Reactive Power Management in Renewable Rich Power Grids: A Review of Grid-Codes, Renewable Generators, Support Devices, Control Strategies and Optimization Algorithms

Power electronic converter (PEC)-interfaced renewable energy generators (REGs) are increasingly being integrated to the power grid. With the high renewable power penetration levels, one of the key power system parameters, namely reactive power, is affected, provoking steady-state voltage and dynamic/transient stability issues. Therefore, it is imperative to maintain and manage adequate reactive power reserve to ensure a stable and reliable power grid. This paper presents a comprehensive literature review on the reactive power management in renewable rich power grids. Reactive power requirements stipulated in different grid codes for REGs are summarized to assess their adequacy for future network requirements. The PEC-interfaced REGs are discussed with a special emphasis on their reactive power compensation capability and control schemes. Along with REGs, conventional reactive power support devices (e.g., capacitor banks) and PEC-interfaced reactive power support devices (e.g., static synchronous compensators) play an indispensable role in the reactive power management of renewable rich power grids, and thus their reactive power control capabilities and limitations are thoroughly reviewed in this paper. Then, various reactive power control strategies are reviewed with a special emphasis on their advantages/disadvantages. Reactive power coordination between support devices and their optimal capacity are vital for an efficient and stable management of the power grid. Accordingly, the prominent reactive power coordination and optimization algorithms are critically examined and discussed in this paper. Finally, the key issues pertinent to the reactive power management in renewable rich power grids are enlisted with some important technical recommendations for the power industry, policymakers, and academic researchers.

[1]  Yung-Ruei Chang,et al.  Simplified Reactive Power Control for Single-Phase Grid-Connected Photovoltaic Inverters , 2014, IEEE Transactions on Industrial Electronics.

[2]  Li Mao-jun Reactive Power Optimization in Area Power Grid Based on Improved Tabu Search Algorithm , 2008 .

[3]  Hui Li,et al.  A Cascaded Photovoltaic System Integrating Segmented Energy Storages With Self-Regulating Power Allocation Control and Wide Range Reactive Power Compensation , 2011, IEEE Transactions on Power Electronics.

[4]  I. Erlich,et al.  Grid code requirements concerning connection and operation of wind turbines in Germany , 2005, IEEE Power Engineering Society General Meeting, 2005.

[5]  Karim Abbaszadeh,et al.  Input-output linearization of wind energy system based on PMSG for direct active and reactive power control via sliding mode approach , 2014, 2014 International Conference and Utility Exhibition on Green Energy for Sustainable Development (ICUE).

[6]  Shuhui Li,et al.  Optimal and Direct-Current Vector Control of Direct-Driven PMSG Wind Turbines , 2012, IEEE Transactions on Power Electronics.

[7]  Muhidin Lelic,et al.  Current trends on applications of PMUs in distribution systems , 2013, 2013 IEEE PES Innovative Smart Grid Technologies Conference (ISGT).

[8]  Mircea Eremia,et al.  Reactive power optimization based on genetic algorithm with new technique of mutation , 2014, 2014 International Symposium on Fundamentals of Electrical Engineering (ISFEE).

[9]  Oliver Kramer,et al.  Genetic Algorithm Essentials , 2017, Studies in Computational Intelligence.

[10]  Saad Mekhilef,et al.  Current Controllers of Active Power Filter for Power Quality Improvement: A Technical Analysis , 2015 .

[11]  David G. Dorrell,et al.  Model-predictive control of grid-connected inverters for PV systems with flexible power regulation and switching frequency reduction , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[12]  L. Hofmann,et al.  Optimal power flow comprising congestions and voltage management by global quadratic optimization of active and reactive power , 2016, 2016 IEEE International Conference on Power System Technology (POWERCON).

[13]  S. X. Chen,et al.  A Centralized Reactive Power Compensation System for LV Distribution Networks , 2015, IEEE Transactions on Power Systems.

[14]  Niladri Chakraborty,et al.  Parametric variation based simulated annealing for reactive power dispatch , 2013 .

[15]  Ke Meng,et al.  Variable Droop Voltage Control For Wind Farm , 2018, IEEE Transactions on Sustainable Energy.

[16]  Marco Liserre,et al.  Reactive Power Flow Control for PV Inverters Voltage Support in LV Distribution Networks , 2017, IEEE Transactions on Smart Grid.

[17]  Hina Chandwani,et al.  Single phase transformerless photovoltaic inverter with reactive power control , 2016, 2016 IEEE 1st International Conference on Power Electronics, Intelligent Control and Energy Systems (ICPEICES).

[18]  C. Nagamani,et al.  Enhanced decoupled power control of wind turbine driven DFIG using DVR under unbalanced grid voltage , 2012, 2012 International Conference on Advances in Power Conversion and Energy Technologies (APCET).

[19]  Mariesa L. Crow,et al.  An Integrated Active Power Filter–Ultracapacitor Design to Provide Intermittency Smoothing and Reactive Power Support to the Distribution Grid , 2014, IEEE Transactions on Sustainable Energy.

[20]  M. E. Baran,et al.  Optimal capacitor placement on radial distribution systems , 1989 .

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

[22]  Bin Wu,et al.  Predictive Control of a Three-Level Boost Converter and an NPC Inverter for High-Power PMSG-Based Medium Voltage Wind Energy Conversion Systems , 2014, IEEE Transactions on Power Electronics.

[23]  Y.-T. Hsiao,et al.  Hybrid expert system and simulated annealing approach to optimal reactive power planning , 1995 .

[24]  Bin Wu,et al.  Model-Predictive Control of Grid-Tied Four-Level Diode-Clamped Inverters for High-Power Wind Energy Conversion Systems , 2014, IEEE Transactions on Power Electronics.

[25]  I. Erlich,et al.  Reactive Power Management in Offshore Wind Farms by Adaptive PSO , 2007, 2007 International Conference on Intelligent Systems Applications to Power Systems.

[26]  Josep Bordonau,et al.  Model Predictive Current Control of Grid-Connected Neutral-Point-Clamped Converters to Meet Low-Voltage Ride-Through Requirements , 2015, IEEE Transactions on Industrial Electronics.

