power Electronics and Applications (EPE'18 ECCE Europe).

[95]  Anupam Shukla,et al.  Handling multi-parametric variations in distributed control of cyber-physical energy systems through optimal communication design , 2017, IET Cyper-Phys. Syst.: Theory & Appl..

[96]  Steven H. Low,et al.  Optimal inverter VAR control in distribution systems with high PV penetration , 2011, 2012 IEEE Power and Energy Society General Meeting.

[97]  Rahmat-Allah Hooshmand,et al.  Voltage quality enhancement in islanded microgrids with multi-voltage quality requirements at different buses , 2018 .

[98]  Sukumar Mishra,et al.  A Stealth Cyber-Attack Detection Strategy for DC Microgrids , 2019, IEEE Transactions on Power Electronics.

[99]  Valery A. Ugrinovskii,et al.  Event-triggered leader-following tracking control for multivariable multi-agent systems , 2016, Autom..

[100]  Mohamed Shawky El Moursi,et al.  Novel coordinated secondary voltage control strategy for efficient utilisation of distributed generations , 2014 .

[101]  Ketan Rajawat,et al.  Hybrid adaptive framework for coordinated control of distributed generators in cyber-physical energy systems , 2017, IET Cyper-Phys. Syst.: Theory & Appl..

[102]  Frank L. Lewis,et al.  Distributed Cooperative Secondary Control of Microgrids Using Feedback Linearization , 2013, IEEE Transactions on Power Systems.

[103]  Hassan Bevrani,et al.  Robust Power System Frequency Control , 2009 .

[104]  Emilia Fridman,et al.  Event-Triggered $H_{\infty}$ Control: A Switching Approach , 2015, IEEE Transactions on Automatic Control.

[105]  Miguel Castilla,et al.  Performance analysis of frequency restoration for parallel voltage source inverters connected with a realistic communication channel , 2015, 2015 IEEE 13th International Conference on Industrial Informatics (INDIN).

[106]  Xiangning Xiao,et al.  Secondary voltage control in islanded microgrids using event-triggered control , 2018 .

[107]  Deog-Kyoon Jeong,et al.  A Practical Implementation of IEEE 1588-2008 Transparent Clock for Distributed Measurement and Control Systems , 2010, IEEE Transactions on Instrumentation and Measurement.

[108]  A. K. Jain,et al.  Synchronization in Networks of Identical Systems via Pinning: Application to Distributed Secondary Control of Microgrids , 2016, IEEE Transactions on Control Systems Technology.

[109]  Ali Davoudi,et al.  Hierarchical Structure of Microgrids Control System , 2012, IEEE Transactions on Smart Grid.

[110]  Nasser Sadati,et al.  Fully Distributed Cooperative Secondary Frequency and Voltage Control of Islanded Microgrids , 2017, IEEE Transactions on Energy Conversion.

[111]  Wanxing Sheng,et al.  Optimal Design for Distributed Secondary Voltage Control in Islanded Microgrids: Communication Topology and Controller , 2019, IEEE Transactions on Power Systems.

[112]  Juan C. Vasquez,et al.  Robust Networked Control Scheme for Distributed Secondary Control of Islanded Microgrids , 2014, IEEE Transactions on Industrial Electronics.

[113]  Yasunori Mitani,et al.  Intelligent Frequency Control in an AC Microgrid: Online PSO-Based Fuzzy Tuning Approach , 2012, IEEE Transactions on Smart Grid.

[114]  Florian Dörfler,et al.  Attack Detection and Identification in Cyber-Physical Systems -- Part II: Centralized and Distributed Monitor Design , 2012, ArXiv.

[115]  Hongbin Sun,et al.  Distributed Finite-Time Convergence Control of an Islanded Low-Voltage AC Microgrid , 2018, IEEE Transactions on Power Systems.

[116]  Frank L. Lewis,et al.  Secondary control of microgrids based on distributed cooperative control of multi-agent systems , 2013 .

