A survey on adaptive protection of microgrids and distribution systems with distributed generators

Abstract Microgrids have emerged as a prospective framework that integrates renewable energy sources, energy storage systems, and loads. They can be addressed as a local distribution system with distributed generators (DGs) and have the potential to improve power quality, reliability, and energy efficiency to their consumers in a grid-connected or islanded mode. However, in order to implement microgrids or distribution systems with DGs, some challenges should be faced, especially concerning protection issues. The possible operating modes and the presence of distributed energy resources may make conventional protection schemes ineffective. Therefore, new protection schemes have been developed in the context of microgrids, including the cases of distribution systems with DGs. Thus, this paper presents a comprehensive survey aiming at studies considering this kind of protection. Emphasis has been given to studies associated with adaptive protection, considered by some researchers as a promising solution for microgrid protection. For this purpose, firstly, a microgrid structure is briefly presented. Afterwards, some challenges related to the protection of these systems are also addressed. Moreover, a brief overview of adaptive protection is provided, and then the newly developed schemes found in the technical literature are described. It is worth mentioning that a bibliometric analysis is also presented in this paper, highlighting a substantial growth in publications concerning adaptive protection. Nevertheless, it can be observed that more effort is still needed to obtain a complete solution for the protection of microgrids and distribution systems with DGs. Further attention to matters such as communication failures, cyberattacks, and the presence of energy storage systems should emerge in the next few years.

[1]  O. Prajapati,et al.  A brief review on factors affecting flow and pool boiling , 2019, Renewable and Sustainable Energy Reviews.

[2]  T.S. Sidhu,et al.  Restoration of Directional Overcurrent Relay Coordination in Distributed Generation Systems Utilizing Fault Current Limiter , 2008, IEEE Transactions on Power Delivery.

[3]  R.E. Brown,et al.  Impact of Smart Grid on distribution system design , 2008, 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century.

[4]  N. Hatziargyriou,et al.  Microgrids: an overview of ongoing research, development, anddemonstration projects , 2007 .

[5]  Xi Wang,et al.  A New Adaptive Voltage Protection Scheme for Distribution Network With Distributed Generations , 2013, Canadian Journal of Electrical and Computer Engineering.

[6]  P.P. Barker,et al.  Determining the impact of distributed generation on power systems. I. Radial distribution systems , 2000, 2000 Power Engineering Society Summer Meeting (Cat. No.00CH37134).

[7]  Abla O. Hariri,et al.  Deployment of electric vehicles in an adaptive protection technique for riding through cyber attack threats in microgrids , 2017, 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe).

[8]  Cungang Yang,et al.  Network-based Adaptive Protection Strategy for Feeders with Distributed Generations , 2007, 2007 IEEE Canada Electrical Power Conference.

[9]  Naser El Naily,et al.  On-line adaptive protection scheme to overcome operational variability of DG in smart grid via fuzzy logic and genetic algorithm , 2018, 2018 9th International Renewable Energy Congress (IREC).

[10]  L.K. Kumpulainen,et al.  Analysis of the impact of distributed generation on automatic reclosing , 2004, IEEE PES Power Systems Conference and Exposition, 2004..

[11]  S. Ashok,et al.  Multiagent based adaptive relaying for distribution network with distributed generation , 2015, 2015 International Conference on Energy, Power and Environment: Towards Sustainable Growth (ICEPE).

[12]  Mohamad El Hariri,et al.  Utilizing supercapacitors for resiliency enhancements and adaptive microgrid protection against communication failures , 2017 .

[13]  Zhe Chen,et al.  A communication-less overcurrent protection for distribution system with distributed generation integrated , 2012, 2012 3rd IEEE International Symposium on Power Electronics for Distributed Generation Systems (PEDG).

[14]  Hatem H. Zeineldin,et al.  Differential Frequency Protection Scheme Based on Off-Nominal Frequency Injections for Inverter-Based Islanded Microgrids , 2019, IEEE Transactions on Smart Grid.

[15]  Mansour Ojaghi,et al.  Use of Clustering to Reduce the Number of Different Setting Groups for Adaptive Coordination of Overcurrent Relays , 2018, IEEE Transactions on Power Delivery.