[27]  Kit Po Wong,et al.  A Comprehensive LVRT Control Strategy for DFIG Wind Turbines With Enhanced Reactive Power Support , 2013, IEEE Transactions on Power Systems.

[28]  Florin Iov,et al.  Design and Tuning of Wind Power Plant Voltage Controller with Embedded Application of Wind Turbines and STATCOMs , 2017 .

[29]  Lasantha Gunaruwan Meegahapola,et al.  Optimal allocation of distributed reactive power resources under network constraints for system loss minimization , 2011, 2011 IEEE Power and Energy Society General Meeting.

[30]  Zheng Huang,et al.  Reactive power adequacy assessment of composite power system based on interior point method and genetic algorithm , 2016, 2016 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS).

[31]  Wei Shi,et al.  Decentralized Dynamic Optimization for Power Network Voltage Control , 2016, IEEE Transactions on Signal and Information Processing over Networks.

[32]  Wei Liu,et al.  Power system reactive power optimization based on improved PSO , 2010, 2010 8th World Congress on Intelligent Control and Automation.

[33]  Michael Chertkov,et al.  Options for Control of Reactive Power by Distributed Photovoltaic Generators , 2010, Proceedings of the IEEE.

[34]  Jun Dong,et al.  Robust sliding-mode control of wind energy conversion systems for optimal power extraction via nonlinear perturbation observers , 2018 .

[35]  Zhao Zhengming,et al.  A Single-Stage Three-Phase Grid-Connected Photovoltaic System With Modified MPPT Method and Reactive Power Compensation , 2007, IEEE Transactions on Energy Conversion.

[36]  Heng-Yi Su,et al.  An Adaptive PMU-Based Secondary Voltage Control Scheme , 2013, IEEE Transactions on Smart Grid.

[37]  Obed Enrique Ochoa Robles,et al.  Reactive Power Compensation in a Photovoltaic Grid Tie System, Using a Single-Phase Bidirectional High Frequency link Converter , 2016, IEEE Latin America Transactions.

[38]  Haibo He,et al.  Reactive power control of grid-connected wind farm based on adaptive dynamic programming , 2014, Neurocomputing.

[39]  Tahar Bahi,et al.  Reactive power compensation control for three phase grid-connected photovoltaic generator , 2015 .

[40]  Christian Kirches,et al.  Mixed-integer nonlinear optimization*† , 2013, Acta Numerica.

[41]  F.W. Fuchs,et al.  High voltage ride through with FACTS for DFIG based wind turbines , 2009, 2009 13th European Conference on Power Electronics and Applications.

[42]  Loi Lei Lai,et al.  Application of evolutionary programming to reactive power planning-comparison with nonlinear programming approach , 1997 .

[43]  Duc Truong Pham,et al.  Intelligent Optimisation Techniques: Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks , 2011 .

[44]  Laura M. Ramirez-Elizondo,et al.  A novel approach for energy harvesting in grid-connected PV system used as a DG , 2017, 2017 IEEE Manchester PowerTech.

[45]  Hui Li,et al.  Reactive Power Compensation and Optimization Strategy for Grid-Interactive Cascaded Photovoltaic Systems , 2015, IEEE Transactions on Power Electronics.

[46]  Aoife Foley,et al.  Renewable energy technology developments, trends and policy implications that can underpin the drive for global climate change , 2017 .

[47]  Bo Li,et al.  Based on Particle Swarm Optimization and Simulated Annealing Combined Algorithm for Reactive Power Optimization , 2009, 2009 Asia-Pacific Power and Energy Engineering Conference.

[48]  T. Ahmed-Ali,et al.  Second-Order Sliding Mode Control of a Doubly Fed Induction Generator Driven Wind Turbine , 2012, IEEE Transactions on Energy Conversion.

[49]  J.G. Vlachogiannis,et al.  Quantum-Inspired Evolutionary Algorithm for Real and Reactive Power Dispatch , 2008, IEEE Transactions on Power Systems.

[50]  K. Xiao Nonlinear Model Predictive Control for DFIG-based Wind Power Generation , 2013 .

[51]  Y. Malachi,et al.  A genetic algorithm for the corrective control of voltage and reactive power , 2006, IEEE Transactions on Power Systems.

[52]  Yang Guang Application of catastrophic adaptive genetic algorithm to reactive power optimization in power system with wind farm , 2012 .

[53]  Geraldo Caixeta Guimarães,et al.  Photovoltaic solar system connected to the electric power grid operating as active power generator and reactive power compensator , 2010 .

[54]  Sanjib Ganguly,et al.  Multi-Objective Planning for Reactive Power Compensation of Radial Distribution Networks With Unified Power Quality Conditioner Allocation Using Particle Swarm Optimization , 2014, IEEE Transactions on Power Systems.

[55]  Olimpo Anaya-Lara,et al.  Reactive power control of DFIG wind turbines for power oscillation damping under a wide range of operating conditions , 2016 .

[56]  Kwang Y. Lee,et al.  Optimal reactive power planning using evolutionary algorithms: a comparative study for evolutionary programming, evolutionary strategy, genetic algorithm, and linear programming , 1998 .

[57]  Po-Tai Cheng,et al.  A new droop control method for the autonomous operation of distributed energy resource interface converters , 2010 .

[58]  Jiabing Hu,et al.  Sliding-mode-based direct power control of grid-connected voltage-sourced inverters under unbalanced network conditions , 2011 .

[59]  Mohammad Abdul Mannan,et al.  A new fuzzy logic based control strategy for variable speed wind generator to enhance the transient stability of fixed speed wind generator , 2017, 2017 IEEE Manchester PowerTech.

[60]  Peter W. Sauer,et al.  Reactive Power and Voltage Control Issues in Electric Power Systems , 2005 .

[61]  Mingjian Cui,et al.  Comprehensive Reactive Power Support of DFIG Adapted to Different Depth of Voltage Sags , 2017 .

[62]  Shanshan Liu,et al.  Dynamic optimization based reactive power planning to mitigate slow voltage recovery and short term voltage instability , 2014 .

