Big Data management in smart grid: concepts, requirements and implementation

被引:106
作者
Daki H. [1 ]
El Hannani A. [1 ]
Aqqal A. [1 ]
Haidine A. [1 ]
Dahbi A. [1 ]
机构
[1] Laboratory of Information Technologies, National School of Applied Sciences, University of Chouaib Doukkali, Route d’Azemmour, Nationale No 1, ElHaouzia, El Jadida
关键词
AMI; Batch processing; Big Data; Communication systems; Customer analytics; Demand response; Hybrid processing; Real time processing; SCADA; Smart grid;
D O I
10.1186/s40537-017-0070-y
中图分类号
学科分类号
摘要
A smart grid is an intelligent electricity grid that optimizes the generation, distribution and consumption of electricity through the introduction of Information and Communication Technologies on the electricity grid. In essence, smart grids bring profound changes in the information systems that drive them: new information flows coming from the electricity grid, new players such as decentralized producers of renewable energies, new uses such as electric vehicles and connected houses and new communicating equipments such as smart meters, sensors and remote control points. All this will cause a deluge of data that the energy companies will have to face. Big Data technologies offers suitable solutions for utilities, but the decision about which Big Data technology to use is critical. In this paper, we provide an overview of data management for smart grids, summarise the added value of Big Data technologies for this kind of data, and discuss the technical requirements, the tools and the main steps to implement Big Data solutions in the smart grid context. © 2017, The Author(s).
引用
收藏
相关论文
共 32 条
[1]  
Wang W., Lu Z., Cyber security in the smart grid: survey and challenges, Comput Netw, 57, pp. 1344-1371, (2013)
[2]  
McGranaghan M., Schmitt D.H.L., Cleveland F., Lambert E., Enabling the integrated grid: leveraging data to integrate distributed resources and customers, IEEE Power Energy Mag, 14, pp. 83-93, (2016)
[3]  
Agarwal V., Tsoukalas L.H., Smart grids: importance of power quality. In: Proceedings of first international conference on energy-efficient computing and networking. 13–15 April 2010, Berlin, 2010, pp. 136-143
[4]  
Amin S.M., Smart grid: overview, issues and opportunities. Advances and challenges in sensing, modeling, simulation, optimization and control, Eur J Control, 17, pp. 547-567, (2011)
[5]  
Yan Y., Qian Y., Sharif H., Tipper D., A survey on smart grid communication infrastructures: motivations, requirements and challenges, IEEE Commun Surv Tutor, 15, pp. 5-20, (2013)
[6]  
Verdone R., Dardari D., Mazzini G., Conti A., Wireless sensor and actuator networks: technologies, analysis and design, (2008)
[7]  
Xu J., Wang J., Xie S., Chen W., Kim J.-U., Study on intrusion detection policy for wireless sensor networks, Int J Secur Appl, 7, pp. 1-6, (2013)
[8]  
Xiaomeng Y., Fangming L., Jiangchuan L., Hai J., Building a network highway for big data: architecture and challenges, IEEE Netw, 28, pp. 5-13, (2014)
[9]  
Chen M., Mao S., Liu Y., Big data: a survey, Mob Netw Appl, 19, pp. 171-209, (2014)
[10]  
Wang W., Xu Y., Khanna M., A survey on the communication architectures in smart grid, Comput Netw, 55, pp. 3604-3629, (2011)