[117]  Emilia Fridman,et al.  Robustness of distributed averaging control in power systems: Time delays & dynamic communication topology , 2017, Autom..

[118]  Prasenjit Basak,et al.  A literature review on integration of distributed energy resources in the perspective of control, protection and stability of microgrid , 2012 .

[119]  Josep M. Guerrero,et al.  Secondary Restoration Control of Islanded Microgrids With a Decentralized Event-Triggered Strategy , 2018, IEEE Transactions on Industrial Informatics.

[120]  Zhong-Ping Jiang,et al.  Event-Based Leader-following Consensus of Multi-Agent Systems with Input Time Delay , 2015, IEEE Transactions on Automatic Control.

[121]  Dong Yue,et al.  Distributed Event-Triggered Cooperative Control for Frequency and Voltage Stability and Power Sharing in Isolated Inverter-Based Microgrid , 2019, IEEE Transactions on Cybernetics.

[122]  Juan C. Vasquez,et al.  Reactive Power Sharing and Voltage Harmonic Distortion Compensation of Droop Controlled Single Phase Islanded Microgrids , 2014, IEEE Transactions on Smart Grid.

[123]  Chengxiao Zhang,et al.  Sampling-based self-triggered coordination control for multi-agent systems with application to distributed generators , 2018, Int. J. Syst. Sci..

[124]  Eneko Unamuno,et al.  Hybrid ac/dc microgrids—Part II: Review and classification of control strategies , 2015 .

[125]  Frank L. Lewis,et al.  Synchrony in Networked Microgrids Under Attacks , 2018, IEEE Transactions on Smart Grid.

[126]  Josep M. Guerrero,et al.  Reactive Power Management in Islanded Microgrid—Proportional Power Sharing in Hierarchical Droop Control , 2015, IEEE Transactions on Smart Grid.

[127]  Gabriela Hug,et al.  Foundations and Challenges of Low-Inertia Systems (Invited Paper) , 2018, 2018 Power Systems Computation Conference (PSCC).

[128]  Josep M. Guerrero,et al.  A Distributed Control Framework for Integrated Photovoltaic-Battery-Based Islanded Microgrids , 2017, IEEE Transactions on Smart Grid.

[129]  Xiangning Xiao,et al.  Hierarchical frequency control strategy of hybrid droop/VSG-based islanded microgrids , 2018 .

[130]  Xiaoyu Hu,et al.  Secondary voltage control for microgrids based on fixed-time distributed cooperative control of multi-agent systems , 2017, 2017 American Control Conference (ACC).

[131]  Mehdi Savaghebi,et al.  Adaptive virtual impedance scheme for selective compensation of voltage unbalance and harmonics in microgrids , 2015, 2015 IEEE Power & Energy Society General Meeting.

[132]  F. Blaabjerg,et al.  Control of Power Converters in AC Microgrids , 2012, IEEE Transactions on Power Electronics.

[133]  Ernane Antonio Alves Coelho,et al.  Review of Active and Reactive Power Sharing Strategies in Hierarchical Controlled Microgrids , 2017, IEEE Transactions on Power Electronics.

[134]  Dong Yue,et al.  A decentralized control method for frequency restoration and accurate reactive power sharing in islanded microgrids , 2018, J. Frankl. Inst..

[135]  Guoqiang Hu,et al.  Consensus-based distributed nonlinear hierarchical control of AC microgrid under switching communication network , 2016, 2016 12th IEEE International Conference on Control and Automation (ICCA).

[136]  Karl Henrik Johansson,et al.  Event-based broadcasting for multi-agent average consensus , 2013, Autom..

[137]  P. Monica,et al.  Control strategies of parallel operated inverters in renewable energy application: A review , 2016 .

[138]  Hassan Bevrani,et al.  On Virtual inertia Application in Power Grid Frequency Control , 2017 .

[139]  Seyed Hossein Hosseini,et al.  A distributed secondary scheme with terminal sliding mode controller for energy storages in an islanded microgrid , 2017 .