[63]  Abdul Basit,et al.  A Review of Grid Requirements for Wind Farm in Denmark and China , 2012 .

[64]  Damian Flynn,et al.  Multi-objective reactive power support from wind farms for network performance enhancement , 2013 .

[65]  Hiroyuki Mori,et al.  New parallel tabu search for voltage and reactive power control in power systems , 1998, ISCAS '98. Proceedings of the 1998 IEEE International Symposium on Circuits and Systems (Cat. No.98CH36187).

[66]  Laszlo Gyugyi,et al.  Understanding FACTS: Concepts and Technology of Flexible AC Transmission Systems , 1999 .

[67]  K. Nara,et al.  A reactive power resource planning method by tabu search in competitive markets , 2000, PowerCon 2000. 2000 International Conference on Power System Technology. Proceedings (Cat. No.00EX409).

[68]  Hongxin Li,et al.  Multi-objective extended reactive power optimization in distribution network with photovoltaic-storage systems , 2016, 2016 IEEE International Conference on Power System Technology (POWERCON).

[69]  Jubaer Ahmed,et al.  The application of soft computing methods for MPPT of PV system: A technological and status review , 2013 .

[70]  Alejandro Garces,et al.  Robust optimal power flow in distribution systems with high penetration of wind energy using a model-based evolutionary strategy , 2014, 2014 IEEE PES Transmission & Distribution Conference and Exposition - Latin America (PES T&D-LA).

[71]  Steffen Rebennack,et al.  An introduction to optimal power flow: Theory, formulation, and examples , 2016 .

[72]  T. Ahmed-Ali,et al.  High-order sliding mode control of a DFIG-based Wind Turbine for power maximization and grid fault tolerance , 2009, 2009 IEEE International Electric Machines and Drives Conference.

[73]  Stavros A. Papathanassiou,et al.  Modeling of a PV system with grid code compatibility , 2014 .

[74]  Uma Govindarajan,et al.  Active and reactive power regulation in grid connected wind energy systems with permanent magnet synchronous generator and matrix converter , 2014 .

[75]  N. Mohan,et al.  A novel robust low voltage and fault ride through for wind turbine application operating in weak grids , 2005, 31st Annual Conference of IEEE Industrial Electronics Society, 2005. IECON 2005..

[76]  Thomas J. Overbye,et al.  Effects of load modelling on analysis of power system voltage stability , 1994 .

[77]  Birgitte Bak-Jensen,et al.  Conceptual survey of Generators and Power Electronics for Wind Turbines , 2001 .

[78]  El Madjid Berkouk,et al.  Advanced control system of DFIG based wind generators for reactive power production and integration in a wind farm dispatching , 2015 .

[79]  Cong Zhang,et al.  Solution of reactive power optimisation including interval uncertainty using genetic algorithm , 2017 .

[80]  Daniel A. Ashlock,et al.  Evolutionary computation for modeling and optimization , 2005 .

[81]  Frede Blaabjerg,et al.  Aalborg Universitet Modern control strategies of doubly-fed induction generator based wind turbine system , 2016 .

[82]  Abderrazak Ouali,et al.  A fuzzy logic supervisor for active and reactive power control of a fixed speed wind energy conversion system , 2008 .

[83]  M. E. Hamedani Golshan,et al.  Distributed generation, reactive sources and network-configuration planning for power and energy-loss reduction , 2006 .

[84]  F. Valenciaga,et al.  Multiple-input–multiple-output high-order sliding mode control for a permanent magnet synchronous generator wind-based system with grid support capabilities , 2015 .

[85]  G. Zweigle,et al.  Synchrophasor-based power system protection and control applications , 2010, 2010 63rd Annual Conference for Protective Relay Engineers.

[86]  Q. Henry Wu,et al.  Application of evolutionary programming to optimal reactive power dispatch , 1994, Proceedings of the First IEEE Conference on Evolutionary Computation. IEEE World Congress on Computational Intelligence.

[87]  T Senjyu,et al.  A Coordinated Control Method to Smooth Wind Power Fluctuations of a PMSG-Based WECS , 2011, IEEE Transactions on Energy Conversion.

[88]  R. M. M. Pereira,et al.  Comparative study of STATCOM and SVC performance on Dynamic Voltage Collapse of an Electric Power System with Wind Generation , 2014, IEEE Latin America Transactions.

[89]  Li Kong,et al.  Research on Coordinated Control Strategy for Improving the Frequency and Voltage Quality of Power System Based on Adaptive Fuzzy Control Using Wind Power and Energy Storage , 2017, 2017 IEEE International Conference on Energy Internet (ICEI).

[90]  Haritza Camblong,et al.  Connection requirements for wind farms : A survey on technical requierements and regulation , 2007 .

[91]  Eduardo de la Torre Arnanz,et al.  FPGAs: Fundamentals, Advanced Features, and Applications in Industrial Electronics , 2017 .

[92]  M. Farsadi,et al.  Photovoltaic based DVR for improving the operation of wind farm , 2011, 2011 7th International Conference on Electrical and Electronics Engineering (ELECO).

[93]  H. Yoshida,et al.  A particle swarm optimization for reactive power and voltage control considering voltage security assessment , 1999, 2001 IEEE Power Engineering Society Winter Meeting. Conference Proceedings (Cat. No.01CH37194).

[94]  Vigna K. Ramachandaramurthy,et al.  Improved Fault Ride Through Capability in DFIG Based Wind Turbines Using Dynamic Voltage Restorer With Combined Feed-Forward and Feed-Back Control , 2017, IEEE Access.

[95]  Jia Lei,et al.  Solution of interval reactive power optimization using genetic algorithm , 2016, 2016 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC).

[96]  I. Erlich,et al.  Advanced grid requirements for the integration of wind turbines into the German transmission system , 2006, 2006 IEEE Power Engineering Society General Meeting.

[97]  Tae-Jin Kim,et al.  A simple reactive power control strategy for grid-connected inverter based PMSG wind energy system , 2011, 8th International Conference on Power Electronics - ECCE Asia.

[98]  Morten Hovd,et al.  Indirect Finite Control Set Model Predictive Control of Modular Multilevel Converters , 2015, IEEE Transactions on Smart Grid.

