Challenges, advances and future trends in AC microgrid protection: With a focus on intelligent learning methods

[1]  Mohsen Eskandari,et al.  Machine Learning Based Protection Scheme for Low Voltage AC Microgrids , 2022, Energies.

[2]  Shazia Baloch,et al.  A Protection Technique for Microgrid Using Wavelet Packet Transform and Data Mining Classifier , 2022, IEEC 2022.

[3]  S. Chakrabarti,et al.  DPMU-based multiple event detection in a microgrid considering measurement anomalies , 2022, Applied Energy.

[4]  Vandana Niranjan,et al.  Microgrid protection: A comprehensive review , 2021 .

[5]  Jacqueline G. Rolim,et al.  Multi-agent dual strategy based adaptive protection for microgrids , 2021 .

[6]  Premalata Jena,et al.  Impedance Angle-Based Differential Protection Scheme for Microgrid Feeders , 2021, IEEE Systems Journal.

[7]  V. Torres-García,et al.  Fault location on transmission lines based on travelling waves using correlation and MODWT , 2021, Electric Power Systems Research.

[8]  O. Gupta,et al.  Differential positive sequence power angle-based microgrid feeder protection , 2021, International Journal of Emerging Electric Power Systems.

[9]  A. Haque,et al.  Deep Learning Based Fault Diagnostic Technique for Grid Connected Inverter , 2021, 2021 IEEE 12th Energy Conversion Congress & Exposition - Asia (ECCE-Asia).

[10]  Mohammad Nasir Uddin,et al.  An Analytical Review on State-of-the-Art Microgrid Protective Relaying and Coordination Techniques , 2021, IEEE Transactions on Industry Applications.

[11]  G. Singh,et al.  Protection of AC microgrid integrated with renewable energy sources – A research review and future trends , 2021 .

[12]  Juan Aparicio,et al.  Efficiency analysis trees: A new methodology for estimating production frontiers through decision trees , 2020, Expert Syst. Appl..

[13]  G. Shahgholian,et al.  Multi agent‐based strategy protecting the loop‐based micro‐grid via intelligent electronic device‐assisted relays , 2020, IET Renewable Power Generation.

[14]  Soham Chakraborty,et al.  Communication-less protection scheme for AC microgrids using hybrid tripping characteristic , 2020 .

[15]  Gevork B. Gharehpetian,et al.  Inductive fault current limiters: A review , 2020 .

[16]  Ramesh C. Bansal,et al.  AC microgrid protection – A review: Current and future prospective , 2020 .

[17]  Ramesh C. Bansal,et al.  Protection of microgrids using voltage-based power differential and sensitivity analysis , 2020 .

[18]  T. M. Krishna,et al.  INVERSE DEFINITE MINIMUM TIME RELAY COORDINATION IN RADIAL TRACTION SYSTEM , 2020, INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING AND TECHNOLOGY.

[19]  Sadegh Jamali,et al.  Voltage‐based protection of microgrids using decision tree algorithms , 2020 .

[20]  S. Kolla,et al.  Identification of Faults in Microgrid Using Artificial Neural Networks , 2020, 2020 IEEE Green Technologies Conference(GreenTech).

[21]  Ehab F. El-Saadany,et al.  Fault detection and location in medium‐voltage DC microgrids using travelling‐wave reflections , 2020 .

[22]  Mostafa Jazaeri,et al.  A novel methodology in optimal setting of directional fault current limiter and protection of the MG , 2020 .

[23]  Matti Lehtonen,et al.  Detecting the Location of Short-Circuit Faults in Active Distribution Network Using PMU-Based State Estimation , 2020, IEEE Transactions on Smart Grid.

[24]  Ahmed M. A. Haidar,et al.  Assessment of technical and financial benefits of AC and DC microgrids based on solar photovoltaic , 2020 .

[25]  Subhransu Ranjan Samantaray,et al.  PMU Assisted Integrated Impedance Angle-Based Microgrid Protection Scheme , 2020, IEEE Transactions on Power Delivery.

[26]  Jie Li,et al.  D-PMU based applications for emerging active distribution systems: A review , 2020 .

[27]  Mehdi Firouzi,et al.  Low-Voltage Ride-Through (LVRT) Capability Enhancement of DFIG-Based Wind Farm by Using Bridge-Type Superconducting Fault Current Limiter (BTSFCL) , 2020 .

[28]  Andrew J. Sage,et al.  Tree aggregation for random forest class probability estimation , 2020, Stat. Anal. Data Min..