[140]  Juan C. Vasquez,et al.  Multiagent-Based Distributed State of Charge Balancing Control for Distributed Energy Storage Units in AC Microgrids , 2017, IEEE Transactions on Industry Applications.

[141]  Richard W. Wies,et al.  Frequency Regulation by Distributed Secondary Loads on Islanded Wind-Powered Microgrids , 2016, IEEE Transactions on Sustainable Energy.

[142]  Jörg Raisch,et al.  Reactive power consensus in microgrids , 2016, 2016 European Control Conference (ECC).

[143]  Yong Wang,et al.  General distributed secondary control for multi-microgrids with both PQ-controlled and droop-controlled distributed generators , 2017 .

[144]  Dong Yue,et al.  Distributed event-triggered mechanism for secondary voltage control with microgrids , 2018, Trans. Inst. Meas. Control.

[145]  Juan C. Vasquez,et al.  Frequency Stability of Hierarchically Controlled Hybrid Photovoltaic-Battery-Hydropower Microgrids , 2015, IEEE Transactions on Industry Applications.

[146]  Chia-Chi Chu,et al.  Consensus-Based Secondary Frequency and Voltage Droop Control of Virtual Synchronous Generators for Isolated AC Micro-Grids , 2015, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[147]  Peter Xiaoping Liu,et al.  Impact of Communication Delays on Secondary Frequency Control in an Islanded Microgrid , 2015, IEEE Transactions on Industrial Electronics.

[148]  Changhee Cho,et al.  Active Synchronizing Control of a Microgrid , 2011, IEEE Transactions on Power Electronics.

[149]  Paulo Tabuada,et al.  An introduction to event-triggered and self-triggered control , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[150]  Qing-Long Han,et al.  Distributed Formation Control of Networked Multi-Agent Systems Using a Dynamic Event-Triggered Communication Mechanism , 2017, IEEE Transactions on Industrial Electronics.

[151]  Henrik Sandberg,et al.  Performance Limitations of Distributed Integral Control in Power Networks Under Noisy Measurements , 2018, 2018 Annual American Control Conference (ACC).

[152]  Qiang Li,et al.  Distributed Secondary Control Method for Islanded Microgrids With Communication Constraints , 2018, IEEE Access.

[153]  Bin Xu,et al.  Decentralised secondary voltage and frequency control scheme for islanded microgrid based on adaptive state estimator , 2017 .

[154]  Zhihong Bai,et al.  Secondary Voltage Control for Reactive Power Sharing in an Islanded Microgrid , 2016 .

[155]  F. Blaabjerg,et al.  High Bandwidth Distributed Secondary Control with Communication Compensation in VSC-Based Microgrid , 2018, 2018 20th European Conference on Power Electronics and Applications (EPE'18 ECCE Europe).

[156]  Josep M. Guerrero,et al.  MAS based event-triggered hybrid control for smart microgrids , 2013, IECON 2013 - 39th Annual Conference of the IEEE Industrial Electronics Society.

[157]  G.P. Harrison,et al.  Centralized and Distributed Voltage Control: Impact on Distributed Generation Penetration , 2007, IEEE Transactions on Power Systems.

[158]  Hongbin Sun,et al.  Distributed, Bounded and Finite-Time Convergence Secondary Frequency Control in an Autonomous Microgrid , 2019, IEEE Transactions on Smart Grid.

[159]  Tomislav Dragičević,et al.  Model Predictive Control of Power Converters for Robust and Fast Operation of AC Microgrids , 2018, IEEE Transactions on Power Electronics.

[160]  W. P. M. H. Heemels,et al.  Observability and Controllability Analysis of Linear Systems Subject to Data Losses , 2018, IEEE Transactions on Automatic Control.

[161]  Florian Dörfler,et al.  Voltage stabilization in microgrids via quadratic droop control , 2013, 52nd IEEE Conference on Decision and Control.