[16]  Nikos Hatziargyriou,et al.  Hardware-in-the-loop design and optimal setting of adaptive protection schemes for distribution systems with distributed generation , 2017, 2017 IEEE Power & Energy Society General Meeting.

[17]  Seyed Hossein Hesamedin Sadeghi,et al.  An overview of microgrid protection methods and the factors involved , 2016 .

[18]  M. Barnes,et al.  Voltage sag detection technique for a dynamic voltage restorer , 2002, Conference Record of the 2002 IEEE Industry Applications Conference. 37th IAS Annual Meeting (Cat. No.02CH37344).

[19]  M. K. Singh,et al.  A fast adaptive protection scheme for distributed generation connected networks with necessary relay coordination , 2013, 2013 Students Conference on Engineering and Systems (SCES).

[20]  Birgitte Bak-Jensen,et al.  An adaptive overcurrent protection in smart distribution grid , 2015, 2015 IEEE Eindhoven PowerTech.

[21]  Osama A. Mohammed,et al.  A Review of Communication Failure Impacts on Adaptive Microgrid Protection Schemes and the Use of Energy Storage as a Contingency , 2018, IEEE Transactions on Industry Applications.

[22]  Hamdy. A. Ashour,et al.  Optimal relay coordination of an adaptive protection scheme using modified PSO algorithm , 2017, 2017 Nineteenth International Middle East Power Systems Conference (MEPCON).

[23]  Y. Parag,et al.  Microgrids: A review of technologies, key drivers, and outstanding issues , 2018, Renewable and Sustainable Energy Reviews.

[24]  Ludo Waltman,et al.  Software survey: VOSviewer, a computer program for bibliometric mapping , 2009, Scientometrics.

[25]  Azam Entezariharsini,et al.  Power fluctuation smoothing and loss reduction in grid integrated with thermal-wind-solar-storage units , 2018 .

[26]  Math Bollen,et al.  Understanding Power Quality Problems , 1999 .

[27]  Reza Noroozian,et al.  Optimal operation of active distribution systems based on microgrid structure , 2017 .

[28]  S. M. Sharkh,et al.  An Adaptive Relaying Scheme for Fuse Saving in Distribution Networks With Distributed Generation , 2013, IEEE Transactions on Power Delivery.

[29]  Núbia Silva Dantas Brito,et al.  Proposition of an Adaptive Protection Scheme for Distribution Systems with Distributed Generation , 2018 .

[30]  Victor Sreeram,et al.  Smoothing control strategy of wind and photovoltaic output power fluctuation by considering the state of health of battery energy storage system , 2019, IET Renewable Power Generation.

[31]  Sukumar Kamalasadan,et al.  A Weather-Based Optimal Storage Management Algorithm for PV Capacity Firming , 2016, IEEE Transactions on Industry Applications.

[32]  Hatem H. Zeineldin,et al.  Planning the Coordination of Directional Overcurrent Relays for Distribution Systems Considering DG , 2016, IEEE Transactions on Smart Grid.

[33]  Luigi Martirano,et al.  An Adaptive Overcurrent Coordination Scheme to Improve Relay Sensitivity and Overcome Drawbacks due to Distributed Generation in Smart Grids , 2017, IEEE Transactions on Industry Applications.

[34]  Sukumar Brahma,et al.  Development of adaptive protection scheme for distribution systems with high penetration of distributed generation , 2004 .

[35]  Koen Ponnet,et al.  Bibliometric analysis of safety culture research , 2017, Safety Science.

[36]  M. S. Sachdev,et al.  An on-line relay coordination algorithm for adaptive protection using linear programming technique , 1996 .

[37]  J. Wasilewski,et al.  Optimisation of multicarrier microgrid layout using selected metaheuristics , 2018, International Journal of Electrical Power & Energy Systems.

[38]  Premalata Jena,et al.  Sequence currents based adaptive protection approach for DNs with distributed energy resources , 2017 .

[39]  Byung O Kang,et al.  Economic analysis of a customer-installed energy storage system for both self-saving operation and demand response program participation in South Korea , 2018, Renewable and Sustainable Energy Reviews.

[40]  Rashad M. Kamel,et al.  Novel and simple scheme for Micro-Grid protection by connecting its loads neutral points: A review on Micro-Grid protection techniques , 2016 .

