Optimal Management of an Energy Storage Unit in a PV-Based Microgrid Integrating Uncertainty and Risk

被引:16
|
作者
Tavakkoli, Mehdi [1 ]
Pouresmaeil, Edris [1 ]
Godina, Radu [2 ]
Vechiu, Ionel [3 ]
Catalao, Joao P. S. [4 ,5 ]
机构
[1] Aalto Univ, Dept Elect Engn & Automat, Espoo 02150, Finland
[2] Univ Nova Lisboa, Fac Sci & Technol FCT, UNIDEMI Dept Mech & Ind Engn, P-2829516 Caparica, Portugal
[3] ESTIA, ESTIA Inst Technol, F-64210 Bidart, France
[4] Univ Porto, Fac Engn, P-4200465 Porto, Portugal
[5] INESC TEC, P-4200465 Porto, Portugal
来源
APPLIED SCIENCES-BASEL | 2019年 / 9卷 / 01期
关键词
conditional value at risk (CVaR); battery storage; optimal management; microgrid; linear programming; THERMAL COMFORT OPTIMIZATION; MODEL-PREDICTIVE CONTROL; WIND POWER; DEMAND RESPONSE; SYSTEM; GENERATION; OPERATION; MARKET; STRATEGY;
D O I
10.3390/app9010169
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper addresses an optimized management of a storage energy battery which is part of a microgrid with a connection to the main grid and is supplied by a photovoltaic (PV) power plant. The main contribution of this paper is to consider uncertainty in electricity price while managing the battery storage. The forecasted value for demand and PV unit are predicted by a seasonal autoregressive integrated moving average model (SARIMA)-capable of accurately characterizing both seasonality effects and tail fatness. The optimal operation of the battery is determined by resolving a linear optimization program in which the objective function comprises the conditional value at risk (CVaR). Using CVaR ensures that the demand is fully supplied while minimizing the risk and operational cost. The cost function is the difference between power sold and bought subject to the charging and discharging rates for the battery and defining upper and lower bounds for the level of battery charge. The simulation results confirm that the risk consideration has a significant effect on the optimized management of a storage energy battery in a photovoltaic grid-connected microgrid.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Operational Adequacy Studies of a PV-Based and Energy Storage Stand-Alone Microgrid
    Koh, L. H.
    Wang, Peng
    Choo, Fook Hoong
    Tseng, King-Jet
    Gao, ZhiYong
    Puettgen, Hans B.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2015, 30 (02) : 892 - 900
  • [2] Operational Adequacy Studies of a PV-based & Energy Storage Stand-alone Microgrid
    Koh, Leong Hai
    2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [3] Multi-Objective Optimal Sizing for Battery Storage of PV-Based Microgrid with Demand Response
    Zhou, Nan
    Liu, Nian
    Zhang, Jianhua
    Lei, Jinyong
    ENERGIES, 2016, 9 (08)
  • [4] Energy Management and Operational Planning of a Microgrid With a PV-Based Active Generator for Smart Grid Applications
    Kanchev, Hristiyan
    Lu, Di
    Colas, Frederic
    Lazarov, Vladimir
    Francois, Bruno
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (10) : 4583 - 4592
  • [5] Energy storage systems for PV-based communal grids
    Opiyo, Nicholas
    JOURNAL OF ENERGY STORAGE, 2016, 7 : 1 - 12
  • [6] Sigma Delta Modulation Controller and Associated Cybersecurity Issues with Battery Energy Storage Integrated with PV-Based Microgrid
    Saiara, Syeda Afra
    Ali, Mohd. Hasan
    ENERGIES, 2024, 17 (24)
  • [7] A Global Optimal Benchmark for Energy Management of Microgrid (GoBuG) Integrating Hybrid Energy Storage System
    Duong, Huy-Ngoc
    Tran, Linh
    Vu, Tuyen
    Vo-Duy, Thanh
    Nguyen, Bao-Huy
    IEEE TRANSACTIONS ON SMART GRID, 2024, 15 (06) : 5429 - 5440
  • [8] Stored Energy Balance for Distributed PV-Based Active Generators in an AC Microgrid
    Diaz, Nelson L.
    Wu, Dan
    Dragicevic, Tomislav
    Vasquez, Juan C.
    Guerrero, Josep M.
    2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [9] Optimal Control Based Energy Management of Energy Management of Multiple Energy Storage Systems in a Microgrid
    Xu, Yinliang
    Shen, Xinwei
    IEEE ACCESS, 2018, 6 : 32925 - 32934
  • [10] Optimal energy management of a renewable-based isolated microgrid with pumped-storage unit and demand response
    Ghasemi, Ahmad
    Enayatzare, Mehdi
    RENEWABLE ENERGY, 2018, 123 : 460 - 474