[162]  Frede Blaabjerg,et al.  Super-high bandwidth secondary control of AC microgrids , 2018, 2018 IEEE Applied Power Electronics Conference and Exposition (APEC).

[163]  Huanhai Xin,et al.  Distributed Estimation and Secondary Control of Autonomous Microgrid , 2017, IEEE Transactions on Power Systems.

[164]  Josep M. Guerrero,et al.  MAS-Based Distributed Coordinated Control and Optimization in Microgrid and Microgrid Clusters: A Comprehensive Overview , 2018, IEEE Transactions on Power Electronics.

[165]  Zengqiang Chen,et al.  Reaching a consensus via pinning control , 2009, Autom..

[166]  Ioannis D. Schizas,et al.  Optimization-Based AC Microgrid Synchronization , 2017, IEEE Transactions on Industrial Informatics.

[167]  Juan C. Vasquez,et al.  Small-Signal Analysis of the Microgrid Secondary Control Considering a Communication Time Delay , 2016, IEEE Transactions on Industrial Electronics.

[168]  Mehdi Savaghebi,et al.  Secondary Control Scheme for Voltage Unbalance Compensation in an Islanded Droop-Controlled Microgrid , 2012, IEEE Transactions on Smart Grid.

[169]  Hassan Bevrani,et al.  Robust Frequency Control in an Islanded Microgrid: H∞ and μ-Synthesis Approaches , 2016, IEEE Trans. Smart Grid.

[170]  Josep M. Guerrero,et al.  Distributed Secondary Voltage and Frequency Control for Islanded Microgrids With Uncertain Communication Links , 2017, IEEE Transactions on Industrial Informatics.

[171]  Miguel Castilla,et al.  Impact of Clock Drifts on Communication-Free Secondary Control Schemes for Inverter-Based Islanded Microgrids , 2018, IEEE Transactions on Industrial Electronics.

[172]  Mohammad Shahidehpour,et al.  A New Approach for Soft Synchronization of Microgrid Using Robust Control Theory , 2017, IEEE Transactions on Power Delivery.

[173]  Amandeep Kaur,et al.  A review on microgrid central controller , 2016 .

[174]  Qing-Long Han,et al.  An Overview and Deep Investigation on Sampled-Data-Based Event-Triggered Control and Filtering for Networked Systems , 2017, IEEE Transactions on Industrial Informatics.

[175]  Soumitro Banerjee,et al.  Synchronization Phenomena in Interconnected Power Electronic Systems , 2016, IEEE Transactions on Circuits and Systems II: Express Briefs.

[176]  Miguel Castilla,et al.  Experimental study of clock drift impact over droop-free distributed control for industrial microgrids , 2017, IECON 2017 - 43rd Annual Conference of the IEEE Industrial Electronics Society.

[177]  Mehdi Savaghebi,et al.  Secondary Control for Voltage Quality Enhancement in Microgrids , 2012, IEEE Transactions on Smart Grid.

[178]  Ali Mehrizi-Sani,et al.  Washout Filter-Based Power Sharing , 2016, IEEE Transactions on Smart Grid.

[179]  Frede Blaabjerg,et al.  A Decentralized Adaptive Control Method for Frequency Regulation and Power Sharing in Autonomous Microgrids , 2019, 2019 IEEE 28th International Symposium on Industrial Electronics (ISIE).

[180]  Juan C. Vasquez,et al.  Secondary Frequency and Voltage Control of Islanded Microgrids via Distributed Averaging , 2015, IEEE Transactions on Industrial Electronics.

[181]  Juan C. Vasquez,et al.  Coordinated Secondary Control for Balanced Discharge Rate of Energy Storage System in Islanded AC Microgrids , 2015, IEEE Transactions on Industry Applications.

[182]  Guoqiang Hu,et al.  Distributed Nonlinear Hierarchical Control of AC Microgrid via Unreliable Communication , 2018, IEEE Transactions on Smart Grid.