[99]  Nagendra Kumar Swarnkar,et al.  Reactive power loadability based optimal placement of wind and solar DG in distribution network , 2016, 2016 IEEE 7th Power India International Conference (PIICON).

[100]  C. Jiang,et al.  Improved evolutionary programming with dynamic mutation and metropolis criteria for multi-objective reactive power optimisation , 2005 .

[101]  Damian Flynn,et al.  Decoupled-DFIG Fault Ride-Through Strategy for Enhanced Stability Performance During Grid Faults , 2010, IEEE Transactions on Sustainable Energy.

[102]  Georgios Tsengenes,et al.  Investigation of the behavior of a three phase grid-connected photovoltaic system to control active , 2011 .

[103]  Nilesh K. Patel,et al.  Reactive power optimization using Genetic Algorithm , 2013, 2013 Nirma University International Conference on Engineering (NUiCONE).

[104]  Hemanshu R. Pota,et al.  Improved low-voltage-ride-through capability of fixed-speed wind turbines using decentralised control of STATCOM with energy storage system , 2012 .

[105]  Mukhtiar Singh,et al.  Grid synchronisation with harmonics and reactive power compensation capability of a permanent magnet synchronous generator-based variable speed wind energy conversion system , 2011 .

[106]  C. W. Taylor,et al.  Standard load models for power flow and dynamic performance simulation , 1995 .

[107]  D.C. Martins,et al.  Three-phase grid-connected photovoltaic system with active and reactive power control using dq0 transformation , 2008, 2008 IEEE Power Electronics Specialists Conference.

[108]  Asit Mohanty,et al.  An adaptive Fuzzy sliding mode controller for reactive power & transient stability management , 2016, 2016 IEEE Region 10 Conference (TENCON).

[109]  Yih-Der Lee,et al.  Ancillary voltage control for a distribution feeder by using energy storage system in microgrid , 2016, 2016 IEEE 7th International Symposium on Power Electronics for Distributed Generation Systems (PEDG).

[110]  Kenji Iba Reactive power optimization by genetic algorithm , 1993 .

[111]  Istvan Erlich,et al.  Reactive Power Capability of Wind Turbines Based on Doubly Fed Induction Generators , 2011, IEEE Transactions on Energy Conversion.

[112]  Asit Mohanty,et al.  Modeling and optimization of remote solar - Wind hybrid station for stability & reactive power management , 2015, 2015 International Conference on Man and Machine Interfacing (MAMI).

[113]  Jose Roberto Sanches Mantovani,et al.  A heuristic method for reactive power planning , 1996 .

[114]  M. E. Baran,et al.  Optimal sizing of capacitors placed on a radial distribution system , 1989 .

[115]  Li Zhihuan,et al.  Non-dominated sorting genetic algorithm-II for robust multi-objective optimal reactive power dispatch , 2010 .

[116]  Bu-Ali Sina,et al.  A New Method to Control Dynamic Stability of Power System through Wave Variables and Signal Prediction via Internet , 2009 .

[117]  S. M. Muyeen,et al.  A Combined Approach of Using an SDBR and a STATCOM to Enhance the Stability of a Wind Farm , 2015, IEEE Systems Journal.

[118]  Bin Wu,et al.  A Novel Reactive Power Control Scheme for CSC Based PMSG Wind Energy System , 2008, 2008 IEEE Industry Applications Society Annual Meeting.

[119]  Stavros A. Papathanassiou,et al.  A review of grid code technical requirements for wind farms , 2009 .

[120]  Saeid Esmaeili,et al.  Decentralized reactive power control of distributed PV and wind power generation units using an optimized fuzzy-based method , 2017 .

[121]  Lingfeng Wang,et al.  Robust Coordinated Optimization of Active and Reactive Power in Active Distribution Systems , 2018, IEEE Transactions on Smart Grid.

[122]  Bin Wu,et al.  A New Power Conversion System for Megawatt PMSG Wind Turbines Using Four-Level Converters and a Simple Control Scheme Based on Two-Step Model Predictive Strategy—Part II: Simulation and Experimental Analysis , 2014, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[123]  Moncef Gabbouj,et al.  Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition , 2013, Adaptation, learning, and optimization.

[124]  R.C. Bansal,et al.  Reactive power control of autonomous wind-diesel hybrid power systems using ANN , 2007, 2007 International Power Engineering Conference (IPEC 2007).

[125]  Xianzhong Duan,et al.  Comparison and improvement of evolutionary programming techniques for power system optimal reactive power flow , 2006 .

[126]  Paul Puleston,et al.  Active and Reactive Power Control for Wind Turbine Based on a MIMO 2-Sliding Mode Algorithm With Variable Gains , 2013, IEEE Transactions on Energy Conversion.

[127]  Bhim Singh,et al.  Load Leveling and Voltage Control of Permanent Magnet Synchronous Generator-Based DG Set for Standalone Supply System , 2014, IEEE Transactions on Industrial Informatics.

[128]  Huajun Yu,et al.  A multi-function grid-connected PV system with reactive power compensation for the grid , 2005 .

[129]  Francesco Grimaccia,et al.  Improving LVRT characteristics in variable-speed wind power generation by means of fuzzy logic , 2014, 2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE).

[130]  Wanxing Sheng,et al.  Research on Reactive Power Optimization based on Adaptive Genetic Simulated Annealing Algorithm , 2006, 2006 International Conference on Power System Technology.

[131]  Muhammad Murtadha Othman,et al.  Operating generator selection applied for reactive power dispatched using evolutionary programming technique , 2013, 2013 IEEE 7th International Power Engineering and Optimization Conference (PEOCO).

[132]  Zou Yiqin Optimal Reactive Power Planning Based on Improved Tabu Search Algorithm , 2010, 2010 International Conference on Electrical and Control Engineering.

[133]  Joe H. Chow,et al.  Power System Dynamics and Stability: With Synchrophasor Measurement and Power System Toolbox 2e: With Synchrophasor Measurement and Power System Toolbox , 2017 .