[29]  Yang Weng,et al.  Enhance High Impedance Fault Detection and Location Accuracy via $\mu$ -PMUs , 2020, IEEE Transactions on Smart Grid.

[30]  Smrutirekha Samal,et al.  A DNN based Intelligent Protective Relaying Scheme for Microgrids , 2019, 2019 8th International Conference on Power Systems (ICPS).

[31]  Li Li,et al.  A protection scheme for AC microgrids based on multi-agent system combined with machine learning , 2019, 2019 29th Australasian Universities Power Engineering Conference (AUPEC).

[32]  Subhransu Ranjan Samantaray,et al.  Assessment of PMU‐based wide‐area angle criterion for fault detection in microgrid , 2019, IET Generation, Transmission & Distribution.

[33]  Navid Taghizadegan Kalantari,et al.  Bidirectional Non-Superconducting Fault Current Limiter (BNSFCL) for Smart Grid Applications , 2019 .

[34]  Suraj Sawai,et al.  Travelling‐wave‐based protection of transmission line using single‐end data , 2019, IET Generation, Transmission & Distribution.

[35]  N. Ullah,et al.  Frequency stability and synthetic inertia , 2019, Variability, Scalability and Stability of Microgrids.

[36]  Nabil H. Abbasy,et al.  µPMU-based smart adaptive protection scheme for microgrids , 2019, Journal of Modern Power Systems and Clean Energy.

[37]  Reza Mohammadi Chabanloo,et al.  Optimal Allocation of Distributed Generation With Optimal Sizing of Fault Current Limiter to Reduce the Impact on Distribution Networks Using NSGA-II , 2019, IEEE Systems Journal.

[38]  Ramjee Prasad,et al.  Security for Smart Grid in 5G and Beyond Networks , 2019, Wirel. Pers. Commun..

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

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

[41]  Ming-Ta Yang,et al.  Apply Setting Group Function of IED in Protection Management Systems for Microgrid Reconfiguration , 2019, 2019 International Youth Conference on Radio Electronics, Electrical and Power Engineering (REEPE).

[42]  Zhao Yang,et al.  Coordination control of hybrid AC/DC microgrid , 2019, The Journal of Engineering.

[43]  Victor O. K. Li,et al.  Intelligent Fault Detection Scheme for Microgrids With Wavelet-Based Deep Neural Networks , 2019, IEEE Transactions on Smart Grid.

[44]  Srdjan M. Lukic,et al.  Dynamic Adaptive Protection for Distribution Systems in Grid-Connected and Islanded Modes , 2019, IEEE Transactions on Power Delivery.

[45]  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.

[46]  Li Li,et al.  Identifying line-to-ground faulted phase in low and medium voltage AC microgrid using principal component analysis and supervised machine-learning , 2018, 2018 Australasian Universities Power Engineering Conference (AUPEC).

[47]  Reza Iravani,et al.  A New Directional Element for Microgrid Protection , 2018, IEEE Transactions on Smart Grid.

[48]  Subhojit Ghosh,et al.  Microgrid protection under wind speed intermittency using extreme learning machine , 2018, Comput. Electr. Eng..

[49]  Wang Xiaojun,et al.  Analysis of μPMU Noise Characteristics and Its Influence on Distribution Network Fault Location , 2018, 2018 IEEE 2nd International Electrical and Energy Conference (CIEEC).

[50]  Shenxing Shi,et al.  Travelling waves‐based fault location scheme for feeders in power distribution network , 2018, The Journal of Engineering.

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

[52]  Virgilio Centeno,et al.  Comparison of μPMU and PMU , 2018, 2018 Clemson University Power Systems Conference (PSC).

[53]  Walid G. Morsi,et al.  A New Approach for Fault Classification in Microgrids Using Optimal Wavelet Functions Matching Pursuit , 2018, IEEE Transactions on Smart Grid.

[54]  Min Yang,et al.  A Novel Protection Scheme for Inverter-Interfaced Microgrid (IIM) Operated in Islanded Mode , 2018, IEEE Transactions on Power Electronics.

[55]  Abbas Esmaeili Dahej,et al.  Co-Optimization of Protection Coordination and Power Quality in Microgrids Using Unidirectional Fault Current Limiters , 2018, IEEE Transactions on Smart Grid.

[56]  Jianhua Zhang,et al.  Bagged Decision Trees Based Scheme of Microgrid Protection Using Windowed Fast Fourier and Wavelet Transforms , 2018 .

[57]  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).