[183]  Qobad Shafiee,et al.  Event-triggered voltage control of inverter-based microgrids , 2018, 2018 9th Annual Power Electronics, Drives Systems and Technologies Conference (PEDSTC).

[184]  Miguel Castilla,et al.  Performance Evaluation of Secondary Control Policies With Respect to Digital Communications Properties in Inverter-Based Islanded Microgrids , 2018, IEEE Transactions on Smart Grid.

[185]  Oriol Gomis-Bellmunt,et al.  Trends in Microgrid Control , 2014, IEEE Transactions on Smart Grid.

[186]  Phuong Le Minh,et al.  Control of power inverter in islanded microgrids based on online line impedance estimation , 2017, 2017 International Conference on System Science and Engineering (ICSSE).

[187]  Wanxing Sheng,et al.  Distributed Model Predictive Secondary Voltage Control of Islanded Microgrids With Feedback Linearization , 2018, IEEE Access.

[188]  Xiaodong Yuan,et al.  A Nonlinear State Estimator-Based Decentralized Secondary Voltage Control Scheme for Autonomous Microgrids , 2017, IEEE Transactions on Power Systems.

[189]  Martine Chlela,et al.  Fallback Control for Isochronous Energy Storage Systems in Autonomous Microgrids Under Denial-of-Service Cyber-Attacks , 2018, IEEE Transactions on Smart Grid.

[190]  Josep M. Guerrero,et al.  A Survey on Control of Electric Power Distributed Generation Systems for Microgrid Applications , 2015 .

[191]  Frank L. Lewis,et al.  Droop-Free Distributed Control for AC Microgrids , 2016, IEEE Transactions on Power Electronics.

[192]  Jon Andreu,et al.  General aspects, hierarchical controls and droop methods in microgrids: A review , 2013 .

[193]  Eloy García,et al.  Decentralized Event-Triggered Cooperative Control with Limited Communication , 2013 .

[194]  Yinliang Xu Robust Finite-Time Control for Autonomous Operation of an Inverter-Based Microgrid , 2017, IEEE Transactions on Industrial Informatics.

[195]  Maarouf Saad,et al.  Decentralised coordinated secondary voltage control of multi-area power grids using model predictive control , 2017 .

[196]  Yongduan Song,et al.  Distributed Cooperative Secondary Control for Voltage Unbalance Compensation in an Islanded Microgrid , 2015, IEEE Transactions on Industrial Informatics.

[197]  Frede Blaabjerg,et al.  Communication-less Optimal Frequency Control of Islanded Microgrids , 2018, 2018 20th European Conference on Power Electronics and Applications (EPE'18 ECCE Europe).

[198]  Josep M. Guerrero,et al.  A Novel Distributed Secondary Coordination Control Approach for Islanded Microgrids , 2018, IEEE Transactions on Smart Grid.

[199]  Miguel Castilla,et al.  Synchronization of local integral controllers for frequency restoration in islanded microgrids , 2016, IECON 2016 - 42nd Annual Conference of the IEEE Industrial Electronics Society.

[200]  Miguel Castilla,et al.  Secondary Switched Control With no Communications for Islanded Microgrids , 2017, IEEE Transactions on Industrial Electronics.

[201]  Soumitro Banerjee,et al.  Synchronization Phenomena in Microgrids With Capacitive Coupling , 2015, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[202]  Juan C. Vasquez,et al.  Aalborg Universitet Containment and Consensus-Based Distributed Coordination Control to Achieve Bounded Voltage and Precise Reactive Power Sharing in Islanded AC Microgrids , 2017 .

[203]  Josep M. Guerrero,et al.  Secondary Control Strategies for Frequency Restoration in Islanded Microgrids with Consideration of Communication Delays , 2015 .

[204]  Josep M. Guerrero,et al.  Stability, power sharing, & distributed secondary control in droop-controlled microgrids , 2013, 2013 IEEE International Conference on Smart Grid Communications (SmartGridComm).