[134]  Sami Repo,et al.  Coordinated Voltage Control in Distribution Networks Including Several Distributed Energy Resources , 2014, IEEE Transactions on Smart Grid.

[135]  Sairaj V. Dhople,et al.  Scalable Optimization Methods for Distribution Networks With High PV Integration , 2016, IEEE Transactions on Smart Grid.

[136]  Peiyuan Chen,et al.  On Coordinated Control of OLTC and Reactive Power Compensation for Voltage Regulation in Distribution Systems With Wind Power , 2016, IEEE Transactions on Power Systems.

[137]  Jaydev Sharma,et al.  Coordination Between OLTC and SVC for Voltage Regulation in Unbalanced Distribution System Distributed Generation , 2014, IEEE Transactions on Power Systems.

[138]  Marko Delimar,et al.  Control variable selection for the corrective control of voltages and reactive power flows , 2016, 2016 51st International Universities Power Engineering Conference (UPEC).

[139]  Indrajit N. Trivedi,et al.  A Passing Vehicle Search algorithm for solution of Optimal Power flow problems , 2017, 2017 Third International Conference on Advances in Electrical, Electronics, Information, Communication and Bio-Informatics (AEEICB).

[140]  Antonio M. N. Lima,et al.  A new centralized active and reactive power control strategy for voltage regulation in power distribution networks with high penetration of photovoltaic generation , 2016, 2016 17th International Conference on Harmonics and Quality of Power (ICHQP).

[141]  R. Sadnan,et al.  Fast real and reactive power flow control of grid-tie Photovoltaic inverter , 2016, 2016 9th International Conference on Electrical and Computer Engineering (ICECE).

[142]  Hui Li,et al.  Decoupled Active and Reactive Power Control for Large-Scale Grid-Connected Photovoltaic Systems Using Cascaded Modular Multilevel Converters , 2015, IEEE Transactions on Power Electronics.

[143]  Yan Xu,et al.  A Multi-Objective Volt-Var Control Strategy for Distribution Networks with High PV Penetration , 2015 .

[144]  M. Itsaso Martinez,et al.  Sliding-Mode Control for DFIG Rotor- and Grid-Side Converters Under Unbalanced and Harmonically Distorted Grid Voltage , 2012, IEEE Transactions on Energy Conversion.

[145]  R. S. Ramshaw,et al.  Optimal Reactive Power Allocation , 1987, IEEE Transactions on Power Systems.

[146]  M. Farsadi,et al.  DVR with fuzzy logic controller and photovoltaic for improving the operation of wind farm , 2013, 2013 8th International Conference on Electrical and Electronics Engineering (ELECO).

[147]  Zeljko Hederic,et al.  Multi objective optimization of energy production of distributed generation in distribution feeder , 2014, 2014 IEEE International Energy Conference (ENERGYCON).

[148]  Gerard Ledwich,et al.  Coordinated Control of Grid-Connected Photovoltaic Reactive Power and Battery Energy Storage Systems to Improve the Voltage Profile of a Residential Distribution Feeder , 2014, IEEE Transactions on Industrial Informatics.

[149]  M. Steurer,et al.  Applying a STATCOM for stability improvement to an existing wind farm with fixed-speed induction generators , 2008, 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century.

[150]  Poul Ejnar Sørensen,et al.  Reactive power capability of a wind turbine with doubly fed induction generator , 2007 .

[151]  Hemanshu R. Pota,et al.  Robust Control for Grid Voltage Stability: High Penetration of Renewable Energy: Interfacing Conventional and Renewable Power Generation Resources , 2014 .

[152]  Bjarte Hoff,et al.  ANN based reactive power control of an autonomous wind-diesel hybrid power plant using PMIG and SG , 2014, 2014 POWER AND ENERGY SYSTEMS: TOWARDS SUSTAINABLE ENERGY.

[153]  Wei Tzen Yang,et al.  Design of a static reactive power compensator using fuzzy sliding mode control , 1996 .

[154]  Hamed Ahmadi,et al.  A Framework for Volt-VAR Optimization in Distribution Systems , 2015, IEEE Transactions on Smart Grid.

[155]  A. Padilha-Feltrin,et al.  Comparison of reactive power support in distribution networks provided by Capacitor Banks and distributed generators , 2011, 2011 IEEE Power and Energy Society General Meeting.

[156]  Tek Tjing Lie,et al.  An optimal reactive power dispatch (ORPD) for voltage security using particle swarm optimization (PSO) in graph theory , 2016, 2016 IEEE International Conference on Sustainable Energy Technologies (ICSET).

[157]  Jiabing Hu,et al.  Direct Active and Reactive Power Regulation of Grid-Connected DC/AC Converters Using Sliding Mode Control Approach , 2011, IEEE Transactions on Power Electronics.

[158]  Vivek Nandan Lal,et al.  Modified particle swarm optimisation-based maximum power point tracking controller for single-stage utility-scale photovoltaic system with reactive power injection capability , 2016 .

[159]  Fang Liu,et al.  A hybrid genetic algorithm-interior point method for optimal reactive power flow , 2006, IEEE Transactions on Power Systems.

[160]  Y. L. Chen,et al.  Multi-objective VAr planning for large-scale power systems using projection-based two-layer simulated annealing algorithms , 2004 .

[161]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[162]  Felix F. Wu,et al.  Efficient integer optimization algorithms for optimal coordination of capacitors and regulators , 1990 .

[163]  Loi Lei Lai,et al.  Evolutionary programming approach to reactive power planning , 1996 .

[164]  Eduard Muljadi,et al.  Synchrophasor based auxiliary controller to enhance power system transient voltage stability in a high penetration renewable energy scenario , 2014, 2014 IEEE Symposium on Power Electronics and Machines for Wind and Water Applications.

[165]  Q. H. Wu,et al.  Power system optimal reactive power dispatch using evolutionary programming , 1995 .

[166]  Tukaram Moger,et al.  Fuzzy logic approach for reactive power coordination in grid connected wind farms to improve steady state voltage stability , 2017 .

[167]  Jian Li,et al.  Current-Mode Control: Modeling and its Digital Application , 2009 .