[41]  Abheejeet Mohapatra,et al.  On adaptive fault current limiterin distribution systems with distributed generations , 2017, 2017 IEEE Region 10 Symposium (TENSYMP).

[42]  Ekta Purwar,et al.  Novel adaptive algorithm for optimal relay setting with improved coordination , 2014, 2014 Students Conference on Engineering and Systems.

[43]  Yateendra Mishra,et al.  Output power smoothing control approaches for wind and photovoltaic generation systems: A review , 2019, Renewable and Sustainable Energy Reviews.

[44]  A. Yokoyama,et al.  Prevention of Reliability Degradation from Recloser–Fuse Miscoordination Due To Distributed Generation , 2008, IEEE Transactions on Power Delivery.

[45]  A. Sannino,et al.  Protection Scheme for Meshed Distribution Systems with High Penetration of Distributed Generation , 2006, 2006 Power Systems Conference: Advanced Metering, Protection, Control, Communication, and Distributed Resources.

[46]  Jae-Sun Huh,et al.  A Study on the Application of a Superconducting Fault Current Limiter for Energy Storage Protection in a Power Distribution System , 2013, IEEE Transactions on Applied Superconductivity.

[47]  Z. Chen,et al.  A Multiagent System-Based Protection and Control Scheme for Distribution System With Distributed-Generation Integration , 2017, IEEE Transactions on Power Delivery.

[48]  Nikos D. Hatziargyriou,et al.  Protection coordination in modern distribution grids integrating optimization techniques with adaptive relay setting , 2015, 2015 IEEE Eindhoven PowerTech.

[49]  Tarlochan S. Sidhu,et al.  Investigations Into the Control and Protection of an Existing Distribution Network to Operate as a Microgrid: A Case Study , 2014, IEEE Transactions on Industrial Electronics.

[50]  Taha Selim Ustun,et al.  Multiterminal Hybrid Protection of Microgrids Over Wireless Communications Network , 2015, IEEE Transactions on Smart Grid.

[51]  Mojtaba Khederzadeh Application of TCSC to restore directional overcurrent relay coordination in systems with distributed generation , 2009 .

[52]  Sujeet Shenoi,et al.  Security analysis of an advanced metering infrastructure , 2017, Int. J. Crit. Infrastructure Prot..

[53]  Zoltán Nagy,et al.  Comprehensive analysis of the relationship between thermal comfort and building control research - A data-driven literature review , 2018 .

[54]  Manjeet Singh,et al.  Adaptive protection methodology in microgrid for fault location and nature detection using q 0 components of fault current , 2018, IET Generation, Transmission & Distribution.

[55]  Matin Jamaliyan Daryani,et al.  Decentralized cooperative protection strategy for smart distribution grid using Multi-Agent System , 2018, 2018 6th International Istanbul Smart Grids and Cities Congress and Fair (ICSG).

[56]  Kimmo Kauhaniemi,et al.  Impact of distributed generation on the protection of distribution networks , 2004 .

[57]  P. Enevoldsen,et al.  The past, present and potential of hydrogen as a multifunctional storage application for wind power , 2019, Renewable and Sustainable Energy Reviews.

[58]  G. Baiocchi,et al.  The value of arbitrage for energy storage: Evidence from European electricity markets , 2016 .

[59]  Reza Mohammadi Chabanloo,et al.  Overcurrent relays coordination considering transient behaviour of fault current limiter and distributed generation in distribution power network , 2011 .

[60]  Premalata Jena,et al.  Superimposed Adaptive Sequence Current Based Microgrid Protection: A New Technique , 2017, IEEE Transactions on Power Delivery.

[61]  Noel N. Schulz,et al.  Comparison of Programmable Logic and Setting Group Methods for adaptive overcurrent protection in microgrids , 2017 .

[62]  Ibrahim Faiek Abdulhadi,et al.  Adaptive protection architecture for the smart grid , 2011, 2011 2nd IEEE PES International Conference and Exhibition on Innovative Smart Grid Technologies.

[63]  M. Uzunoglu,et al.  Implementation of adaptive relay coordination in distribution systems including distributed generation , 2016 .

[64]  Gevork B. Gharehpetian,et al.  Control of three-phase inverter-based DG system during fault condition without changing protection coordination , 2014 .

