Microgrid control methods toward achieving sustainable energy management

Microgrid (MG) technologies exhibit attractive features such as high power quality, reliability, sustainability and environmental friendly energy to the consumers using control and energy management system (EMS). However, renewable energy sources integrated with MGs are intermittent due to their stochastic behavior. Therefore, a proper control technique is essential to ensure a smooth transition of MG power to sensitive loads and the main grid. This study comprehensively reviews MG control strategies and their classifications in terms of protection, energy conversion, integration, advantages, disadvantages, and EMS. It focuses on conventional and advanced control methods that are used in MG applications for sustainable energy utilization. The algorithms, advantages, and disadvantages of conventional and advanced control methods are explained, and possible improvements or hybridization for future grid control applications is highlighted. Maximum Power Point Tracking control algorithms are also highlighted to maximize the power generation of renewable sources in the MG system. The rigorous review indicates that existing control technologies can be used for MG operation; however, further technological development of control methods is needed to achieve sustainable MG operation and management in the future. This review also underscores many factors, challenges, and problems related to the sustainable development of MG control technologies in next-generation smart grid applications. Thus, this review will strengthen the efforts to develop economic, efficient, and long-lasting MGs for future smart grid use.

[1]  Kashem M. Muttaqi,et al.  Technical challenges for electric power industries with implementation of distribution system automation in smart grids , 2015 .

[2]  Azah Mohamed,et al.  A review of lithium-ion battery state of charge estimation and management system in electric vehicle applications: Challenges and recommendations , 2017 .

[3]  Wei Liu,et al.  Decentralized Multi-Agent System-Based Cooperative Frequency Control for Autonomous Microgrids With Communication Constraints , 2014, IEEE Transactions on Sustainable Energy.

[4]  Yue Yuan,et al.  Sizing of hybrid energy storage system in independent microgrid based on BP neural network , 2013 .

[5]  Sarat Kumar Sahoo,et al.  Investigation of wireless power transfer applications with a focus on renewable energy , 2018, Renewable and Sustainable Energy Reviews.

[6]  Usman Bashir Tayab,et al.  A review of droop control techniques for microgrid , 2017 .

[7]  Jon Andreu,et al.  AC and DC technology in microgrids: A review , 2015 .

[8]  Marcelo G. Molina,et al.  Microgrid architectures for distributed generation: A brief review , 2017, 2017 IEEE PES Innovative Smart Grid Technologies Conference - Latin America (ISGT Latin America).

[9]  Tapas K. Mallick,et al.  A review of Integration, Control, Communication and Metering (ICCM) of renewable energy based smart grid , 2014 .

[10]  A.L. Dimeas,et al.  Operation of a multiagent system for microgrid control , 2005, IEEE Transactions on Power Systems.

[11]  Yun Wei Li,et al.  An Enhanced Microgrid Load Demand Sharing Strategy , 2012, IEEE Transactions on Power Electronics.

[12]  Mohamed Benbouzid,et al.  Microgrids energy management systems: A critical review on methods, solutions, and prospects , 2018, Applied Energy.

[13]  Koen Steemers,et al.  Can microgrids make a major contribution to UK energy supply , 2006 .

[14]  Ankit,et al.  Review and comparative study of single-stage inverters for a PV system , 2018, Renewable and Sustainable Energy Reviews.

[15]  K. Palanisamy,et al.  Optimization in microgrids with hybrid energy systems – A review , 2015 .

[16]  Abdul-Rahman Al-Ali,et al.  Smart Home Renewable Energy Management System , 2011 .

[17]  Yao Sun,et al.  SEDE: state estimation-based dynamic encryption scheme for smart grid communication , 2014, SAC.

[18]  Claudio A. Canizares,et al.  A centralized optimal energy management system for microgrids , 2011, 2011 IEEE Power and Energy Society General Meeting.

