Scheduling of Wireless Metering for Power Market Pricing in Smart Grid

被引:11
作者
Li, Husheng [1 ]
Lai, Lifeng [2 ]
Qiu, Robert Caiming [3 ]
机构
[1] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA
[2] Univ Arkansas, Dept Syst Engn, Little Rock, AR 72204 USA
[3] Tennessee Technol Univ, Dept Elect & Comp Engn, Cookeville, TN 38505 USA
基金
美国国家科学基金会;
关键词
Power market; scheduling; smart grid; wireless communications; TIME; STABILITY; DEADLINES; SYSTEMS;
D O I
10.1109/TSG.2012.2208768
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
Remote metering is a key task in smart grid to collect the power load information for the pricing in power market. A wireless communication infrastructure is assumed for the smart meter network. The dynamics of the power market are assumed to be a Markov decision process (MDP) by modeling the power load evolution as a two-state Markov chain. The fundamental elements of the MDP are discussed and the optimal strategy is obtained from dynamic programming. Due to the curse of dimensions, the myopic strategy is proposed to significantly simplify the algorithm. The validity of the proposed scheduling algorithm is demonstrated using numerical simulations. For example, for price insensitive power users, the average price and power generation errors are reduced by 60% and 40% using the myopic approach, compared with the simple round robin schedule, in certain circumstances.
引用
收藏
页码:1611 / 1620
页数:10
相关论文
共 33 条
[1]  
Alvarado F. L., 1997, PSERC9101 U WISC DEP
[2]   WiMax for Smart Grids [J].
Anderson, Mark .
IEEE SPECTRUM, 2010, 47 (07) :14-14
[3]  
[Anonymous], 2002, Hybrid Dynamical Systems, Controller and Sensor Switching Problems
[4]  
[Anonymous], 2006, Modeling and Forecasting Electricity Loads and Prices: A Statistical Approach
[5]  
[Anonymous], OV SMART GRID POL IN
[6]   OPTIMAL SENSOR SCHEDULING IN NONLINEAR FILTERING OF DIFFUSION-PROCESSES [J].
BARAS, JS ;
BENSOUSSAN, A .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1989, 27 (04) :786-813
[7]   Probabilistic LMP Forecasting Considering Load Uncertainty [J].
Bo, Rui ;
Li, Fangxing .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2009, 24 (03) :1279-1289
[8]  
Boyd S., 2004, CONVEX OPTIMIZATION, VFirst, DOI DOI 10.1017/CBO9780511804441
[9]   Downlink wireless packet scheduling with deadlines [J].
Dua, Aditya ;
Bambos, Nicholas .
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2007, 6 (12) :1410-1425
[10]  
Eydeland A., 2003, Energy and power risk management