[65]  Hong-Tzer Yang,et al.  Self-adaptive protection strategies for distribution system with DGs and FCLs based on data mining and neural network , 2017, 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe).

[66]  J.A.P. Lopes,et al.  Defining control strategies for MicroGrids islanded operation , 2006, IEEE Transactions on Power Systems.

[67]  Karen L. Butler-Purry,et al.  An approach to mitigate the impact of distributed generation on the Overcurrent Protection scheme for radial feeders , 2009, 2009 IEEE/PES Power Systems Conference and Exposition.

[68]  Hannu Laaksonen,et al.  Adaptive Protection and Microgrid Control Design for Hailuoto Island , 2014, IEEE Transactions on Smart Grid.

[69]  Mahamad Nabab Alam,et al.  A comparative study of metaheuristic optimization approaches for directional overcurrent relays coordination , 2015 .

[70]  S. R. Samantaray,et al.  Application of superconducting fault current limiter to cloud the presence of distributed generation , 2017, 2017 IEEE PES Asia-Pacific Power and Energy Engineering Conference (APPEEC).

[71]  I. M. Faria,et al.  The proposition of a multiagent system for adaptive protection of a distribution system , 2018, 2018 Simposio Brasileiro de Sistemas Eletricos (SBSE).

[72]  Ahda P. Grilo,et al.  Method for adaptive overcurrent protection of distribution systems with Distributed synchronous Generators , 2015, 2015 IEEE Power & Energy Society General Meeting.

[73]  S. Zyoud,et al.  Global research output in antimicrobial resistance among uropathogens: A bibliometric analysis (2002-2016). , 2017, Journal of global antimicrobial resistance.

[74]  Stefania Conti,et al.  Analysis of distribution network protection issues in presence of dispersed generation , 2009 .

[75]  Kimmo Kauhaniemi,et al.  A critical review of AC Microgrid protection issues and available solutions , 2015 .

[76]  Wei Lee Woon,et al.  A Differential Sequence Component Protection Scheme for Microgrids With Inverter-Based Distributed Generators , 2014, IEEE Transactions on Smart Grid.

[77]  Shenxing Shi,et al.  Challenges, advances and future directions in protection of hybrid AC/DC microgrids , 2017 .

[78]  Haoran Zhao,et al.  Review of energy storage system for wind power integration support , 2015 .

[79]  Vassilis C. Nikolaidis,et al.  A pilot-based distance protection scheme for meshed distribution systems with distributed generation , 2019, International Journal of Electrical Power & Energy Systems.

[80]  Sohrab Mirsaeidi,et al.  Progress and problems in micro-grid protection schemes , 2014 .

[81]  H. Askarian Abyaneh,et al.  Improving Adaptive Protection to Reduce Sensitivity to Uncertainties Which Affect Protection Coordination of Microgrids , 2018 .

[82]  Geraldo Caixeta Guimarães,et al.  Long-term sizing of lead–acid batteries in order to reduce technical losses on distribution networks: A distributed generation approach , 2017 .

[83]  J.A.P. Lopes,et al.  Using Low Voltage MicroGrids for Service Restoration , 2007, IEEE Transactions on Power Systems.

[84]  Merlinde Kay,et al.  Battery energy storage system size determination in renewable energy systems: A review , 2018, Renewable and Sustainable Energy Reviews.

[85]  Jinfu Chen,et al.  Penetration level optimization for DG considering reliable action of relay protection device constrains , 2009, 2009 International Conference on Sustainable Power Generation and Supply.

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

[87]  Joao P. S. Catalao,et al.  Adaptive Protection Scheme for a Distribution System Considering Grid-Connected and Islanded Modes of Operation , 2016 .

[88]  Walid El-Khattam,et al.  Resolving the impact of distributed renewable generation on directional overcurrent relay coordination: a case study , 2009 .

[89]  Mohamad El Hariri,et al.  Utilization of Supercapacitors in Protection Schemes for Resiliency Against Communication Outages: A Case Study on Size and Cost Optimization , 2018, IEEE Transactions on Industry Applications.

[90]  Daniela Fuchs-Hanusch,et al.  A bibliometric-based survey on AHP and TOPSIS techniques , 2017, Expert Syst. Appl..

