Big Data-Based Approach to Detect, Locate, and Enhance the Stability of an Unplanned Microgrid Islanding

AbstractIn this paper, a big data-based approach is proposed for the security improvement of an unplanned microgrid islanding (UMI). The proposed approach contains two major steps: the first step i...

[1]  Raj Aggarwal,et al.  Artificial neural networks in power systems. III. Examples of applications in power systems , 1998 .

[2]  Xi Fang,et al.  3. Full Four-channel 6.3-gb/s 60-ghz Cmos Transceiver with Low-power Analog and Digital Baseband Circuitry 7. Smart Grid — the New and Improved Power Grid: a Survey , 2022 .

[3]  Yi Gu,et al.  Statistical scheduling of economic dispatch and energy reserves of hybrid power systems with high renewable energy penetration , 2014, 2014 48th Asilomar Conference on Signals, Systems and Computers.

[4]  Il-Yop Chung,et al.  Control Methods of Inverter-Interfaced Distributed Generators in a Microgrid System , 2010, IEEE Transactions on Industry Applications.

[5]  Huaiguang Jiang,et al.  Automatic distribution network reconfiguration: An event-driven approach , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[6]  Alison Silverstein,et al.  Synchrophasor Technology and the DOE: Exciting Opportunities Lie Ahead in Development and Deployment , 2015, IEEE Power and Energy Magazine.

[7]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[8]  Ajith Abraham,et al.  Computational Intelligence in Power Engineering , 2010 .

[9]  Jie Zhang,et al.  An assessment of the impact of stochastic day-ahead SCUC on economic and reliability metrics at multiple timescales , 2015, 2015 IEEE Power & Energy Society General Meeting.

[10]  Tin Kam Ho,et al.  The Random Subspace Method for Constructing Decision Forests , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

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

[12]  Sean P. Meyn,et al.  Experimental Evaluation of Frequency Regulation From Commercial Building HVAC Systems , 2015, IEEE Transactions on Smart Grid.

[13]  Yueyue Fan,et al.  Coping with technology uncertainty in transportation fuel portfolio design , 2014 .

[14]  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.

[15]  Hongbin Sun,et al.  Interval optimization based operating strategy for gas-electricity integrated energy systems considering demand response and wind uncertainty , 2016 .

[16]  Chongbo Sun,et al.  Coordinated Optimal Design of Inverter Controllers in a Micro-Grid With Multiple Distributed Generation Units , 2013, IEEE Transactions on Power Systems.

[17]  Rui Yang,et al.  Short-term state forecasting-based optimal voltage regulation in distribution systems , 2017, 2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT).

[18]  Bri-Mathias Hodge,et al.  Analyzing the impacts of increased wind power on generation Revenue Sufficiency , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[19]  M. A. Abido Optimal des'ign of Power System Stabilizers Using Particle Swarm Opt'imization , 2002, IEEE Power Engineering Review.

[20]  Vijay Vittal,et al.  Impact of increased penetration of DFIG based wind turbine generators on transient and small signal stability of power systems , 2009, IEEE PES General Meeting.

[21]  Seul-Ki Kim,et al.  MODELING AND SIMULATION OF A GRID-CONNECTED PV GENERATION SYSTEM FOR ELECTROMAGNETIC TRANSIENT ANALYSIS , 2009 .

[22]  R Iravani,et al.  Nondetection Zone Assessment of an Active Islanding Detection Method and its Experimental Evaluation , 2011, IEEE Transactions on Power Delivery.

[23]  Wenzhong Gao,et al.  Small Scale Mobile Hybrid Integrated Renewable Energy System (HI-RES) for Rapid Recovery and Emergency Response , 2015, 2015 Seventh Annual IEEE Green Technologies Conference.

[24]  T. Zheng,et al.  Solving corrective risk-based security-constrained optimal power flow with Lagrangian relaxation and Benders decomposition , 2016 .

[25]  Lawrence O. Hall,et al.  A Comparison of Decision Tree Ensemble Creation Techniques , 2007 .

[26]  Lorenzo Peretto,et al.  Power system islands, autonomous microgrids and relevant instrumentation , 2012, 2012 IEEE PES Innovative Smart Grid Technologies (ISGT).

