Optimal Threshold Policy for In-Home Smart Grid with Renewable Generation Integration

被引:11
作者
Liu, Gi-Ren [1 ]
Lin, Phone [2 ]
Fang, Yuguang [3 ]
Lin, Yi-Bing [4 ]
机构
[1] Natl Sun Yat Sen Univ, Wireless Broadband Commun Protocol Cross Campus R, Kaohsiung 80424, Taiwan
[2] Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Taipei 10764, Taiwan
[3] Univ Florida, Dept Elect & Comp Engn, Gainesville, FL 32611 USA
[4] Natl Chiao Tung Univ, Dept Comp Sci, Hsinchu 300, Taiwan
基金
美国国家科学基金会;
关键词
Continuous-time Markov decision process; conventional power system; in-home smart grid; renewable power system; MANAGEMENT; RELIABILITY; CONSUMPTION; SYSTEM;
D O I
10.1109/TPDS.2014.2317171
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In-home Smart Grid (SG), the integration of Renewable Power Systems (RPSs) with Conventional Power Systems (CPSs), calls for cost-effective management for the electricity usages of end users' household appliances. In this paper, by taking the charging process of RPSs and multiple types of household appliances in to consideration, we have developed analytical models to characterize the electricity cost in the in-home smart grid. Based on these models, we formulate the electricity cost minimization problem as a finite-horizon continuous-time Markov decision process (CTMDP), from which we obtain a threshold policy to minimize the cost. Numerical results show that the threshold policy can manage the electricity usage very effectively.
引用
收藏
页码:1096 / 1105
页数:10
相关论文
共 20 条
  • [1] From Packet to Power Switching: Digital Direct Load Scheduling
    Alizadeh, Mahnoosh
    Scaglione, Anna
    Thomas, Robert J.
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2012, 30 (06) : 1027 - 1036
  • [2] [Anonymous], 2011, IEEE guide for smart grid interoperability of energy technology and information technology operation with the electric power system (EPS), enduse applications, and loads, DOI DOI 10.1109/IEEESTD.2011.6018239
  • [3] REAL-TIME PRICING TO ASSIST IN LOAD FREQUENCY CONTROL
    BERGER, AW
    SCHWEPPE, FC
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1989, 4 (03) : 920 - 926
  • [4] Intelligent Cloud Home Energy Management System Using Household Appliance Priority Based Scheduling Based on Prediction of Renewable Energy Capability
    Byun, Jinsung
    Hong, Insung
    Park, Sehyun
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2012, 58 (04) : 1194 - 1201
  • [5] Sensing-Performance Tradeoff in Cognitive Radio Enabled Smart Grid
    Deng, Ruilong
    Chen, Jiming
    Cao, Xianghui
    Zhang, Yan
    Maharjan, Sabita
    Gjessing, Stein
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (01) : 302 - 310
  • [6] Smart Grid - The New and Improved Power Grid: A Survey
    Fang, Xi
    Misra, Satyajayant
    Xue, Guoliang
    Yang, Dejun
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2012, 14 (04): : 944 - 980
  • [7] GUO X, 2009, CONTINUOUS TIME MARK, DOI DOI 10.1109/TSG.2010.2055903
  • [8] Guo XP, 2009, STOCH MOD APPL PROBA, V62, P1, DOI 10.1007/978-3-642-02547-1_1
  • [9] Guo Y., 2013, IEEE T PARALLEL DIST
  • [10] Decentralized Coordination of Energy Utilization for Residential Households in the Smart Grid
    Guo, Yuanxiong
    Pan, Miao
    Fang, Yuguang
    Khargonekar, Pramod P.
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (03) : 1341 - 1350