[19]  Sathans,et al.  GA optimized PID controller for frequency regulation in standalone AC microgrid , 2016, 2016 7th India International Conference on Power Electronics (IICPE).

[20]  Rachid Outbib,et al.  General review and classification of different MPPT Techniques , 2017 .

[21]  Jianzhong Wu,et al.  An Overview Of Microgrid Control , 2010, Intell. Autom. Soft Comput..

[22]  Kimmo Kauhaniemi,et al.  Hierarchical control structure in microgrids with distributed generation: Island and grid-connected mode , 2015 .

[23]  Haisheng Chen,et al.  Progress in electrical energy storage system: A critical review , 2009 .

[24]  N. D. Hatziargyriou,et al.  Review of hierarchical control in DC microgrids , 2015 .

[25]  Lingfeng Wang,et al.  Smart meters for power grid — Challenges, issues, advantages and status , 2011 .

[26]  J. Kanakaraj,et al.  Adaptive Neuro-Fuzzy Inference System-Particle Swarm Optimization Based Stability Maintenance of Power System Networks , 2013 .

[27]  Giancarlo Mauri,et al.  Learning fuzzy rules with tabu search-an application to control , 1999, IEEE Trans. Fuzzy Syst..

[28]  C. Singh,et al.  A reliability assessment methodology for distribution systems with distributed generation , 2006, 2006 IEEE Power Engineering Society General Meeting.

[29]  Liuchen Chang,et al.  Multiagent-Based Hybrid Energy Management System for Microgrids , 2014, IEEE Transactions on Sustainable Energy.

[30]  Adrian Gligor,et al.  SCADA Based Software for Renewable Energy Management System , 2012 .

[31]  Robert Lasseter,et al.  Smart Distribution: Coupled Microgrids , 2011, Proceedings of the IEEE.

[32]  Yi Xu,et al.  A survey on the communication architectures in smart grid , 2011, Comput. Networks.

[33]  Felisa M. Córdova,et al.  Engineering Sustainable Energy Systems: How Reactive and Predictive Homeostatic Control Can Prepare Electric Power Systems for Environmental Challenges , 2017, ITQM.

[34]  Octavian Curea,et al.  Application of Wireless Sensor and Actuator Networks to Achieve Intelligent Microgrids: A Promising Approach towards a Global Smart Grid Deployment , 2016 .

[35]  Enzo Sauma,et al.  An Exergy and Homeostatic Control Approach to Sustainable Grid-Connected Microgrids without Energy Storage , 2014 .

[36]  G. Ramos,et al.  Microgrid central fuzzy controller for active and reactive power flow using instantaneous power measurements , 2011, 2011 IEEE Power and Energy Conference at Illinois.

[37]  Magdi S. Mahmoud,et al.  Adaptive intelligent techniques for microgrid control systems: A survey , 2017 .

[38]  M. Sedighizadeh,et al.  Optimal placement of Distributed Generation using combination of PSO and Clonal Algorithm , 2010, 2010 IEEE International Conference on Power and Energy.

[39]  Giuseppe Marco Tina,et al.  Case study of a grid connected with a battery photovoltaic system: V-trough concentration vs. single-axis tracking , 2012 .

[40]  Saad Mekhilef,et al.  State of the art artificial intelligence-based MPPT techniques for mitigating partial shading effects on PV systems – A review , 2016 .

[41]  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.

[42]  Guillaume Gateau,et al.  Power system stabilizer for comunicationless parallel connected inverters , 2010, 2010 IEEE International Symposium on Industrial Electronics.

[43]  Jason Gu,et al.  Solution of an Economic Dispatch Problem Through Particle Swarm Optimization: A Detailed Survey – Part II , 2017, IEEE Access.

[44]  Frede Blaabjerg,et al.  Sharing of nonlinear load in parallel connected three-phase converters , 2000 .

