Load scheduling;
enhanced robust Index model;
home energy local network (HELN);
load shifting;
robust optimization;
DEMAND RESPONSE;
STOCHASTIC OPTIMIZATION;
RENEWABLE ENERGY;
MANAGEMENT;
UNCERTAINTY;
APPLIANCES;
D O I:
10.1109/ACCESS.2018.2889762
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
In this paper, an enhanced robust index model is proposed to optimize the robust level of home energy local network (HELN) due to the uncertainty of customer behavior. Numerous household appliances are considered, which are divided into three categories: 1) essential loads; 2) shiftable loads; and 3) throttleable loads. The proposed robust optimization is formulated to minimize the total energy cost and maximize the robust level and satisfaction level of end users. An enhanced robust index (RI) with the upper and lower limits of the robust level is integrated into load scheduling in the form of a cost function as well as additional constraints, to avoid excessive robust levels for some of the appliances and obtain a reasonable energy dispatch strategy. Moreover, a load shifting strategy is proposed based on a quick sort algorithm to improve the robust level and further reduce the energy cost of HELN. This paper investigates how the robust optimization strategy behaves in different demand response scenarios. Finally, the case studies and numerical results are presented to discuss the effectiveness of the proposed model through an integrative simulation approach.
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Deng, Ruilong
;
Yang, Zaiyue
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Guilin Univ Elect Technol, Key Lab Cognit Radio & Informat Proc, Minist Educ, Guilin, Guangxi, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Yang, Zaiyue
;
Chen, Jiming
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Chen, Jiming
;
Chow, Mo-Yuen
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Dept Elect Engn, Raleigh, NC 27606 USAZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, EnglandUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
Du, Yuefang F.
;
Jiang, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, EnglandUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
Jiang, Lin
;
Li, Yuanzheng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, EnglandUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
Li, Yuanzheng
;
Wu, Qinghua
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R ChinaUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
机构:
Univ So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
Gangammanavar, Harsha
;
Sen, Suvrajeet
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
Sen, Suvrajeet
;
Zavala, Victor M.
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Div Math & Comp Sci, 9700 S Cass Ave, Argonne, IL 60439 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Deng, Ruilong
;
Yang, Zaiyue
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Guilin Univ Elect Technol, Key Lab Cognit Radio & Informat Proc, Minist Educ, Guilin, Guangxi, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Yang, Zaiyue
;
Chen, Jiming
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
Chen, Jiming
;
Chow, Mo-Yuen
论文数: 0引用数: 0
h-index: 0
机构:
N Carolina State Univ, Dept Elect Engn, Raleigh, NC 27606 USAZhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, EnglandUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
Du, Yuefang F.
;
Jiang, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, EnglandUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
Jiang, Lin
;
Li, Yuanzheng
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, EnglandUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
Li, Yuanzheng
;
Wu, Qinghua
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R ChinaUniv Liverpool, Dept Elect Engn & Elect, Liverpool L69 3GJ, Merseyside, England
机构:
Univ So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
Gangammanavar, Harsha
;
Sen, Suvrajeet
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
Sen, Suvrajeet
;
Zavala, Victor M.
论文数: 0引用数: 0
h-index: 0
机构:
Argonne Natl Lab, Div Math & Comp Sci, 9700 S Cass Ave, Argonne, IL 60439 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA