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


Saleh S. A., ÖZKOP E., Meng R. J., Sanchez Z. G., Betancourt O. A. A.

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, cilt.56, sa.2, ss.1040-1051, 2020 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 56 Sayı: 2
  • Basım Tarihi: 2020
  • Doi Numarası: 10.1109/tia.2019.2960003
  • Dergi Adı: IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus, Academic Search Premier, Aerospace Database, Applied Science & Technology Source, Business Source Elite, Business Source Premier, Communication Abstracts, Compendex, Computer & Applied Sciences, INSPEC, Metadex, Civil Engineering Abstracts
  • Sayfa Sayıları: ss.1040-1051
  • Anahtar Kelimeler: Battery storage systems (BSSs), principle component analysis (PCA), power system transients, and power system frequency stability, ENERGY-STORAGE, COHERENCY IDENTIFICATION, OPTIMAL ALLOCATION, POWER-SYSTEMS, WIND, GENERATION, SUPPORT, FLOW, LOAD, ESS
  • Karadeniz Teknik Üniversitesi Adresli: Evet

Özet

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.