[168]  Lasantha Meegahapola,et al.  Capability constraints to mitigate voltage fluctuations from DFIG wind farms when delivering ancillary services to the network , 2014 .

[169]  Dong-mei Zhao,et al.  Reactive power optimization based on an improved quantum discrete PSO algorithm , 2010, 2010 5th International Conference on Critical Infrastructure (CRIS).

[170]  J. Yadagiri,et al.  Reactive power optimization using repeated genetic algorithm and data prediction , 2013, 2013 15th International Conference on Advanced Computing Technologies (ICACT).

[171]  Kwang Y. Lee,et al.  Optimization method for reactive power planning by using a modified simple genetic algorithm , 1995 .

[172]  Hyunsu Bae,et al.  Design of Peak and Charge Current-mode Control for Parallel Module Solar Array Regulator System , 2006 .

[173]  Debaprasad Kastha,et al.  Maximum Active and Reactive Power Capability of a Matrix Converter-Fed DFIG-Based Wind Energy Conversion System , 2017, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[174]  Adel Mellit,et al.  New neural network and fuzzy logic controllers to monitor maximum power for wind energy conversion system , 2016 .

[175]  Rabih A. Jabr,et al.  Linear Decision Rules for Control of Reactive Power by Distributed Photovoltaic Generators , 2018, IEEE Transactions on Power Systems.

[176]  Manoj Gupta,et al.  Modeling and simulation of SVC for reactive power control in high penetration wind power system , 2015, 2015 Annual IEEE India Conference (INDICON).

[177]  Lasantha Meegahapola,et al.  Distributed Solar-PV Generation: Impact on Voltage Control and Stability , 2017 .

[178]  Yuchao Liu,et al.  Reactive power coordinated control strategy based on PSO for wind farms cluster , 2016, 2016 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC).

[179]  Martin Braun,et al.  Parallel Operation of Transformers With on Load Tap Changer and Photovoltaic Systems With Reactive Power Control , 2018, IEEE Transactions on Smart Grid.

[180]  E. Olias,et al.  Digital power factor control and reactive power regulation for grid-connected photovoltaic inverter , 2009 .

[181]  Constantinos Sourkounis,et al.  Grid Code Requirements for Wind Power Integration in Europe , 2013 .

[182]  David G. Dorrell,et al.  Multi-Objective Model-Predictive Control for High-Power Converters , 2013, IEEE Transactions on Energy Conversion.

[183]  Sarath Perera,et al.  Enhanced reactive power support of a PMSG based wind turbine for a Remote Area Power system , 2010, 2010 20th Australasian Universities Power Engineering Conference.

[184]  R. Teodorescu,et al.  Overview of recent Grid Codes for PV power integration , 2012, 2012 13th International Conference on Optimization of Electrical and Electronic Equipment (OPTIM).

[185]  E. Vittal,et al.  Voltage security constrained reactive power optimization incorporating wind generation , 2012, 2012 IEEE International Conference on Power System Technology (POWERCON).

[186]  Tianhao Tang,et al.  A parallel control strategy for the cascaded multi-level inverters in the distributed generation system , 2017, 2017 36th Chinese Control Conference (CCC).

[187]  Staffan Norrga,et al.  Grid integration aspects of large solar PV installations: LVRT capability and reactive power/voltage support requirements , 2011, 2011 IEEE Trondheim PowerTech.

[188]  Bindeshwar Singh,et al.  Prevention of Voltage Instability by Using FACTS Controllers in Power Systems : A Literature Survey , 2010 .

[189]  Xingying Chen,et al.  A hybrid algorithm of ordinal optimization and Tabu Search for reactive power optimization in distribution system , 2008, 2008 Third International Conference on Electric Utility Deregulation and Restructuring and Power Technologies.

[190]  Liuchen Chang,et al.  Reactive Power Control of Permanent-Magnet Synchronous Wind Generator With Matrix Converter , 2013, IEEE Transactions on Power Delivery.

[191]  Devarajan Nanjundappan,et al.  Enhancement of transient stability of distribution system with SCIG and DFIG based wind farms using STATCOM , 2016 .

[192]  Jason Brownlee,et al.  Clever Algorithms: Nature-Inspired Programming Recipes , 2012 .

[193]  F. Blaabjerg,et al.  Adaptive Reactive Power Control of PV Power Plants for Improved Power Transfer Capability Under Ultra-Weak Grid Conditions , 2017, IEEE Transactions on Smart Grid.

[194]  M. J. Hossain,et al.  Excitation control for large disturbances in power systems with dynamic loads , 2009, 2009 IEEE Power & Energy Society General Meeting.

[195]  Han Zhang,et al.  Reactive power control of an isolated wind-diesel hybrid power system based on SVC by using sliding mode control , 2016, CCC 2016.

[196]  R. Yokoyama,et al.  Coordinated allocation and control of voltage regulators based on reactive tabu search , 2005, 2005 IEEE Russia Power Tech.

[197]  Mugdha Bhandari,et al.  Genetic algorithm based optimal allocation of SVC for reactive power minimization in power systems , 2015, 2015 International Conference on Industrial Instrumentation and Control (ICIC).

[198]  Lei Shang,et al.  Sliding-Mode-Based Direct Power Control of Grid-Connected Wind-Turbine-Driven Doubly Fed Induction Generators Under Unbalanced Grid Voltage Conditions , 2012, IEEE Transactions on Energy Conversion.

[199]  M. B. Bana Sharifian,et al.  Single-Stage Grid Connected Photovoltaic System with Reactive Power Control and Adaptive Predictive Current Controller , 2009 .

[200]  Tek Tjing Lie,et al.  Stability enhancement of a power system with wind generation using ANN based STATCOM , 2015 .

[201]  Manoj Gupta,et al.  Effect on static and dynamic reactive power in high penetration wind power system with altering SVC location , 2016, 2016 IEEE 6th International Conference on Power Systems (ICPS).

[202]  Heng Nian,et al.  Direct Active and Reactive Power Regulation of DFIG Using Sliding-Mode Control Approach , 2010, IEEE Transactions on Energy Conversion.

