Joint Scheduling of Large-Scale Appliances and Batteries Via Distributed Mixed Optimization

被引:29
作者
Yang, Zaiyue [1 ]
Long, Keyu [1 ]
You, Pengcheng [1 ]
Chow, Mo-Yuen [2 ]
机构
[1] Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Peoples R China
[2] N Carolina State Univ, Dept Elect Engn, Raleigh, NC 27695 USA
关键词
Benders decomposition; demand-side management; distributed mixed optimization; Lagrangian relaxation; DEMAND RESPONSE;
D O I
10.1109/TPWRS.2014.2354071
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 investigates joint scheduling problem of large-scale smart appliances and batteries (e.g., in a smart building), to minimize electricity payment, user's dissatisfaction and battery loss under kinds of constraints. Due to the binary nature of charge and discharge states of battery, this problem is formulated as a constrained mixed-integer nonlinear program. In order to solve it efficiently, a distributed mixed optimization approach is proposed. First, Lagrangian relaxation is applied to decompose the original problem into two sets of subproblems, each of which corresponds to scheduling on appliance/battery. Then, the battery scheduling subproblem is formulated as a mixed-integer linear program and tackled by Benders decomposition. The main advantages of the proposed approach are the distributed implementation and low computational complexity, as shown by simulations.
引用
收藏
页码:2031 / 2040
页数:10
相关论文
共 20 条
[1]  
[Anonymous], 1995, NONLINEAR PROGRAMMIN
[2]  
Barbato A., 2011, 2011 IEEE Second International Conference on Smart Grid Communications (SmartGridComm 2011), P345, DOI 10.1109/SmartGridComm.2011.6102345
[3]   Partitioning procedures for solving mixed-variables programming problems [J].
Benders, J. F. .
COMPUTATIONAL MANAGEMENT SCIENCE, 2005, 2 (01) :3-19
[4]  
Boyd S., 2004, CONVEX OPTIMIZATION, VFirst, DOI DOI 10.1017/CBO9780511804441
[5]   PV self-consumption optimization with storage and Active DSM for the residential sector [J].
Castillo-Cagigal, M. ;
Caamano-Martin, E. ;
Matallanas, E. ;
Masa-Bote, D. ;
Gutierrez, A. ;
Monasterio-Huelin, F. ;
Jimenez-Leube, J. .
SOLAR ENERGY, 2011, 85 (09) :2338-2348
[6]   MPC-Based Appliance Scheduling for Residential Building Energy Management Controller [J].
Chen, Chen ;
Wang, Jianhui ;
Heo, Yeonsook ;
Kishore, Shalinee .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (03) :1401-1410
[7]  
Chen J, 2012, INT CONF SMART GRID, P546, DOI 10.1109/SmartGridComm.2012.6486042
[8]   Unit commitment by Lagrangian relaxation and genetic algorithms [J].
Cheng, CP ;
Liu, CW ;
Liu, GC .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2000, 15 (02) :707-714
[9]   Sensing-Performance Tradeoff in Cognitive Radio Enabled Smart Grid [J].
Deng, Ruilong ;
Chen, Jiming ;
Cao, Xianghui ;
Zhang, Yan ;
Maharjan, Sabita ;
Gjessing, Stein .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (01) :302-310
[10]  
Di Giorgio A., 2012, 2012 20th Mediterranean Conference on Control & Automation (MED 2012), P1491, DOI 10.1109/MED.2012.6265850