Load Shifting in the Smart Grid: To Participate or Not?

被引:61
作者
Wang, Yunpeng [1 ,2 ]
Saad, Walid [3 ,4 ]
Mandayam, Narayan B. [5 ]
Poor, H. Vincent [6 ]
机构
[1] Univ Miami, Elect & Comp Engn Dept, Coral Gables, FL 33146 USA
[2] Nanjing Univ Informat Sci & Technol, Coll Comp & Software, Nanjing 210044, Jiangsu, Peoples R China
[3] Virginia Tech, Wireless VT, Bradley Dept Elect & Comp Engn, Blacksburg, VA 24061 USA
[4] Kyung Hee Univ, Dept Comp Engn, Seoul 02447, South Korea
[5] Rutgers State Univ, Dept Elect & Comp Engn, Wireless Informat Network Lab, North Brunswick, NJ 08902 USA
[6] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
基金
美国国家科学基金会; 新加坡国家研究基金会;
关键词
Demand-side management (DSM); game theory; prospect theory (PT); smart grid; PROSPECT-THEORY; DEMAND-SIDE; GAME APPROACH; MANAGEMENT; RISK;
D O I
10.1109/TSG.2015.2483522
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
Demand-side management (DSM) has emerged as an important smart grid feature that allows utility companies to maintain desirable grid loads. However, the success of DSM is contingent on active customer participation. Indeed, most existing DSM studies are based on game-theoretic models that assume customers will act rationally and will voluntarily participate in DSM. In contrast, in this paper, the impact of customers' subjective behavior on each other's DSM decisions is explicitly accounted for. In particular, a noncooperative game is formulated between grid customers in which each customer can decide on whether to participate in DSM or not. In this game, customers seek to minimize a cost function that reflects their total payment for electricity. Unlike classical game-theoretic DSM studies, which assume that customers are rational in their decision-making, a novel approach is proposed based on the framework of prospect theory (PT) to explicitly incorporate the impact of customer behavior on DSM decisions. To solve the proposed game under both conventional game theory and PT, a new algorithm based on fictitious play is proposed using which the game will reach an epsilon-mixed Nash equilibrium. Simulation results are provided to assess the impact of customer behavior on DSM. In particular, the overall participation level and grid load can depend significantly on the rationality level of the players and their risk aversion tendencies.
引用
收藏
页码:2604 / 2614
页数:11
相关论文
共 30 条
  • [1] [Anonymous], 2013, ACM Comput. Surv., DOI [10.1145/2480741.2480742, DOI 10.1145/2480741.2480742]
  • [2] [Anonymous], 2010, Innovative Smart Grid Technologies ISGT
  • [3] [Anonymous], 2009 IEEE 70 VEH TEC
  • [4] [Anonymous], 2012, Smart Grid Communications and Networking
  • [5] [Anonymous], MERSHON INT STUD REV
  • [6] [Anonymous], 1951, Act. Anal. Prod Allocation
  • [7] Noncooperative and Cooperative Optimization of Distributed Energy Generation and Storage in the Demand-Side of the Smart Grid
    Atzeni, Italo
    Ordonez, Luis G.
    Scutari, Gesualdo
    Palomar, Daniel P.
    Fonollosa, Javier R.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (10) : 2454 - 2472
  • [8] Prospect theory and asset prices
    Barberis, N
    Huang, M
    Santos, T
    [J]. QUARTERLY JOURNAL OF ECONOMICS, 2001, 116 (01) : 1 - 53
  • [9] Basar T., 1999, SOC IND APPL MATH, V2nd
  • [10] Demand Response Management With Multiple Utility Companies: A Two-Level Game Approach
    Chai, Bo
    Chen, Jiming
    Yang, Zaiyue
    Zhang, Yan
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (02) : 722 - 731