[203]  Cong Zhang,et al.  Reactive power optimisation considering wind farms based on an optimal scenario method , 2016 .

[204]  Nicholas A. Vovos,et al.  A Genetic Algorithm-Based Low Voltage Ride-Through Control Strategy for Grid Connected Doubly Fed Induction Wind Generators , 2014, IEEE Transactions on Power Systems.

[205]  Frede Blaabjerg,et al.  Reactive power injection strategies for single-phase photovoltaic systems considering grid requirements , 2014, 2014 IEEE Applied Power Electronics Conference and Exposition - APEC 2014.

[206]  Zhao Dongmei,et al.  Reactive power optimization by genetic algorithm integrated with reduced gradient method , 2014, 2014 IEEE Workshop on Advanced Research and Technology in Industry Applications (WARTIA).

[207]  Liu Wen-zhou,et al.  Reactive power optimization of distribution network based on GA with simulated annealing selection , 2011, 2011 6th International Conference on Computer Science & Education (ICCSE).

[208]  Meera Viswavandya,et al.  Intelligent Voltage and Reactive Power Management in a Standalone PV Based Microgrid , 2015 .

[209]  Lasantha Meegahapola,et al.  Characterisation of large disturbance rotor angle and voltage stability in interconnected power networks with distributed wind generation , 2015 .

[210]  Maojun Li,et al.  Optimal Reactive Power Planning Based on Simulated Annealing Particle Swarm Algorithm Considering Static Voltage Stability , 2008, 2008 International Conference on Intelligent Computation Technology and Automation (ICICTA).

[211]  P. Rodriguez,et al.  Local Reactive Power Control Methods for Overvoltage Prevention of Distributed Solar Inverters in Low-Voltage Grids , 2011, IEEE Journal of Photovoltaics.

[212]  Sydulu Maheswarapu,et al.  A Music Based Harmony Search (MBHS) approach to Optimal Power Flow with reactive power loss optimization , 2010, 2010 IEEE International Conference on Power and Energy.

[213]  S. F. Pinto,et al.  Linear and Sliding-Mode Control Design for Matrix Converter-Based Unified Power Flow Controllers , 2014, IEEE Transactions on Power Electronics.

[214]  Zhou Yu-sheng,et al.  Study on low-voltage ride through capability of the offshore wind power integration based on super-capacitor energy storage , 2016, 2016 China International Conference on Electricity Distribution (CICED).

[215]  Jia Zhang,et al.  A novel reactive power control strategy in virtual flux droop control , 2017, 2017 18th International Symposium on Electromagnetic Fields in Mechatronics, Electrical and Electronic Engineering (ISEF) Book of Abstracts.

[216]  A. Jayalaxmi,et al.  Improving voltage stability by optimal reactive power dispatch based on genetic algorithm and linear programming technique , 2016, 2016 International Conference on Electrical, Electronics, and Optimization Techniques (ICEEOT).

[217]  Almoataz Y. Abdelaziz,et al.  Reactive power control for voltage stability of standalone hybrid wind–diesel power system based on functional model predictive control , 2014 .

[218]  B. Fox,et al.  Voltage and power quality improvement strategy for a DFIG wind farm during variable wind conditions , 2010, 2010 Modern Electric Power Systems.

[219]  Xianzhong Duan,et al.  Hybrid algorithm of differential evolution and evolutionary programming for optimal reactive power flow , 2010 .

[220]  Ashwani Kumar,et al.  Reactive power control in decentralized hybrid power system with STATCOM using GA, ANN and ANFIS methods , 2016 .

[221]  Zhe Chen,et al.  Virtual Damping Flux-Based LVRT Control for DFIG-Based Wind Turbine , 2015, IEEE Transactions on Energy Conversion.

[222]  Türkay Dereli,et al.  Industrial applications of type-2 fuzzy sets and systems: A concise review , 2011, Comput. Ind..

[223]  Fred W. Glover,et al.  Future paths for integer programming and links to artificial intelligence , 1986, Comput. Oper. Res..

[224]  Atsushi Kato,et al.  Voltage / Reactive Power Control Optimization with Economy and Security using Tabu Search , 2007, 2007 IEEE 22nd International Symposium on Intelligent Control.

[225]  Meera Viswavandya,et al.  Reactive Power Compensation in a Stand-alone Wind-diesel-tidal Hybrid System by a Fuzzy Logic Based UPFC , 2015 .

[226]  Abderrazak Ouali,et al.  A fuzzy logic supervisor for active and reactive power control of a variable speed wind energy conversion system associated to a flywheel storage system , 2009 .

[227]  Mario Paolone,et al.  Optimal Planning of Distributed Energy Storage Systems in Active Distribution Networks Embedding Grid Reconfiguration , 2018, IEEE Transactions on Power Systems.

[228]  Eduard Muljadi,et al.  Synchrophasor-Based Auxiliary Controller to Enhance the Voltage Stability of a Distribution System With High Renewable Energy Penetration , 2015, IEEE Transactions on Smart Grid.

[229]  Kyo-Beum Lee,et al.  Dynamic Performance Improvement of AC/DC Converter Using Model Predictive Direct Power Control With Finite Control Set , 2015, IEEE Transactions on Industrial Electronics.

[230]  P. Renuga,et al.  FVSI based Reactive Power Planning using Evolutionary Programming , 2010, 2010 INTERNATIONAL CONFERENCE ON COMMUNICATION CONTROL AND COMPUTING TECHNOLOGIES.

[231]  Feng Liu,et al.  Approximate dynamic programming based supplementary reactive power control for DFIG wind farm to enhance power system stability , 2015, Neurocomputing.

[232]  R. Teodorescu,et al.  Overview of recent grid codes for wind power integration , 2010, 2010 12th International Conference on Optimization of Electrical and Electronic Equipment.

[233]  Guo-Li Zhang,et al.  Improved genetic algorithm and its application in power dispatch of wind turbines , 2015, 2015 International Conference on Machine Learning and Cybernetics (ICMLC).

[234]  Mariesa L. Crow,et al.  STATCOM control for power system voltage control applications , 2000 .

