Big Data Analytics for Dynamic Energy Management in Smart Grids

Preprint English OPEN
Diamantoulakis, Panagiotis D.; Kapinas, Vasileios M.; Karagiannidis, George K.; (2015)

The smart electricity grid enables a two-way flow of power and data between suppliers and consumers in order to facilitate the power flow optimization in terms of economic efficiency, reliability and sustainability. This infrastructure permits the consumers and the micr... View more
  • References (92)
    92 references, page 1 of 10

    [1] S. F. Bush, S. Goel, G. Simard, IEEE vision for smart grid communications: 2030 and beyond roadmap, IEEE Std. Association (2013) 1{19.

    [2] P. Goncalves Da Silva, D. Ilic, S. Karnouskos, The impact of smart grid prosumer grouping on forecasting accuracy and its bene ts for local electricity market trading, IEEE Trans. Smart Grid 5 (1) (2014) 402{410.

    [3] M. A. Lopez, S. de la Torre, S. Martin, J. A. Aguado, Demandside management in smart grid operation considering electric vehicles load shifting and vehicle-to-grid support, Int. J. Electr. Power Energy Syst. 64 (0) (2015) 689{698.

    [4] R. Mallik, N. Sarda, H. Kargupta, S. Bandyopadhyay, Distributed data mining for sustainable smart grids, in: Proc. of ACM SustKDD'11, 2011, pp. 1{6.

    [5] N. Balac, \Green machine" intelligence: Greening and sustaining smart grids, IEEE Intell. Syst. 28 (5) (2013) 50{55.

    [6] E. Ancillotti, R. Bruno, M. Conti, The role of communication systems in smart grids: Architectures, technical solutions and research challenges, Comput. Commun. 36 (17{18) (2013) 1665{ 1697.

    [7] Z. Fan, Q. Chen, G. Kalogridis, S. Tan, D. Kaleshi, The power of data: Data analytics for M2M and smart grid, in: Proc. 3rd IEEE PES International Conference and Exhibition on Innovative Smart Grid Technologies (ISGT Europe), 2012, pp. 1{8.

    [8] P. Mirowski, S. Chen, T. K. Ho, C.-N. Yu, Demand forecasting in smart grids, Bell Labs Tech.J. 18 (4) (2014) 135{158.

    [9] K. le Zhou, S. lin Yang, C. Shen, A review of electric load classi cation in smart grid environment, Renew. Sustai. Energy Rev. 24 (0) (2013) 103{110.

    [10] Z. Vale, H. Morais, S. Ramos, J. Soares, P. Faria, Using data mining techniques to support DR programs de nition in smart grids, in: Proc. IEEE Power and Energy Society General Meeting, 2011, pp. 1{8.

  • Metrics
    No metrics available
Share - Bookmark