[45]  Noel Augustine,et al.  Economic dispatch for a microgrid considering renewable energy cost functions , 2012, 2012 IEEE PES Innovative Smart Grid Technologies (ISGT).

[46]  Weihua Zhuang,et al.  Decentralized Economic Dispatch in Microgrids via Heterogeneous Wireless Networks , 2012, IEEE Journal on Selected Areas in Communications.

[47]  Mahmoud Moghavvemi,et al.  Energy management strategies in hybrid renewable energy systems: A review , 2016 .

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

[49]  Yu Zhang,et al.  Robust Energy Management for Microgrids With High-Penetration Renewables , 2012, IEEE Transactions on Sustainable Energy.

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

[51]  José L. Bernal-Agustín,et al.  Simulation and optimization of stand-alone hybrid renewable energy systems , 2009 .

[52]  R. Larson,et al.  The Energy Box: Locally Automated Optimal Control of Residential Electricity Usage , 2009 .

[53]  Mesut Baran,et al.  An experimental microgrid for laboratory activities , 2015, 2015 IEEE 15th International Conference on Environment and Electrical Engineering (EEEIC).

[54]  Wina Crijns-Graus,et al.  Microgrids: experiences, barriers and success factors , 2014 .

[55]  Chung-Fu Chang,et al.  Area load frequency control using fuzzy gain scheduling of PI controllers , 1997 .

[56]  Mostafa F. Shaaban,et al.  An energy management system for hybrid microgrids in remote communities , 2017, 2017 IEEE 30th Canadian Conference on Electrical and Computer Engineering (CCECE).

[57]  R. Adapa,et al.  Control of parallel connected inverters in stand-alone AC supply systems , 1991, Conference Record of the 1991 IEEE Industry Applications Society Annual Meeting.

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

[59]  R. E. Brown,et al.  Analyzing the reliability impact of distributed generation , 2001, 2001 Power Engineering Society Summer Meeting. Conference Proceedings (Cat. No.01CH37262).

[60]  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.

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

[62]  Viktor Hacker,et al.  Energy and exergy analyses of a stand-alone HT-PEMFC based trigeneration system for residential applications , 2018 .

[63]  Saad Mekhilef,et al.  Mix-mode energy management strategy and battery sizing for economic operation of grid-tied microgrid , 2017 .

[64]  Moataz Elsied,et al.  An advanced energy management of microgrid system based on genetic algorithm , 2014, 2014 IEEE 23rd International Symposium on Industrial Electronics (ISIE).

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

[66]  Michael Stadler,et al.  Value streams in microgrids: A literature review , 2016 .

[67]  Jitendra Jha,et al.  Literature review on various control strategies for hybrid photovoltaic and fuel cell power generating systems , 2017, 2017 International Conference on Computer, Communications and Electronics (Comptelix).

[68]  B.F. Wollenberg,et al.  Toward a smart grid: power delivery for the 21st century , 2005, IEEE Power and Energy Magazine.

[69]  Chunxia Dou,et al.  Decentralised coordinated control of microgrid based on multi-agent system , 2015 .

[70]  Ding Ming,et al.  Dynamic economic dispatch for microgrids including battery energy storage , 2010, The 2nd International Symposium on Power Electronics for Distributed Generation Systems.

[71]  Yasin Kabalci,et al.  A survey on smart metering and smart grid communication , 2016 .

[72]  Al Habri,et al.  Power system stabilizer for power sharing control of parallel inverters in a grid-connected micro-grid system , 2011 .

[73]  Alireza Kahrobaeian,et al.  Networked-Based Hybrid Distributed Power Sharing and Control for Islanded Microgrid Systems , 2015, IEEE Transactions on Power Electronics.

[74]  Ramtin Hadidi,et al.  Near optimal control policy for controlling power system stabilizers using reinforcement learning , 2009, 2009 IEEE Power & Energy Society General Meeting.

