Selecting Locations and Sizes of Battery Storage Systems Based on the Frequency of the Center of Inertia and Principle Component Analysis

This article develops, implements, and tests a method for selecting the locations and sizes of battery storage systems (BSSs) for power systems with distributed power generation. The developed method is based on calculating the coherency index for each bus to determine its contribution to the frequency of the center of inertia (COI) during and post a transient event. Once the coherency index is calculated for all buses, the principle component analysis (PCA) is used to identify the buses with consistent low values of the coherency index. These buses are considered as candidate locations for BSSs. In addition, the lowest values of the coherency index are used to determine the required sizes of BSSs to be connected at the buses with low contributions to the frequency of the COI. The performance of the PCA with COI (PCA-COI) method is evaluated for the Barbados power system for various transient events. Performance results show that BSSs (selected using the proposed method) can effectively improve the frequency stability with minor sensitivity to the levels of distributed power generation, loading levels, and/or type or location of transient events.

[1]  Reza Iravani,et al.  Power System Coherency Identification Under High Depth of Penetration of Wind Power , 2018, IEEE Transactions on Power Systems.

[2]  Reza Iravani,et al.  A Dynamic Coherency Identification Method Based on Frequency Deviation Signals , 2016, IEEE Transactions on Power Systems.

[3]  Y. M. Atwa,et al.  Optimal Allocation of ESS in Distribution Systems With a High Penetration of Wind Energy , 2010, IEEE Transactions on Power Systems.

[4]  Chanan Singh,et al.  Adequacy and Economy Analysis of Distribution Systems Integrated With Electric Energy Storage and Renewable Energy Resources , 2012, IEEE Transactions on Power Systems.

[5]  Raja Ayyanar,et al.  Convex Optimization for DES Planning and Operation in Radial Distribution Systems With High Penetration of Photovoltaic Resources , 2016, IEEE Transactions on Sustainable Energy.

[6]  B. Francois,et al.  Dynamic Frequency Control Support by Energy Storage to Reduce the Impact of Wind and Solar Generation on Isolated Power System's Inertia , 2012, IEEE Transactions on Sustainable Energy.

[7]  I. Kuzle,et al.  A mathematical model for studying power system frequency changes , 2004, 2004 IEEE Africon. 7th Africon Conference in Africa (IEEE Cat. No.04CH37590).

[8]  S. A. Saleh,et al.  Load Aggregation From Generation-Follows-Load to Load-Follows-Generation: Residential Loads , 2016, IEEE Transactions on Industry Applications.

[9]  Sonja Wogrin,et al.  Optimizing Storage Siting, Sizing, and Technology Portfolios in Transmission-Constrained Networks , 2015, IEEE Transactions on Power Systems.

[10]  Chanan Singh,et al.  Adequacy and economy analysis of distribution systems integrated with Electric Energy Storage and Renewable Energy Resources , 2013, 2013 IEEE Power & Energy Society General Meeting.

[11]  Yasser Abdel-Rady I. Mohamed,et al.  Comprehensive Operational Planning Framework for Self-Healing Control Actions in Smart Distribution Grids , 2013, IEEE Transactions on Power Systems.

[12]  Joydeep Mitra,et al.  Reliability-Based Sizing of Backup Storage , 2010, IEEE Transactions on Power Systems.

[13]  Sukumar Kamalasadan,et al.  Coherency and Online Signal Selection Based Wide Area Control of Wind Integrated Power Grid , 2018, IEEE Transactions on Industry Applications.

[14]  Andreas Jossen,et al.  Lithium-Ion Battery Storage for the Grid—A Review of Stationary Battery Storage System Design Tailored for Applications in Modern Power Grids , 2017 .

[15]  E. Ozkop,et al.  The Selection of Locations and Sizes of Battery Storage Systems Using the Principle Component Analysis and Center-of-Inertia , 2019, 2019 IEEE Industry Applications Society Annual Meeting.

[16]  I. Mezic,et al.  Nonlinear Koopman Modes and Coherency Identification of Coupled Swing Dynamics , 2011, IEEE Transactions on Power Systems.

[17]  Chien-Ning Yu Real power and frequency control of large electric power systems under open access , 1996 .

[18]  Y Riffonneau,et al.  Optimal Power Flow Management for Grid Connected PV Systems With Batteries , 2011, IEEE Transactions on Sustainable Energy.

[19]  Yi Zhang,et al.  Reliability Modeling and Control Schemes of Composite Energy Storage and Wind Generation System With Adequate Transmission Upgrades , 2011, IEEE Transactions on Sustainable Energy.

[20]  Magdy M. A. Salama,et al.  Optimal ESS Allocation and Load Shedding for Improving Distribution System Reliability , 2014, IEEE Transactions on Smart Grid.

[21]  M. Sanaye-Pasand,et al.  A Traveling-Wave-Based Protection Technique Using Wavelet/PCA Analysis , 2010, IEEE Transactions on Power Delivery.

[22]  Yajun Wang,et al.  On Inertia Distribution, Inter-Area Oscillations and Location of Electronically-Interfaced Resources , 2018, IEEE Transactions on Power Systems.

[23]  Juan C. Vasquez,et al.  State-of-Charge Balance Using Adaptive Droop Control for Distributed Energy Storage Systems in DC Microgrid Applications , 2014, IEEE Transactions on Industrial Electronics.

[24]  Ufuk Topcu,et al.  Optimal power flow with large-scale storage integration , 2013, IEEE Transactions on Power Systems.

[25]  B. Chaudhuri,et al.  Coherency identification in power systems through principal component analysis , 2005, IEEE Transactions on Power Systems.

[26]  S. A. Saleh,et al.  Distributed energy storage unit-based active demand response for residential loads , 2017, 2017 IEEE Industry Applications Society Annual Meeting.

[27]  Osama Mohammed,et al.  Energy Storage Technologies for High-Power Applications , 2016, IEEE Transactions on Industry Applications.

[28]  Daniel S. Kirschen,et al.  Near-Optimal Method for Siting and Sizing of Distributed Storage in a Transmission Network , 2015, IEEE Transactions on Power Systems.

[29]  Christos Thrampoulidis,et al.  Optimal Placement of Distributed Energy Storage in Power Networks , 2013, IEEE Transactions on Automatic Control.

[30]  T. Inoue,et al.  Estimation of power system inertia constant and capacity of spinning-reserve support generators using measured frequency transients , 1997 .

[31]  Antonio Vicino,et al.  Optimal Allocation of Energy Storage Systems for Voltage Control in LV Distribution Networks , 2017, IEEE Transactions on Smart Grid.

[32]  Adel Nasiri,et al.  A Hybrid System of Li-Ion Capacitors and Flow Battery for Dynamic Wind Energy Support , 2013, IEEE Transactions on Industry Applications.