[235]  Ajith Abraham,et al.  Ensemble of genetic programming models for designing reactive power controllers , 2005, Fifth International Conference on Hybrid Intelligent Systems (HIS'05).

[236]  Kyo-Beum Lee,et al.  Modulation Technique for Single-Phase Transformerless Photovoltaic Inverters With Reactive Power Capability , 2017, IEEE Transactions on Industrial Electronics.

[237]  Mansour Mohseni,et al.  Review on Australian grid codes for wind power integration in comparison with international standards , 2014, 2014 Australasian Universities Power Engineering Conference (AUPEC).

[238]  Josep M. Guerrero,et al.  Reactive Power Strategy of Cascaded Delta-Connected STATCOM Under Asymmetrical Voltage Conditions , 2017, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[239]  Prashant Kumar,et al.  Reactive power optimization based on PSO and considering voltage security in a practical power system , 2012, 2012 International Conference on Emerging Trends in Science, Engineering and Technology (INCOSET).

[240]  Nishant Kashyap,et al.  Fault tolerant peak current mode controlled flyback converter for solar PV modules , 2017, 2017 International Conference on Power and Embedded Drive Control (ICPEDC).

[241]  Lasantha Meegahapola,et al.  Characterisation of long-term voltage stability with variable-speed wind power generation , 2017 .

[242]  Benjamin Naumann,et al.  Learning And Soft Computing Support Vector Machines Neural Networks And Fuzzy Logic Models , 2016 .

[243]  R. M. Dunnett,et al.  Optimal reactive planning with security constraints , 1995, Proceedings of Power Industry Computer Applications Conference.

[244]  Rupesh C. Pawaskar,et al.  Improvement in low voltage ride through capability of PMSG based wind energy system , 2016, 2016 International Conference on Global Trends in Signal Processing, Information Computing and Communication (ICGTSPICC).

[245]  Venkataramana Ajjarapu,et al.  Optimal Allocation of Dynamic VAR Support Using Mixed Integer Dynamic Optimization , 2011, IEEE Transactions on Power Systems.

[246]  Olaf Stursberg,et al.  Robust control for voltage and transient stability of power grids relying on wind power , 2017 .

[247]  Chuangxin Guo,et al.  A multiagent-based particle swarm optimization approach for optimal reactive power dispatch , 2005 .

[248]  Malabika Basu,et al.  Photovoltaic supplied grid-tie three-phase inverter with active power injection and reactive harmonic current compensation capability , 2016, IECON 2016 - 42nd Annual Conference of the IEEE Industrial Electronics Society.

[249]  Farshid Keynia,et al.  Two-layer volt/var/total harmonic distortion control in distribution network based on PVs output and load forecast errors , 2017 .

[250]  Nicholas Jenkins,et al.  Co-ordinated voltage control strategy for a doubly-fed induction generator (DFIG)-based wind farm , 2004 .

[251]  Donald Grahame Holmes,et al.  LV Grid Voltage Regulation Using Transformer Electronic Tap Changing, With PV Inverter Reactive Power Injection , 2015, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[252]  Valery A. Ugrinovskii,et al.  A robust STATCOM control to augment LVRT capability of fixed speed wind turbines , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[253]  F. Mazouz,et al.  Active and reactive power control of a DFIG for variable speed wind energy conversion , 2017, 2017 6th International Conference on Systems and Control (ICSC).

[254]  P. Thirunavukkarasu,et al.  Reactive power planning using hybrid evolutionary programming method , 2004, IEEE PES Power Systems Conference and Exposition, 2004..

[255]  Mohsen Rahimi,et al.  Coordinated control of rotor and grid sides converters in DFIG based wind turbines for providing optimal reactive power support and voltage regulation , 2017 .

[256]  Lasantha Meegahapola,et al.  Capability curve based enhanced reactive power control strategy for stability enhancement and network voltage management , 2013 .

[257]  Luigi Vanfretti,et al.  Testing and validation of a fast real-time oscillation detection PMU-based application for wind-farm monitoring , 2013, 2013 First International Black Sea Conference on Communications and Networking (BlackSeaCom).

[258]  Rajib Kumar Mandal,et al.  Voltage compensation using PSO-PI controlled STATCOM in a DFIG-based grid-connected wind energy system , 2016, 2016 International Conference on Electrical Power and Energy Systems (ICEPES).

[259]  Jean-Pierre Barbot,et al.  Sliding Mode Control In Engineering , 2002 .

[260]  Jian Yang,et al.  Combined Reactive Power Injection Modulation and Grid Current Distortion Improvement Approach for H6 Transformer-Less Photovoltaic Inverter , 2017, IEEE Transactions on Energy Conversion.

[261]  Mohamed Benbouzid,et al.  Second-order sliding mode control for DFIG-based wind turbines fault ride-through capability enhancement. , 2014, ISA transactions.

[262]  Fangxing Li,et al.  Reactive Power Planning Based on Fuzzy Clustering, Gray Code, and Simulated Annealing , 2011, IEEE Transactions on Power Systems.

[263]  D. Santos-Martin,et al.  Reactive power capability of doubly fed asynchronous generators , 2008 .

[264]  D.C. Yu,et al.  A novel optimal reactive power dispatch method based on an improved hybrid evolutionary programming technique , 2004, IEEE Transactions on Power Systems.

[265]  Wei Yuan,et al.  A Two-Stage Robust Reactive Power Optimization Considering Uncertain Wind Power Integration in Active Distribution Networks , 2016, IEEE Transactions on Sustainable Energy.

[266]  Pavlos S. Georgilakis,et al.  Technical challenges associated with the integration of wind power into power systems , 2008 .

[267]  Yi Wang,et al.  Coordinated control for active and reactive power of PMSG-based wind turbine to enhance the LVRT capability , 2012, 2012 15th International Conference on Electrical Machines and Systems (ICEMS).

[268]  Zhe Chen,et al.  A Reactive Power Dispatch Strategy With Loss Minimization for a DFIG-Based Wind Farm , 2016, IEEE Transactions on Sustainable Energy.

[269]  Damian Flynn,et al.  Coordinated utilisation of wind farm reactive power capability for system loss optimisation , 2011 .