[58]  Jonathan Currie,et al.  Dynamic Event Detection Using a Distributed Feature Selection Based Machine Learning Approach in a Self-Healing Microgrid , 2018, IEEE Transactions on Power Systems.

[59]  Ehsan Dehghanpour,et al.  Optimal Coordination of Directional Overcurrent Relays in Microgrids by Using Cuckoo-Linear Optimization Algorithm and Fault Current Limiter , 2018, IEEE Transactions on Smart Grid.

[60]  Walid G. Morsi,et al.  Fault Detection and Classification Based on Co-training of Semisupervised Machine Learning , 2018, IEEE Transactions on Industrial Electronics.

[61]  Jorge Elizondo,et al.  Microgrid fault detection based on wavelet transformation and Park’s vector approach , 2017 .

[62]  Amila Pathirana,et al.  Development of a hybrid protection scheme for active distribution systems using polarities of current transients , 2017 .

[63]  Manohar Mishra,et al.  Detection and classification of micro-grid faults based on HHT and machine learning techniques , 2017 .

[64]  Reza Iravani,et al.  Microgrid Protection , 2017, Proceedings of the IEEE.

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

[66]  A. J. Ustariz-Farfan,et al.  Modeling of a centralized microgrid protection scheme , 2017, 2017 IEEE Workshop on Power Electronics and Power Quality Applications (PEPQA).

[67]  Pravat K. Rout,et al.  Detection and location of fault in a micro grid using wavelet transform , 2017, 2017 International Conference on Circuit ,Power and Computing Technologies (ICCPCT).

[68]  M. K. Maharana,et al.  Detection of islanding and power quality disturbance in micro grid connected distributed generation , 2017, 2017 International Conference on Innovative Mechanisms for Industry Applications (ICIMIA).

[69]  Osama A. Mohammed,et al.  Protection of Autonomous Microgrids Using Agent-Based Distributed Communication , 2017, IEEE Transactions on Power Delivery.

[70]  Li Li,et al.  Microgrid protection and control through reliable smart grid communication systems , 2016, 2016 14th International Conference on Control, Automation, Robotics and Vision (ICARCV).

[71]  Taha Selim Ustun,et al.  Interoperability and interchangeability for microgrid protection systems using IEC 61850 standard , 2016, 2016 IEEE International Conference on Power and Energy (PECon).

[72]  Osama A. Mohammed,et al.  Multi-Agent-Based Technique for Fault Location, Isolation, and Service Restoration , 2016, IEEE Transactions on Industry Applications.

[73]  Geza Joos,et al.  A Combined Wavelet and Data-Mining Based Intelligent Protection Scheme for Microgrid , 2016, IEEE Transactions on Smart Grid.

[74]  Akhtar Hussain,et al.  N-version programming-based protection scheme for microgrids: A multi-agent system based approach , 2016 .

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

[76]  Ashish P. Agalgaonkar,et al.  A review of protection systems for distribution networks embedded with renewable generation , 2016 .

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

[78]  Abdelmadjid Recioui,et al.  Power system fault detection, classification and location using the K-Nearest Neighbors , 2015, 2015 4th International Conference on Electrical Engineering (ICEE).

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

[80]  Sohrab Mirsaeidi,et al.  A protection strategy for micro-grids based on positive-sequence component , 2015 .

[81]  Osama A. Mohammed,et al.  Microgrid automation assisted by synchrophasors , 2015, 2015 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT).

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

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

[84]  D. John Morrow,et al.  Loss-of-mains protection system by application of phasor measurement unit technology with experimentally assessed threshold settings , 2015 .

[85]  Zhou Zexin,et al.  A phase selection element for zero sequence current differential protection , 2014, 2014 International Conference on Power System Technology.

[86]  Adam Dysko,et al.  Traveling Wave-Based Protection Scheme for Inverter-Dominated Microgrid Using Mathematical Morphology , 2014, IEEE Transactions on Smart Grid.

[87]  Gustav Lammert,et al.  Dynamic grid support in low voltage grids — fault ride-through and reactive power/voltage support during grid disturbances , 2014, 2014 Power Systems Computation Conference.

[88]  A. Haddad,et al.  Fault Location on Branched Networks Using a Multiended Approach , 2014, IEEE Transactions on Power Delivery.

[89]  David E. Culler,et al.  Micro-synchrophasors for distribution systems , 2014, ISGT 2014.

[90]  Armando Guzman,et al.  Locating faults by the traveling waves they launch , 2014, 2014 67th Annual Conference for Protective Relay Engineers.

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

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

[93]  Enrique Kremers,et al.  Multi-agent modeling for the simulation of a simple smart microgrid , 2013 .

