Smart Grid Security Evaluation with a Big Data Use Case

SİNANÇ TERZİ D., ARSLAN B., SAĞIROĞLU Ş.

12th IEEE International Conference on Compatibility, Power Electronics and Power Engineering (CPE-POWERENG), Doha, Qatar, 10 - 12 Nisan 2018 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası:
  • Doi Numarası: 10.1109/cpe.2018.8372536
  • Basıldığı Şehir: Doha
  • Basıldığı Ülke: Qatar
  • Anahtar Kelimeler: Big data, smart grid, power system, attack detection
  • Gazi Üniversitesi Adresli: Evet

Özet

Technological developments in the energy sector while offering new business insights, also produces complex data. In this study, the relationship between smart grid and big data approaches have been investigated. After analyzing where the big data techniques and technologies are used in which areas of smart grid systems, the big data technologies used to detect attacks on smart grids have been focused on. Big data analytics produces efficient solutions, but it is more critical to choose which algorithm and metric. For this reason, an application prototype has been proposed using big data approaches to detect attacks on smart grids. The algorithms with high accuracy were determined as 92% with Random Forest and 87% with Decision Tree.