Data Mining Techniques Contributions to Support Electrical Vehicle Demand Response

被引:0
作者
Soares, Joao [1 ]
Ramos, Sergio [1 ]
Vale, Zita [1 ]
Morais, Hugo [1 ]
Faria, Pedro [1 ]
机构
[1] Polytech Inst Porto ISEP IPP, GECAD Knowledge Engn & Decis Support Res Grp, Elect Engn Inst Porto, P-4200072 Oporto, Portugal
来源
2012 IEEE PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXPOSITION (T&D) | 2012年
关键词
Classification; Clustering; Data Mining; Demand Response; Electric Vehicle; Mixed Integer Non-Linear Programming (MINLP);
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The introduction of Electric Vehicles (EVs) together with the implementation of smart grids will raise new challenges to power system operators. This paper proposes a demand response program for electric vehicle users which provides the network operator with another useful resource that consists in reducing vehicles charging necessities. This demand response program enables vehicle users to get some profit by agreeing to reduce their travel necessities and minimum battery level requirements on a given period. To support network operator actions, the amount of demand response usage can be estimated using data mining techniques applied to a database containing a large set of operation scenarios. The paper includes a case study based on simulated operation scenarios that consider different operation conditions, e.g. available renewable generation, and considering a diversity of distributed resources and electric vehicles with vehicle-to-grid capacity and demand response capacity in a 33 bus distribution network.
引用
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页数:8
相关论文
共 15 条
  • [1] [Anonymous], 1988, ALGORITHMS CLUSTERIN
  • [2] [Anonymous], ACM COMPUTING SURVEY
  • [3] Ball R., 2010, DELIVERABLE D2 1 MOD
  • [4] NETWORK RECONFIGURATION IN DISTRIBUTION-SYSTEMS FOR LOSS REDUCTION AND LOAD BALANCING
    BARAN, ME
    WU, FF
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 1989, 4 (02) : 1401 - 1407
  • [5] Faria Pedro, 2010, 2010 IEEE International Conference on Systems, Man and Cybernetics (SMC 2010), P2025, DOI 10.1109/ICSMC.2010.5641721
  • [6] Ferreira J., 2011, IEEE INTELLIGENT SYS, V26
  • [7] Four economies of sustainable automotive transportation
    Gifford, Joshua D.
    Brown, Robert C.
    [J]. BIOFUELS BIOPRODUCTS & BIOREFINING-BIOFPR, 2011, 5 (03): : 293 - 304
  • [8] Green R.C., 2010, Power and Energy Society General Meeting, 2010 IEEE, P1
  • [9] Hartigan J. A., 1979, Applied Statistics, V28, P100, DOI 10.2307/2346830
  • [10] Ramos S., 2011, ISAP 2011 16 INT C I