Back to Search Start Over

Data Analytics and Information Technologies for Smart Energy Storage Systems: A State-of-the-Art Review

Authors :
Fuzhan Nasiri
Ryozo Ooka
Fariborz Haghighat
Navid Shirzadi
Mariagrazia Dotoli
Raffaele Carli
Paolo Scarabaggio
Amirmohammad Behzadi
Samira Rahnama
Alireza Afshari
Frédéric Kuznik
Enrico Fabrizio
Ruchi Choudhary
Sasan Sadrizadeh
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.

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