[75]  Josep M. Guerrero,et al.  Decentralized control for parallel operation of distributed generation inverters using resistive output impedance , 2007, 2005 European Conference on Power Electronics and Applications.

[76]  A. N. Jha,et al.  Ziegler-Nichols based controller parameters tuning for load frequency control in a microgrid , 2011, 2011 International Conference on Energy, Automation and Signal.

[77]  An Luo,et al.  Adaptive sliding-mode voltage control for inverter operating in islanded mode in microgrid , 2015 .

[78]  Z. Wu,et al.  Economic optimal schedule of CHP microgrid system using chance constrained programming and particle swarm optimization , 2011, 2011 IEEE Power and Energy Society General Meeting.

[79]  Reza Iravani,et al.  Potential-Function Based Control of a Microgrid in Islanded and Grid-Connected Modes , 2010, IEEE Transactions on Power Systems.

[80]  Mahesh K. Mishra,et al.  A Grid-Connected Dual Voltage Source Inverter With Power Quality Improvement Features , 2015, IEEE Transactions on Sustainable Energy.

[81]  Antonello Rizzi,et al.  Hierarchical genetic optimization of a fuzzy logic system for energy flows management in microgrids , 2016, Appl. Soft Comput..

[82]  Xiao-Ping Zhang,et al.  A converter-based general interface for AC microgrid integrating to the grid , 2013, IEEE PES ISGT Europe 2013.

[83]  Goran Strbac,et al.  Microgrids - Large Scale Integration of Microgeneration to Low Voltage Grids , 2006 .

[84]  Yi Wang,et al.  Improved PSO-based energy management of Stand-Alone Micro-Grid under two-time scale , 2016, 2016 IEEE International Conference on Mechatronics and Automation.

[85]  Fred Schweppe,et al.  Homeostatic Utility Control , 1980, IEEE Transactions on Power Apparatus and Systems.

[86]  Ju Lee,et al.  AC-microgrids versus DC-microgrids with distributed energy resources: A review , 2013 .

[87]  Tayfun Özgür,et al.  A review: Exergy analysis of PEM and PEM fuel cell based CHP systems , 2018, International Journal of Hydrogen Energy.

[88]  Felisa M. Córdova,et al.  Smart Energy Systems: The Need to Incorporate Homeostatically Controlled Microgrids to the Electric Power Distribution Industry : An Electric Utilities’ Perspective , 2018 .

[89]  Richard C. Larson,et al.  STRATEGIES TO OVERCOME NETWORK CONGESTION IN INFRASTRUCTURE SYSTEMS , 2007 .

[90]  Mohammad Yusri Hassan,et al.  Microgrid and load shedding scheme during islanded mode: A review , 2017 .

[91]  Chuan Wang,et al.  A control strategy for microgrid inverters based on adaptive three-order sliding mode and optimized droop controls , 2014 .

[92]  J. Miret,et al.  A wireless controller to enhance dynamic performance of parallel inverters in distributed generation systems , 2004, IEEE Transactions on Power Electronics.

[93]  Juan C. Vasquez,et al.  Hierarchical Control for Multiple DC-Microgrids Clusters , 2014, IEEE Transactions on Energy Conversion.

[94]  Xing He,et al.  Neural networks for power management optimal strategy in hybrid microgrid , 2017, Neural Computing and Applications.

[95]  Mehdi Savaghebi,et al.  Agent-based distributed unbalance compensation for optimal power quality in islanded microgrids , 2014, 2014 IEEE 23rd International Symposium on Industrial Electronics (ISIE).

[96]  Hazlie Mokhlis,et al.  Emergence of energy storage technologies as the solution for reliable operation of smart power systems: A review , 2013 .

[97]  Arindam Ghosh,et al.  ZigBee-Based Communication System for Data Transfer Within Future Microgrids , 2015, IEEE Transactions on Smart Grid.

