Demand-Side Energy Management Based on Nonconvex Optimization in Smart Grid

被引:4
|
作者
Ma, Kai [1 ]
Bai, Yege [1 ]
Yang, Jie [1 ,2 ]
Yu, Yangqing [1 ]
Yang, Qiuxia [1 ]
机构
[1] Yanshan Univ, Sch Elect Engn, Qinhuangdao 066004, Peoples R China
[2] Shanghai Jiao Tong Univ, Key Lab Syst Control & Informat Proc, Minist Educ, Shanghai 200240, Peoples R China
来源
ENERGIES | 2017年 / 10卷 / 10期
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
demand-side energy management; multiplier method; Powell direction acceleration method; advance and retreat method; thermal comfort; GAME APPROACH; CONSUMPTION;
D O I
10.3390/en10101538
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Demand-side energy management is used for regulating the consumers' energy usage in smart grid. With the guidance of the grid's price policy, the consumers can change their energy consumption in response. The objective of this study is jointly optimizing the load status and electric supply, in order to make a tradeoff between the electric cost and the thermal comfort. The problem is formulated into a nonconvex optimization model. The multiplier method is used to solve the constrained optimization, and the objective function is transformed to the augmented Lagrangian function without constraints. Hence, the Powell direction acceleration method with advance and retreat is applied to solve the unconstrained optimization. Numerical results show that the proposed algorithm can achieve the balance between the electric supply and demand, and the optimization variables converge to the optimum.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Demand-Side Management in the Smart Grid
    Alizadeh, Mahnoosh
    Li, Xiao
    Wang, Zhifang
    Scaglione, Anna
    Melton, Ronald
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2012, 29 (05) : 55 - 67
  • [2] Demand-Side Energy Storage System Management In Smart Grid
    Chiu, Wei-Yu
    Sun, Hongjian
    Poor, H. Vincent
    [J]. 2012 IEEE THIRD INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2012, : 73 - 78
  • [3] Energy Optimization Techniques for Demand-Side Management in Smart Homes
    Aimal, Syeda
    Parveez, Komal
    Saba, Arje
    Batool, Sadia
    Arshad, Hafsa
    Javaid, Nadeem
    [J]. ADVANCES IN INTELLIGENT NETWORKING AND COLLABORATIVE SYSTEMS, INCOS-2017, 2018, 8 : 515 - 524
  • [4] Demand-Side Management With Shared Energy Storage System in Smart Grid
    Jo, Jaeyeon
    Park, Jinkyoo
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2020, 11 (05) : 4466 - 4476
  • [5] Intelligent Optimization Framework for Efficient Demand-Side Management in Renewable Energy Integrated Smart Grid
    Wasim Khan, Hassan
    Usman, Muhammad
    Hafeez, Ghulam
    Albogamy, Fahad R.
    Khan, Imran
    Shafiq, Zeeshan
    Usman Ali Khan, Mohammad
    Alkhammash, Hend I.
    [J]. IEEE ACCESS, 2021, 9 : 124235 - 124252
  • [6] Optimization Approaches for Demand-Side Management in the Smart Grid: A Systematic Mapping Study
    Mimi, Safaa
    Ben Maissa, Yann
    Tamtaoui, Ahmed
    [J]. SMART CITIES, 2023, 6 (04): : 1630 - 1662
  • [7] Quadratic Programming for Demand-Side Management in the Smart Grid
    Saghezchi, Firooz B.
    Saghezchi, Fatemeh B.
    Nascimento, Alberto
    Rodriguez, Jonathan
    [J]. WIRELESS INTERNET (WICON 2014), 2015, 146 : 97 - 104
  • [8] A generic demand-side management model for smart grid
    Khan, Muhammad Asghar
    Javaid, Nadeem
    Mahmood, Anzar
    Khan, Zahoor Ali
    Alrajeh, Nabil
    [J]. INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2015, 39 (07) : 954 - 964
  • [9] A distributed demand-side management framework for the smart grid
    Barbato, Antimo
    Capone, Antonio
    Chen, Lin
    Martignon, Fabio
    Paris, Stefano
    [J]. COMPUTER COMMUNICATIONS, 2015, 57 : 13 - 24
  • [10] An Integer Linear Programming and Game Theory Based Optimization for Demand-side Management in Smart Grid
    Zhu, Z.
    Tang, J.
    Lambotharan, S.
    Chin, W. H.
    Fan, Z.
    [J]. 2011 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2011, : 1205 - 1210