[91]  Da Lin,et al.  An Adaptive Protection Scheme for Distribution Systems With DGs Based on Optimized Thevenin Equivalent Parameters Estimation , 2017, IEEE Transactions on Power Delivery.

[92]  Belwin J. Brearley,et al.  A review on issues and approaches for microgrid protection , 2017 .

[93]  Jing Ma,et al.  An adaptive protection scheme for distributed systems with distributed generation , 2011, 2011 IEEE Power and Energy Society General Meeting.

[94]  Jing Ma,et al.  An adaptive distance protection scheme for distribution system with distributed generation , 2010, 2010 5th International Conference on Critical Infrastructure (CRIS).

[95]  Mohammad Shahidehpour,et al.  Adaptive Protection System for Microgrids: Protection practices of a functional microgrid system. , 2014, IEEE Electrification Magazine.

[96]  Naser El Naily,et al.  Adaptive Overcurrent Protection to Mitigate High Penetration of Distributed Generation in Weak Distribution Systems , 2017, 2017 9th IEEE-GCC Conference and Exhibition (GCCCE).

[97]  Taha Selim Ustun,et al.  Recent developments in microgrids and example cases around the world—A review , 2011 .

[98]  P. N. Suganthan,et al.  Differential Evolution: A Survey of the State-of-the-Art , 2011, IEEE Transactions on Evolutionary Computation.

[99]  James S. Thorp,et al.  Computer Relaying for Power Systems , 2009 .

[100]  Zhe Chen,et al.  A Simple Adaptive Overcurrent Protection of Distribution Systems With Distributed Generation , 2011, IEEE Transactions on Smart Grid.

[101]  Surya Santoso,et al.  Analytical Approach to Estimate Feeder Accommodation Limits Based on Protection Criteria , 2016, IEEE Access.

[102]  S. Hemamalini,et al.  Prims-Aided Dijkstra Algorithm for Adaptive Protection in Microgrids , 2016, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[103]  M. S. Illindala,et al.  Multilayered Protection Strategy for Developing Community Microgrids in Village Distribution Systems , 2017, IEEE Transactions on Power Delivery.

[104]  N. Rezaei,et al.  A fault location and protection scheme for distribution systems in presence of dg using MLP neural networks , 2009, 2009 IEEE Power & Energy Society General Meeting.

[105]  Bahador Fani,et al.  Adaptive protection coordination scheme against the staircase fault current waveforms in PV‐dominated distribution systems , 2018 .

[106]  M. Baran,et al.  Adaptive over current protection for distribution feeders with distributed generators , 2004, IEEE PES Power Systems Conference and Exposition, 2004..

[107]  Kazem Mazlumi,et al.  Application of μPMUs for adaptive protection of overcurrent relays in microgrids , 2018, IET Generation, Transmission & Distribution.

[108]  Juan C. Vasquez,et al.  Distance protection for microgrids in distribution system , 2015, IECON 2015 - 41st Annual Conference of the IEEE Industrial Electronics Society.

[109]  T. Hussein,et al.  Minimizing the impact of distributed generation of a weak distribution network with an artificial intelligence technique , 2017 .

[110]  Josep M. Guerrero,et al.  Microgrids in active network management—Part I: Hierarchical control, energy storage, virtual power plants, and market participation , 2014 .

[111]  Juan C. Vasquez,et al.  Adaptive protection combined with machine learning for microgrids , 2019, IET Generation, Transmission & Distribution.

[112]  S. R. Samantaray,et al.  Data-Mining Model Based Intelligent Differential Microgrid Protection Scheme , 2017, IEEE Systems Journal.

[113]  Adel Nasiri,et al.  Microgrids: Architectures, Controls, Protection, and Demonstration , 2015 .

[114]  Ricardo Caneloi dos Santos,et al.  Method for identification of grid operating conditions for adaptive overcurrent protection during intentional islanding operation , 2019 .

[115]  Tarlochan S. Sidhu,et al.  A Communication-Assisted Protection Strategy for Inverter-Based Medium-Voltage Microgrids , 2012, IEEE Transactions on Smart Grid.

[116]  Núbia Silva Dantas Brito,et al.  An adaptive protection algorithm for distribution systems with distributed generation , 2015 .

