CVaR-based energy management scheme for optimal resilience and operational cost in commercial building microgrids

被引:160
作者
Tavakoli, Mehdi [1 ]
Shokridehaki, Fatemeh [1 ]
Akorede, Mudathir Funsho [2 ]
Marzband, Mousa [3 ]
Vechiu, Ionel [4 ]
Pouresmaeil, Edris [5 ]
机构
[1] Babol Noshirvani Univ Technol, Fac Elect & Comp Engn, Babol Sar, Iran
[2] Univ Ilorin, Dept Elect & Elect Engn, Ilorin 240003, Nigeria
[3] Northumbria Univ Newcastle, Dept Phys & Elect Engn, Fac Engn & Environm, Newcastle, England
[4] ESTIA Inst Technol, ESTIA, F-64210 Bidart, France
[5] Aalto Univ, Dept Elect Engn & Automat, Espoo 02150, Finland
关键词
Commercial buildings; Resilience; Conditional Value at Risk (CVaR); Energy management; Microgrid; RISK; GENERATION;
D O I
10.1016/j.ijepes.2018.02.022
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 aims at enhancing the resilience of a photovoltaic-based microgrid equipped with battery storage, supplying a typical commercial building. When extreme weather conditions such as hurricane, tsunami and similar events occur, leading to islanding of the microgrid from the main power grid, it is not expected that the microgrid would be taken out of service for a long time. At the same time, it is not cost effective to make the electrical system to be absolutely reliable to provide service for the customers. The main contribution of this paper lies in its ability to determine the optimal point between the operational cost and grid resilience. In other words, this work proposes an optimal management system of battery energy storage in a way to enhance the resilience of the proposed microgrid while maintaining its operational cost at a minimum level. The optimization is achieved by solving a linear optimization programming problem while the Conditional Value at Risk (CVaR) is incorporated in the objective function, The CVaR is used to account for the uncertainty in the intermittent PV system generated power and that in the electricity price. Simulation analyses are carried out in MATLAB to evaluate the performance of the proposed method. Results reveal that the commercial building microgrid resilience is improved remarkably at a slight increase in the operational cost.
引用
收藏
页码:1 / 9
页数:9
相关论文
共 28 条
[1]   Risk-Constrained Offering Strategy for Aggregated Hybrid Power Plant Including Wind Power Producer and Demand Response Provider [J].
Aghaei, Jamshid ;
Barani, Mostafa ;
Shafie-Khah, Miadreza ;
Sanchez de la Nieta, Agustin A. ;
Catalao, Joao P. S. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2016, 7 (02) :513-525
[2]  
[Anonymous], 1994, Time Series Analysis, Forecasting and Control
[3]   Efficient energy management for a grid-tied residential microgrid [J].
Anvari-Moghaddam, Amjad ;
Guerrero, Josep M. ;
Vasquez, Juan C. ;
Monsef, Hassan ;
Rahimi-Kian, Ashkan .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2017, 11 (11) :2752-2761
[4]   Comprehensive Operational Planning Framework for Self-Healing Control Actions in Smart Distribution Grids [J].
Arefifar, Seyed Ali ;
Mohamed, Yasser Abdel-Rady I. ;
EL-Fouly, Tarek H. M. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (04) :4192-4200
[5]   Coherent measures of risk [J].
Artzner, P ;
Delbaen, F ;
Eber, JM ;
Heath, D .
MATHEMATICAL FINANCE, 1999, 9 (03) :203-228
[6]   Defining and Enabling Resiliency of Electric Distribution Systems With Multiple Microgrids [J].
Chanda, Sayonsom ;
Srivastava, Anurag K. .
IEEE TRANSACTIONS ON SMART GRID, 2016, 7 (06) :2859-2868
[7]   Multiobjective Intelligent Energy Management for a Microgrid [J].
Chaouachi, Aymen ;
Kamel, Rashad M. ;
Andoulsi, Ridha ;
Nagasaka, Ken .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (04) :1688-1699
[8]   Hierarchical Coordination of a Community Microgrid With AC and DC Microgrids [J].
Che, Liang ;
Shahidehpour, Mohammad ;
Alabdulwahab, Ahmed ;
Al-Turki, Yusuf .
IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (06) :3042-3051
[9]   DC Microgrids: Economic Operation and Enhancement of Resilience by Hierarchical Control [J].
Che, Liang ;
Shahidehpour, Mohammad .
IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (05) :2517-2526
[10]   Resilient Distribution System by Microgrids Formation After Natural Disasters [J].
Chen, Chen ;
Wang, Jianhui ;
Qiu, Feng ;
Zhao, Dongbo .
IEEE TRANSACTIONS ON SMART GRID, 2016, 7 (02) :958-966