Residential Appliance DR Energy Management With Electric Privacy Protection by Online Stochastic Optimization

被引:55
作者
Chen, Zhi [1 ]
Wu, Lei [1 ]
机构
[1] Clarkson Univ, Dept Elect & Comp Engn, Potsdam, NY 13699 USA
基金
美国国家科学基金会;
关键词
Electric privacy protection; online stochastic programming; residential appliance DR energy management; smart meter;
D O I
10.1109/TSG.2013.2256803
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper explores electric privacy issues that may occur along with the residential appliance demand response (DR) energy management in smartmeters. Threemetrics are introduced to quantitatively measure the spatial and/or temporal similarity of metered power profiles. The online stochastic optimization adopts the scenario-based approach viaMonte Carlo (MC) simulation for minimizing the sum of the expected electricity payment and the weighted difference among metered power profiles for the entire day, which are measured by the three similarity metrics, in order to balance the tradeoff between the electricity payment and the electric privacy protection. In addition, batteries are employed to disguise the actual appliance power profile along with the scheduling horizon and enhance the electric privacy protection. Numerical case studies illustrate the effectiveness of the proposed approach for protecting the electric privacy in residential appliance DR energy management.
引用
收藏
页码:1861 / 1869
页数:9
相关论文
共 20 条
[1]   Real-Time Price-Based Demand Response Management for Residential Appliances via Stochastic Optimization and Robust Optimization [J].
Chen, Zhi ;
Wu, Lei ;
Fu, Yong .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (04) :1822-1831
[2]  
Efthymiou C., 2010, P 1 IEEE INT C SMART
[3]   NONINTRUSIVE APPLIANCE LOAD MONITORING [J].
HART, GW .
PROCEEDINGS OF THE IEEE, 1992, 80 (12) :1870-1891
[4]  
Hoak D. E., 2008, ACEEE 2008 SUMM STUD
[5]  
Kalogridis G., 2010, P 1 IEEE INT C SMART
[6]   ElecPrivacy: Evaluating the Privacy Protection of Electricity Management Algorithms [J].
Kalogridis, Georgios ;
Cepeda, Rafael ;
Denic, Stojan Z. ;
Lewis, Tim ;
Efthymiou, Costas .
IEEE TRANSACTIONS ON SMART GRID, 2011, 2 (04) :750-758
[7]   Hourly Coordination of Electric Vehicle Operation and Volatile Wind Power Generation in SCUC [J].
Khodayar, Mohammad E. ;
Wu, Lei ;
Shahidehpour, Mohammad .
IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (03) :1271-1279
[8]  
Leake Quinn E., 2008, Privacy and the New Energy Infrastructure
[9]   Load Signature Study-Part I: Basic Concept, Structure, and Methodology [J].
Liang, Jian ;
Ng, Simon K. K. ;
Kendall, Gail ;
Cheng, John W. M. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2010, 25 (02) :551-560
[10]   Load Signature Study-Part II: Disaggregation Framework, Simulation, and Applications [J].
Liang, Jian ;
Ng, Simon K. K. ;
Kendall, Gail ;
Cheng, John W. M. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2010, 25 (02) :561-569