[98]  Yun Wei Li,et al.  An Accurate Power Control Strategy for Power-Electronics-Interfaced Distributed Generation Units Operating in a Low-Voltage Multibus Microgrid , 2009, IEEE Transactions on Power Electronics.

[99]  Gabriel Garcera,et al.  Current challenges and future trends in the field of communication architectures for microgrids , 2018 .

[100]  Rüdiger Kays,et al.  Performance Evaluation of Wireless Home Automation Networks in Indoor Scenarios , 2012, IEEE Transactions on Smart Grid.

[101]  Saeed Lotfifard,et al.  Dynamic Model Predictive-Based Energy Management of DG Integrated Distribution Systems , 2013, IEEE Transactions on Power Delivery.

[102]  Felisa M. Córdova,et al.  Sustainable Hybrid Energy Systems: An Energy and Exergy Management Approach with Homeostatic Control of Microgrids , 2015, ITQM.

[103]  M. A. Abido,et al.  Optimal Design of Microgrids in Autonomous and Grid-Connected Modes Using Particle Swarm Optimization , 2011, IEEE Transactions on Power Electronics.

[104]  Xiaorong Xie,et al.  Distributed Optimal Energy Management in Microgrids , 2015, IEEE Transactions on Smart Grid.

[105]  Jeyraj Selvaraj,et al.  Control Methods and Objectives for Electronically Coupled Distributed Energy Resources in Microgrids: A Review , 2016, IEEE Systems Journal.

[106]  Dietrich Schmidt Low Exergy Systems for High-Performance Buildings and Communities , 2009 .

[107]  Kenneth A. Loparo,et al.  Voltage and Frequency Regulation of Microgrid With Battery Energy Storage Systems , 2019, IEEE Transactions on Smart Grid.

[108]  Ratnesh K. Sharma,et al.  Dynamic Energy Management System for a Smart Microgrid , 2016, IEEE Transactions on Neural Networks and Learning Systems.

[109]  R. S. Milton,et al.  Multi agent reinforcement learning based distributed optimization of solar microgrid , 2014, 2014 IEEE International Conference on Computational Intelligence and Computing Research.

[110]  O. Alsayegh,et al.  Grid-connected renewable energy source systems: Challenges and proposed management schemes , 2010 .

[111]  Juan C. Vasquez,et al.  Microgrid supervisory controllers and energy management systems: A literature review , 2016 .

[112]  Enzo Sauma,et al.  Homeostatic control, smart metering and efficient energy supply and consumption criteria: A means to building more sustainable hybrid micro-generation systems , 2014 .

[113]  M. Castilla,et al.  Wireless-Control Strategy for Parallel Operation of Distributed-Generation Inverters , 2006, IEEE Transactions on Industrial Electronics.

[114]  Alireza Bakhshai,et al.  A review of AC microgrid control methods , 2017, 2017 IEEE 8th International Symposium on Power Electronics for Distributed Generation Systems (PEDG).

[115]  Zhou Fen,et al.  Study on economic operation for micro-grid based on scenario and PSO , 2014, 2014 International Conference on Power System Technology.

[116]  Abdullah Yildiz,et al.  Energy and exergy analyses of space heating in buildings , 2009 .

[117]  Moataz Elsied,et al.  Energy management and optimization in microgrid system based on green energy , 2015 .

[118]  Peter B. Luh,et al.  Energy-efficient management of eco-communities , 2013, 2013 IEEE International Conference on Automation Science and Engineering (CASE).

[119]  Denisson Queiroz Oliveira,et al.  A fuzzy-based approach for microgrids islanded operation , 2017 .

[120]  Majid Nayeripour,et al.  Design and implementation of a new modified sliding mode controller for grid-connected inverter to controlling the voltage and frequency. , 2016, ISA transactions.

[121]  A. Yazdani,et al.  An Adaptive Feedforward Compensation for Stability Enhancement in Droop-Controlled Inverter-Based Microgrids , 2011, IEEE Transactions on Power Delivery.

