Back to Search
Start Over
Data Analytics and Information Technologies for Smart Energy Storage Systems: A State-of-the-Art Review
- Source :
- Nasiri, F, Ooka, R, Haghighat, F, Shirzadi, N, Dotoli, M, Carli, R, Scarabaggio, P, Behzadi, A, Rahnama, S, Afshari, A, Kuznik, F, Fabrizio, E, Choudhary, R & Sadrizadeh, S 2022, ' Data Analytics and Information Technologies for Smart Energy Storage Systems : A State-of-the-Art Review ', Sustainable Cities and Society, vol. 84, 104004 . https://doi.org/10.1016/j.scs.2022.104004
- Publication Year :
- 2022
-
Abstract
- This article provides a state-of-the-art review on emerging applications of smart tools such as data analytics and smart technologies such as Internet-of-things (IoT) in case of design, management and control of energy storage systems. In particular, we have established a classification of the types and targets of various predictive analytics for estimation of load, energy prices, renewable energy inputs, state of the charge, fault diagnosis, etc. In addition, the applications of information technologies, in particular, use of cloud, IoT systems, building management systems (BMS) and building information modeling (BIM) and their contributions tomanagement of energy storage systems will be reviewed in details. The paper concludes by highlighting the emerging issues in smart energy storage systems and providing directions for future research. This article provides a state-of-the-art review on emerging applications of smart tools such as data analytics and smart technologies such as internet-of-things in case of design, management and control of energy storage systems. In particular, we have established a classification of the types and targets of various predictive analytics for estimation of load, energy prices, renewable energy inputs, state of the charge, fault diagnosis, etc. In addition, the applications of information technologies, and in particular, use of cloud, internet-of-things, building management systems and building information modeling and their contributions to management of energy storage systems will be reviewed in details. The paper concludes by highlighting the emerging issues in smart energy storage systems and providing directions for future research.
- Subjects :
- Energy storage
Renewable Energy, Sustainability and the Environment
Geography, Planning and Development
Artificial Intelligence
Data Analytics
Energy Storage
Information Technology
Renewable Energy Intermittency
Smart Systems
Transportation
Information technology
Data analytics
Smart systems
Renewable energy intermittency
Civil and Structural Engineering
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Nasiri, F, Ooka, R, Haghighat, F, Shirzadi, N, Dotoli, M, Carli, R, Scarabaggio, P, Behzadi, A, Rahnama, S, Afshari, A, Kuznik, F, Fabrizio, E, Choudhary, R & Sadrizadeh, S 2022, ' Data Analytics and Information Technologies for Smart Energy Storage Systems : A State-of-the-Art Review ', Sustainable Cities and Society, vol. 84, 104004 . https://doi.org/10.1016/j.scs.2022.104004
- Accession number :
- edsair.doi.dedup.....df8dc9481aa3395efb95186960bd693d
- Full Text :
- https://doi.org/10.1016/j.scs.2022.104004