[94]  M. Salman Leong,et al.  Wavelet Analysis: Mother Wavelet Selection Methods , 2013 .

[95]  Steven M. Blair,et al.  Standardization of power system protection settings using IEC 61850 for improved interoperability , 2013, 2013 IEEE Power & Energy Society General Meeting.

[96]  Wei Lee Woon,et al.  Data mining approach to fault detection for isolated inverter-based microgrids , 2013 .

[97]  Ebrahim Farjah,et al.  Unidirectional Fault Current Limiter: An Efficient Interface Between the Microgrid and Main Network , 2013, IEEE Transactions on Power Systems.

[98]  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).

[99]  Jing Ma,et al.  A novel adaptive current protection scheme for distribution systems with distributed generation , 2012 .

[100]  M. Smith,et al.  Key Connections: The U.S. Department of Energy?s Microgrid Initiative , 2012, IEEE Power and Energy Magazine.

[101]  Zhengyou He,et al.  Travelling wave time-frequency characteristic-based fault location method for transmission lines , 2012 .

[102]  H. A. Gabbar,et al.  Analysis of Microgrid protection strategies , 2012, 2012 International Conference on Smart Grid (SGE).

[103]  Gang Niu,et al.  Information-Theoretic Semi-Supervised Metric Learning via Entropy Regularization , 2012, Neural Computation.

[104]  Graeme Burt,et al.  Enhanced protection for inverter dominated microgrid using transient fault information , 2012 .

[105]  Mojtaba Khederzadeh,et al.  Adaptive setting of protective relays in microgrids in grid-connected and autonomous operation , 2012 .

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

[107]  O. Mohammed,et al.  Protection of bi-directional AC-DC/DC-AC converter in hybrid AC/DC microgrids , 2012, 2012 Proceedings of IEEE Southeastcon.

[108]  M. North,et al.  Introductory tutorial: Agent-based modeling and simulation , 2011, Proceedings of the 2011 Winter Simulation Conference (WSC).

[109]  Ke Dang,et al.  An adaptive protection method for the inverter dominated microgrid , 2011, 2011 International Conference on Electrical Machines and Systems.

[110]  R. J. Nelson,et al.  Fault ride-through capabilities of siemens full-converter wind turbines , 2011, 2011 IEEE Power and Energy Society General Meeting.

[111]  Joydeep Mitra,et al.  Microgrid Protection Using Communication-Assisted Digital Relays , 2010, IEEE Transactions on Power Delivery.

[112]  F. B. Costa,et al.  Real-time detection of fault-induced transients in transmission lines , 2010 .

[113]  James S. Thorp,et al.  Synchronized Phasor Measurement Applications in Power Systems , 2010, IEEE Transactions on Smart Grid.

[114]  Farid Katiraei,et al.  Fault contribution of grid-connected inverters , 2009, 2009 IEEE Electrical Power & Energy Conference (EPEC).

[115]  S. Conti,et al.  Innovative solutions for protection schemes in autonomous MV micro-grids , 2009, 2009 International Conference on Clean Electrical Power.

[116]  Michael Conlon,et al.  Fault current level issues for urban distribution network with high penetration of distributed generation , 2009, 2009 6th International Conference on the European Energy Market.

[117]  Dewen Wang,et al.  Multiagents-based wide area protection with best-effort adaptive strategy , 2009 .

[118]  Mostafa Kheshti,et al.  Protection of micro-grid systems: a comprehensive survey , 2009 .

[119]  K.P. Wong,et al.  Multi-agent application in protection coordination of power system with distributed generations , 2008, 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century.

[120]  A.I. Megahed,et al.  Selection of a suitable mother wavelet for analyzing power system fault transients , 2008, 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century.

[121]  M.A. Redfern,et al.  Harmonics content based protection scheme for Micro-grids dominated by solid state converters , 2008, 2008 12th International Middle-East Power System Conference.

[122]  H. Nikkhajoei,et al.  Microgrid Protection , 2007, 2007 IEEE Power Engineering Society General Meeting.

[123]  T.C. Green,et al.  Modeling, Analysis and Testing of Autonomous Operation of an Inverter-Based Microgrid , 2007, IEEE Transactions on Power Electronics.

[124]  Chee Kheong Siew,et al.  Extreme learning machine: Theory and applications , 2006, Neurocomputing.

[125]  R.H. Lasseter,et al.  Autonomous control of microgrids , 2006, 2006 IEEE Power Engineering Society General Meeting.