[117]  Eduardo N. Asada,et al.  Fuzzy adaptive setting for time-current-voltage based overcurrent relays in distribution systems , 2019, International Journal of Electrical Power & Energy Systems.

[118]  D. Uthitsunthorn,et al.  Distance protection of a renewable energy plant in electric power distribution systems , 2010, 2010 International Conference on Power System Technology.

[119]  Dipti Srinivasan,et al.  A Numerical Protection Strategy for Medium-Voltage Distribution Systems , 2018, 2018 IEEE Innovative Smart Grid Technologies - Asia (ISGT Asia).

[120]  Manohar Singh,et al.  Adaptive protection coordination scheme for power networks under penetration of distributed energy resources , 2016 .

[121]  Arturo Conde Enríquez,et al.  Adaptive directional overcurrent relay coordination using ant colony optimisation , 2015 .

[122]  Daryoush Habibi,et al.  Overview of energy storage systems in distribution networks: Placement, sizing, operation, and power quality , 2018, Renewable and Sustainable Energy Reviews.

[123]  Matthew E Falagas,et al.  Comparison of PubMed, Scopus, Web of Science, and Google Scholar: strengths and weaknesses , 2007, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[124]  Ali Feliachi,et al.  Communication delays in wide area measurement systems , 2002, Proceedings of the Thirty-Fourth Southeastern Symposium on System Theory (Cat. No.02EX540).

[125]  Yun Wei Li,et al.  A Novel Fault Current Control Scheme to Reduce Synchronous DG's Impact on Protection Coordination , 2014, IEEE Transactions on Power Delivery.

[126]  Jacqueline G. Rolim,et al.  Multi-agent system for adaptive protection in microgrids , 2013, 2013 IEEE PES Conference on Innovative Smart Grid Technologies (ISGT Latin America).

[127]  Mahamad Nabab Alam,et al.  An Adaptive Protection Scheme for AC Microgrids Using μPMU Based Topology Processor , 2019, 2019 IEEE International Conference on Environment and Electrical Engineering and 2019 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe).

[128]  Arun G. Phadke,et al.  Adaptive transmission system relaying , 1988 .

[129]  D. Iribarren,et al.  A review of techno-economic data for road transportation fuels , 2019, Renewable and Sustainable Energy Reviews.

[130]  Ujjwal Datta,et al.  Battery Energy Storage System to Stabilize Transient Voltage and Frequency and Enhance Power Export Capability , 2019, IEEE Transactions on Power Systems.

[131]  Mahmoud-Reza Haghifam,et al.  PROTECTION SCHEME FOR A DISTRIBUTION SYSTEM WITH DISTRIBUTED GENERATION USING NEURAL NETWORKS , 2008 .

[132]  Ponnuthurai N. Suganthan,et al.  Recent advances in differential evolution - An updated survey , 2016, Swarm Evol. Comput..

[133]  A. Dysko,et al.  An Adaptive Overcurrent Protection Scheme for Distribution Networks , 2015, IEEE Transactions on Power Delivery.

[134]  S. Chowdhury,et al.  Modeling and simulation of an Adaptive Relaying Scheme for a Microgrid , 2012, 2012 IEEE Power and Energy Society General Meeting.

[135]  S. Chowdhury,et al.  Impacts of DG on the operation of auto-reclosing devices in a power network , 2011, 2011 IEEE Power and Energy Society General Meeting.

[136]  Hatem H. Zeineldin,et al.  Variable Tripping Time Differential Protection for Microgrids Considering DG Stability , 2019, IEEE Transactions on Smart Grid.

[137]  S. Chowdhury,et al.  Microgrids and Active Distribution Networks , 2009 .

[138]  Ming-Ta Yang,et al.  Using IEC 61850 GOOSE messages in microgrid protection , 2019 .

[139]  Wei Tian,et al.  Protection Scheme for Loop-Based Microgrids , 2017, IEEE Transactions on Smart Grid.

[140]  M. Geethanjali,et al.  Adaptive protection scheme for smart microgrid with electronically coupled distributed generations , 2016 .

[141]  Azah Mohamed,et al.  A novel neural network and backtracking based protection coordination scheme for distribution system with distributed generation , 2012 .

[142]  Peter Crossley,et al.  The use of 11 kV distance protection to increase generation connected to the distribution network , 2004 .