[122]  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.

[123]  Felisa M. Córdova,et al.  Reviewing homeostasis of sustainable energy systems: How reactive and predictive homeostasis can enable electric utilities to operate distributed generation as part of their power supply services , 2018 .

[124]  Pedro Rodriguez,et al.  Control of grid-connected power converters based on a virtual admittance control loop , 2013, 2013 15th European Conference on Power Electronics and Applications (EPE).

[125]  Alireza Askarzadeh,et al.  A Memory-Based Genetic Algorithm for Optimization of Power Generation in a Microgrid , 2018, IEEE Transactions on Sustainable Energy.

[126]  S. P. Chowdhury,et al.  Microgrids: Energy management by strategic deployment of DERs—A comprehensive survey , 2011 .

[127]  Kankar Bhattacharya,et al.  Optimal Operation of Residential Energy Hubs in Smart Grids , 2012, IEEE Transactions on Smart Grid.

[128]  Joao P. S. Catalao,et al.  Photovoltaic and wind energy systems monitoring and building/home energy management using ZigBee devices within a smart grid , 2013 .

[129]  J. A. Rodriguez-Mondejar,et al.  The ADDRESS Energy Box: Design and implementation , 2012, 2012 IEEE International Energy Conference and Exhibition (ENERGYCON).

[130]  V. Verma,et al.  Decentralized Master-Slave operation of microgrid using current controlled distributed generation sources , 2012, 2012 IEEE International Conference on Power Electronics, Drives and Energy Systems (PEDES).

[131]  E.F. El-Saadany,et al.  Adaptive Discrete-Time Grid-Voltage Sensorless Interfacing Scheme for Grid-Connected DG-Inverters Based on Neural-Network Identification and Deadbeat Current Regulation , 2008, IEEE Transactions on Power Electronics.

[132]  Santosh Chalise,et al.  Power management of remote microgrids considering battery lifetime , 2016 .

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

[134]  Thillainathan Logenthiran,et al.  Multiagent System for Real-Time Operation of a Microgrid in Real-Time Digital Simulator , 2012, IEEE Transactions on Smart Grid.

[135]  Eneko Unamuno,et al.  Hybrid ac/dc microgrids—Part I: Review and classification of topologies , 2015 .

[136]  Jianhui Wang,et al.  Energy Management Systems in Microgrid Operations , 2012 .

[137]  Mehdi Savaghebi,et al.  Autonomous Voltage Unbalance Compensation in an Islanded Droop-Controlled Microgrid , 2013, IEEE Transactions on Industrial Electronics.

[138]  Francesc Guinjoan,et al.  Low complexity energy management strategy for grid profile smoothing of a residential grid-connected microgrid using generation and demand forecasting , 2017 .

[139]  Il-Yop Chung,et al.  Control parameter optimization for a microgrid system using particle swarm optimization , 2008, 2008 IEEE International Conference on Sustainable Energy Technologies.

[140]  Kankar Bhattacharya,et al.  Integrated energy management system for isolated microgrids , 2016, 2016 Power Systems Computation Conference (PSCC).

[141]  Dong-Joo Kang,et al.  Proposal strategies of key management for data encryption in SCADA network of electric power systems , 2009 .

[142]  Chia-Feng Juang,et al.  Power system load frequency control by genetic fuzzy gain scheduling controller , 2005 .

[143]  Joseba Jimeno,et al.  Architecture of a microgrid energy management system , 2011 .

[144]  H. Falaghi,et al.  Distributed Generation Impacts on Electric Distribution Systems Reliability: Sensitivity Analysis , 2005, EUROCON 2005 - The International Conference on "Computer as a Tool".

[145]  Bin Wang,et al.  The Existed Problems and Possible Solutions of Distributed Generation Microgrid Operation , 2011, 2011 Asia-Pacific Power and Energy Engineering Conference.