[126]  M.A. Redfern,et al.  A voltage based protection for micro-grids containing power electronic converters , 2006, 2006 IEEE Power Engineering Society General Meeting.

[127]  M. Kezunovic,et al.  Compatibility and interoperability evaluation for all-digital protection system through automatic application test , 2006, 2006 IEEE Power Engineering Society General Meeting.

[128]  Ming-yu Yang,et al.  A Cooperative Protection System with Multi-Agent System , 2005, 2005 IEEE/PES Transmission & Distribution Conference & Exposition: Asia and Pacific.

[129]  F. Pedrayes,et al.  Voltage Sags in Industrial Systems , 2005 .

[130]  P.W. Lehn,et al.  Micro-grid autonomous operation during and subsequent to islanding process , 2005, IEEE Transactions on Power Delivery.

[131]  O.A.S. Youssef,et al.  New algorithm to phase selection based on wavelet transforms , 2002, IEEE Power Engineering Society Summer Meeting,.

[132]  L. Breiman Random Forests , 2001, Encyclopedia of Machine Learning and Data Mining.

[133]  A. Girgis,et al.  Effect of distributed generation on protective device coordination in distribution system , 2001, LESCOPE 01. 2001 Large Engineering Systems Conference on Power Engineering. Conference Proceedings. Theme: Powering Beyond 2001 (Cat. No.01ex490).

[134]  Jie Liang,et al.  Application of wavelet transform in travelling wave protection , 2000 .

[135]  Chul-Hwan Kim,et al.  Wavelet transforms in power systems. I. General introduction to the wavelet transforms , 2000 .

[136]  P. A. Kotos,et al.  IEEE standard inverse-time characteristic equations for overcurrent relays , 1999 .

[137]  P. J. Hindle,et al.  Overcurrent protection co-ordination: a modern approach for modern devices , 1997 .

[138]  M. D. Cox,et al.  Discrete wavelet analysis of power system transients , 1996 .

[139]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[140]  P. J. Haley,et al.  Extrapolation limitations of multilayer feedforward neural networks , 1992, [Proceedings 1992] IJCNN International Joint Conference on Neural Networks.

[141]  D. I. Jeerings,et al.  Unique aspects of distribution system harmonics due to high impedance ground faults , 1990 .

[142]  R. Babu,et al.  A Review on the Micro-Phasor Measurement Unit in Distribution Networks , 2022, Lecture Notes in Electrical Engineering.

[143]  Elizabeth C. M. Maritz,et al.  A travelling wave-based fault location strategy using the concepts of metric dimension and vertex covers in a graph (December 2020) , 2021, IEEE Access.

[144]  Mannan Saeed Muhammad,et al.  Fault Protection in Microgrid Using Wavelet Multiresolution Analysis and Data Mining , 2021, IEEE Access.

[145]  Motahareh Pourbehzadi,et al.  IoT-based data-driven fault allocation in microgrids using advanced µPMUs , 2021, Ad Hoc Networks.

[146]  Xianggen Yin,et al.  A multi-terminal traveling wave fault location method for active distribution network based on residual clustering , 2021 .

[147]  Taha Selim Ustun,et al.  Dynamic protection of power systems with high penetration of renewables: A review of the traveling wave based fault location techniques , 2020 .

[148]  Bo Wang,et al.  New Protection Schemes in Smarter Power Grids With Higher Penetration of Renewable Energy Systems , 2019, Pathways to a Smarter Power System.

[149]  Raynitchka Tzoneva,et al.  Protection of Distribution Systems Integrated with Distributed Generation , 2017 .

[150]  Vassilis C. Nikolaidis,et al.  A Communication-Assisted Overcurrent Protection Scheme for Radial Distribution Systems With Distributed Generation , 2016, IEEE Transactions on Smart Grid.

[151]  Xia Liu,et al.  Is Extreme Learning Machine Feasible? A Theoretical Assessment (Part I) , 2015, IEEE Trans. Neural Networks Learn. Syst..

[152]  Gaurang Panchal,et al.  Behaviour Analysis of Multilayer Perceptrons with Multiple Hidden Neurons and Hidden Layers , 2011 .

[153]  Tai Nengling,et al.  Differential Protection Based on Zero-Sequence Voltages for Generator Stator Ground Fault , 2007, IEEE Transactions on Power Delivery.

[154]  Rajesh Ransing,et al.  On the limitations of neural network techniques for analysing cause and effect relationships in manufacturing processes - A case study , 2003 .

[155]  Micro-Grids : Concept and Challenges in Practical Implementation , 2022 .