Model predictive control-based operation management for a residential microgrid with considering forecast uncertainties and demand response strategies

被引:96
作者
Zhang, Yan [1 ]
Wang, Rui [1 ]
Zhang, Tao [1 ]
Liu, Yajie [1 ]
Guo, Bo [1 ]
机构
[1] Natl Univ Def Technol, Coll Informat Syst & Management, Changsha 410073, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
linear programming; integer programming; demand side management; predictive control; distributed power generation; power grids; demand forecasting; energy management systems; pricing; renewable energy sources; iterative methods; optimal control; power generation economics; thermal energy storage; hybrid electric vehicles; sensitivity analysis; power generation control; residential microgrid; model predictive control-based operation management; forecast uncertainty; demand response strategy; MPC-based home energy management system; load demand time-varying information; electricity price; renewable energy generation; finite-horizon mixed-integer linear programming problem; RM optimal control action; iterative formulation; responsive thermal load; responsive electrical load; plug-in hybrid electric vehicle; electrical energy storage unit; thermal energy storage unit; EVOLUTIONARY ALGORITHMS; ENERGY MANAGEMENT; OPTIMIZATION; SYSTEMS; LOAD;
D O I
10.1049/iet-gtd.2015.1127
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 study proposes a model predictive control (MPC)-based home energy management system for residential microgrid (RM) in which all related information such as the time-varying information of the load demand, electricity price and renewable energy generations, are all taken into account. A novel finite-horizon mixed-integer linear programming problem is iteratively formulated to investigate the optimal control actions of the RM under an MPC framework. Three case studies are conducted to discuss the technical and economic impacts of the responsive electrical and thermal loads, plug-in hybrid electric vehicles, and electrical and thermal energy storage units. Moreover, a sensitivity analysis is performed to demonstrate the superiority of the proposed approach when forecasts of related information are imperfect.
引用
收藏
页码:2367 / 2378
页数:12
相关论文
共 18 条
[1]   Control of systems integrating logic, dynamics, and constraints [J].
Bemporad, A ;
Morari, M .
AUTOMATICA, 1999, 35 (03) :407-427
[2]   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
[3]   Automation of residential load in power distribution systems with focus on demand response [J].
Deese, Anthony S. ;
Carrigan, Brian ;
Stein, Elliot ;
Klein, Elie .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2013, 7 (04) :357-365
[4]   An event driven Smart Home Controller enabling consumer economic saving and automated Demand Side Management [J].
Di Giorgio, Alessandro ;
Pimpinella, Laura .
APPLIED ENERGY, 2012, 96 :92-103
[5]   Economic impacts of small-scale own generating and storage units, and electric vehicles under different demand response strategies for smart households [J].
Erdinc, Ozan .
APPLIED ENERGY, 2014, 126 :142-150
[6]   Optimal control of a residential microgrid [J].
Kriett, Phillip Oliver ;
Salani, Matteo .
ENERGY, 2012, 42 (01) :321-330
[7]   Score-based intelligent home energy management (HEM) algorithm for demand response applications and impact of HEM operation on customer comfort [J].
Kuzlu, Murat .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2015, 9 (07) :627-635
[8]   Approximately global optimization for assortment problems using piecewise linearization techniques [J].
Li, HL ;
Chang, CT ;
Tsai, JF .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 140 (03) :584-589
[9]   Sustainable energy development: The present (2009) situation and possible paths to the future [J].
Lior, Noam .
ENERGY, 2010, 35 (10) :3976-3994
[10]   Optimal Residential Load Control With Price Prediction in Real-Time Electricity Pricing Environments [J].
Mohsenian-Rad, Amir-Hamed ;
Leon-Garcia, Alberto .
IEEE TRANSACTIONS ON SMART GRID, 2010, 1 (02) :120-133