[27]  Hongbin Sun,et al.  Robust mean-variance optimization model for grid-connected microgrids , 2015, 2015 IEEE Power & Energy Society General Meeting.

[28]  Jun Jason Zhang,et al.  Fault Detection, Identification, and Location in Smart Grid Based on Data-Driven Computational Methods , 2014, IEEE Transactions on Smart Grid.

[29]  Bri-Mathias Hodge,et al.  Quantifying the Economic and Grid Reliability Impacts of Improved Wind Power Forecasting , 2016, IEEE Transactions on Sustainable Energy.

[30]  Ying Li,et al.  An overview of recent advances on distributed and agile sensing algorithms and implementation , 2015, Digit. Signal Process..

[31]  L.-A. Dessaint,et al.  A Generic Battery Model for the Dynamic Simulation of Hybrid Electric Vehicles , 2007, 2007 IEEE Vehicle Power and Propulsion Conference.

[32]  Zhiyong Yuan,et al.  Wide-Area Frequency Monitoring Network (FNET) Architecture and Applications , 2010, IEEE Transactions on Smart Grid.

[33]  Eduard Muljadi,et al.  Spatial-Temporal Synchrophasor Data Characterization and Analytics in Smart Grid Fault Detection, Identification, and Impact Causal Analysis , 2016, IEEE Transactions on Smart Grid.

[34]  Anjan Bose,et al.  Smart Transmission Grid Applications and Their Supporting Infrastructure , 2010, IEEE Transactions on Smart Grid.

[35]  Jens Borken-Kleefeld,et al.  Real-driving emissions from cars and light commercial vehicles - Results from 13 years remote sensing at Zurich/CH , 2014 .

[36]  Lingling Fan,et al.  Investigation of Microgrids With Both Inverter Interfaced and Direct AC-Connected Distributed Energy Resources , 2011, IEEE Transactions on Power Delivery.

[37]  Irene Yu-Hua Gu,et al.  Support Vector Machine for Classification of Voltage Disturbances , 2007, IEEE Transactions on Power Delivery.

[38]  Fei Ding,et al.  Hierarchical decentralized network reconfiguration for smart distribution systems-Part I: Problem formulation and algorithm development , 2015, 2015 IEEE Power & Energy Society General Meeting.

[39]  Chao Lu,et al.  Research on perception of power system state based on WAMS , 2015, 2015 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT).

[40]  Stéphane Mallat,et al.  Matching pursuits with time-frequency dictionaries , 1993, IEEE Trans. Signal Process..

[41]  Jie Zhang,et al.  Wind power ramping product for increasing power system flexibility , 2016, 2016 IEEE/PES Transmission and Distribution Conference and Exposition (T&D).

[42]  Steven H. Low,et al.  Optimal decentralized primary frequency control in power networks , 2014, 53rd IEEE Conference on Decision and Control.

[43]  Mahesh Pal,et al.  Random forest classifier for remote sensing classification , 2005 .

[44]  Hongyu Wu,et al.  Hourly Demand Response in Day-Ahead Scheduling Considering Generating Unit Ramping Cost , 2013, IEEE Transactions on Power Systems.

[45]  Jie Zhang,et al.  Wind Power Ramp Event Forecasting Using a Stochastic Scenario Generation Method , 2015, IEEE Transactions on Sustainable Energy.

[46]  Kai Strunz,et al.  A BENCHMARK LOW VOLTAGE MICROGRID NETWORK , 2005 .

[47]  Yanzhe Cui,et al.  Finger-vein image recognition combining modified Hausdorff distance with minutiae feature matching , 2009, Interdisciplinary Sciences: Computational Life Sciences.

[48]  T.J. Overbye,et al.  Line Outage Detection Using Phasor Angle Measurements , 2008, IEEE Transactions on Power Systems.

[49]  Jan T. Bialasiewicz,et al.  Power-Electronic Systems for the Grid Integration of Renewable Energy Sources: A Survey , 2006, IEEE Transactions on Industrial Electronics.

[50]  Jie Zhang,et al.  An Optimized Swinging Door Algorithm for Identifying Wind Ramping Events , 2016, IEEE Transactions on Sustainable Energy.

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