[146]  Anurag K. Srivastava,et al.  Controls for microgrids with storage: Review, challenges, and research needs , 2010 .

[147]  Rasoul Azizipanah-Abarghooee,et al.  Optimal sizing of battery energy storage for micro-grid operation management using a new improved bat algorithm , 2014 .

[148]  Peter B. Luh,et al.  EXERGY-BASED OPERATION OPTIMIZATION OF A DISTRIBUTED ENERGY SYSTEM THROUGH THE ENERGY-SUPPLY CHAIN , 2016 .

[149]  Bangyin Liu,et al.  Smart energy management system for optimal microgrid economic operation , 2011 .

[150]  Ambarnath Banerji,et al.  Microgrid: A review , 2013, 2013 IEEE Global Humanitarian Technology Conference: South Asia Satellite (GHTC-SAS).

[151]  Peter B. Luh,et al.  Design optimization of a distributed energy system through cost and exergy assessments , 2017 .

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

[153]  Robert C. Green,et al.  Intrusion Detection System in A Multi-Layer Network Architecture of Smart Grids by Yichi , 2015 .

[154]  Kerui Li,et al.  Model predictive control of parallel distributed generation inverters in smart microgrids , 2016, 2016 IEEE 8th International Power Electronics and Motion Control Conference (IPEMC-ECCE Asia).

[155]  F. C. Schweppe,et al.  Power/energy: Homeostatic control for electric power usage: A new scheme for putting the customer in the control loop would exploit microprocessors to deliver energy more efficiently , 1982, IEEE Spectrum.

[156]  Nadeem Javaid,et al.  A review of wireless communications for smart grid , 2015 .

[157]  Frede Blaabjerg,et al.  Overview of Control and Grid Synchronization for Distributed Power Generation Systems , 2006, IEEE Transactions on Industrial Electronics.

[158]  Athanasios V. Vasilakos,et al.  Enhancing smart grid with microgrids: Challenges and opportunities , 2017 .

[159]  Giovanna Oriti,et al.  Optimized Energy Management System to Reduce Fuel Consumption in Remote Military Microgrids , 2017 .

[160]  Ehab F. El-Saadany,et al.  Multi-agent supervisory control for optimal economic dispatch in DC microgrids , 2016 .

[161]  Aqeel Ahmed Bazmi,et al.  Sustainable energy systems: Role of optimization modeling techniques in power generation and supply—A review , 2011 .

[162]  Mohammad Yusri Hassan,et al.  Review of storage schemes for wind energy systems , 2013 .

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

[164]  Enzo Sauma,et al.  Building sustainable energy systems: Homeostatic control of grid-connected microgrids, as a means to reconcile power supply and energy demand response management , 2014 .

[165]  Wei Li,et al.  Adaptive sliding mode back-stepping pitch angle control of a variable-displacement pump controlled pitch system for wind turbines. , 2015, ISA transactions.

[166]  M. A. Abido,et al.  Energy management in DC microgrid with energy storage and model predictive controlled AC–DC converter , 2017 .

[167]  Jing Wang,et al.  Design of a Generalized Control Algorithm for Parallel Inverters for Smooth Microgrid Transition Operation , 2015, IEEE Transactions on Industrial Electronics.

[168]  Azah Mohamed,et al.  Review of energy storage systems for electric vehicle applications: Issues and challenges , 2017 .

[169]  Yun Wei Li,et al.  Analysis and Mitigation of Resonance Propagation in Grid-Connected and Islanding Microgrids , 2015, IEEE Transactions on Energy Conversion.

[170]  Gang Shen,et al.  The Design and Implementation of Intelligent Microgrid Monitoring System Based on WEB , 2017 .

[171]  Iván Patrao,et al.  Microgrid architectures for low voltage distributed generation , 2015 .

[172]  Victor Sreeram,et al.  A review of coordination strategies and protection schemes for microgrids , 2014 .