TY - GEN
T1 - Big data impact on stability and reliability improvement of smart grid
AU - Refaat, Shady S.
AU - Mohamed, Amira
AU - Abu-Rub, Haitham
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/7/1
Y1 - 2017/7/1
N2 - Smart grids systems generate a large amount of data. Big Data which is an essential element for improving the reliability, stability, and efficiency, and in decreasing the cost of energy use. Reliable operation of smart grid depends on the utilization of various real-time information related to monitoring, communications, control and management systems. This paper gives a common understanding of how big data can impact the reliability and stability of power grid, and investigates in detail a smart grid communication network architecture. In addition, the paper explores and collates the smart energy subsystem, the smart information subsystem, and the smart communication subsystem. This conceptual lens provides deep insights into the reliability challenges and effective solutions toward reliability issues in smart grid to reveal the big data role during the transition, and how it can fuel the organic growth of smart grid.
AB - Smart grids systems generate a large amount of data. Big Data which is an essential element for improving the reliability, stability, and efficiency, and in decreasing the cost of energy use. Reliable operation of smart grid depends on the utilization of various real-time information related to monitoring, communications, control and management systems. This paper gives a common understanding of how big data can impact the reliability and stability of power grid, and investigates in detail a smart grid communication network architecture. In addition, the paper explores and collates the smart energy subsystem, the smart information subsystem, and the smart communication subsystem. This conceptual lens provides deep insights into the reliability challenges and effective solutions toward reliability issues in smart grid to reveal the big data role during the transition, and how it can fuel the organic growth of smart grid.
KW - Big Data
KW - Big Data analytics
KW - power system stability
KW - Smart grid
UR - http://www.scopus.com/inward/record.url?scp=85047794737&partnerID=8YFLogxK
U2 - 10.1109/BigData.2017.8258143
DO - 10.1109/BigData.2017.8258143
M3 - Conference contribution
AN - SCOPUS:85047794737
T3 - Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017
SP - 1975
EP - 1982
BT - Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017
A2 - Nie, Jian-Yun
A2 - Obradovic, Zoran
A2 - Suzumura, Toyotaro
A2 - Ghosh, Rumi
A2 - Nambiar, Raghunath
A2 - Wang, Chonggang
A2 - Zang, Hui
A2 - Baeza-Yates, Ricardo
A2 - Baeza-Yates, Ricardo
A2 - Hu, Xiaohua
A2 - Kepner, Jeremy
A2 - Cuzzocrea, Alfredo
A2 - Tang, Jian
A2 - Toyoda, Masashi
PB - Institute of Electrical and Electronics Engineers (IEEE)
T2 - 5th IEEE International Conference on Big Data, Big Data 2017
Y2 - 11 December 2017 through 14 December 2017
ER -