Integrating scenario-based stochastic-model predictive control and load forecasting for energy management of grid-connected hybrid energy storage systems

被引:29
|
作者
Abdelghany, Muhammad Bakr [1 ,2 ]
Al -Durra, Ahmed [1 ]
Zeineldin, Hatem [1 ,3 ]
Gao, Fei [4 ]
机构
[1] Khalifa Univ Sci & Technol, Dept Elect & Comp Engn, Sas Al Nakhl Campus, Abu Dhabi, U Arab Emirates
[2] Minia Univ, Fac Engn, Comp & Syst Engn Dept, Al Minya, Egypt
[3] Cairo Univ, Elect Power Engn Dept, Giza, Egypt
[4] Univ Technol Belfort Montbeliard UTBM, Sch Energy & Comp Sci, F-90010 Belfort, France
关键词
Energy management systems; Characterization of uncertainties; Stochastic model predictive control; Hybrid energy storage systems; Lifetime characteristics; HYDROGEN-PRODUCTION; MICROGRIDS;
D O I
10.1016/j.ijhydene.2023.05.249
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
In the context of renewable energy systems, microgrids (MG) are a solution to enhance the reliability of power systems. In the last few years, there has been a growing use of energy storage systems (ESSs), such as hydrogen and battery storage systems, because of their environmentally-friendly nature as power converter devices. However, their short lifespan represents a major challenge to their commercialization on a large scale. To address this issue, the control strategy proposed in this paper includes cost functions that consider the degradation of both hydrogen devices and batteries. Moreover, the proposed controller uses scenarios to reflect the stochastic nature of renewable energy resources (RESs) and load demand. The objective of this paper is to integrate a stochastic model predictive control (SMPC) strategy for an economical/environmental MG coupled with hydrogen and battery ESSs, which interacts with the main grid and external consumers. The system's participation in the electricity market is also managed. Numerical analyses are conducted using RESs profiles, and spot prices of solar panels and wind farms in Abu Dhabi, UAE, to demonstrate the effectiveness of the proposed controller in the presence of uncertainties.Based on the results, the developed control has been proven to effectively manage the integrated system by meeting overall constraints and energy demands, while also reducing the operational cost of hydrogen devices and extending battery lifetime. (c) 2023 The Author(s). Published by Elsevier Ltd on behalf of Hydrogen Energy Publications LLC. This is an open access article under the CC BY license (http://creativecommons.org/ licenses/by/4.0/).
引用
收藏
页码:35624 / 35638
页数:15
相关论文
共 50 条
  • [21] Scenario-based Model Predictive Control of Stochastic Constrained Linear Systems
    Bernardini, Daniele
    Bemporad, Alberto
    PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, : 6333 - 6338
  • [22] Model Predictive Control of Grid-Connected Wind Energy Conversion System
    Srivastava, Apoorva
    Bajpai, R. S.
    IETE JOURNAL OF RESEARCH, 2022, 68 (05) : 3474 - 3486
  • [23] ENHANCING EFFECTIVENESS OF GRID-CONNECTED PHOTOVOLTAIC SYSTEMS BY USING HYBRID ENERGY STORAGE SYSTEMS
    Nguyen, Hong Viet Phuong
    Nguyen, Van Tan
    Vo, Quang Son
    Nguyen, Binh Nam
    Dao, Huu Dan
    Truong, Dinh Minh Duc
    JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2021, 16 (02): : 1561 - 1576
  • [24] Optimal Control of a Grid-Connected Hybrid Electrical Energy Storage System for Homes
    Wang, Yanzhi
    Lin, Xue
    Pedram, Massoud
    Park, Sangyoung
    Chang, Naehyuck
    DESIGN, AUTOMATION & TEST IN EUROPE, 2013, : 881 - 886
  • [25] Control of Energy Storage System Integrating Electrochemical Batteries and Supercapacitors for Grid-Connected Applications
    Rocabert, Joan
    Capo-Misut, Ruben
    Santiago Munoz-Aguilar, Raul
    Ignacio Candela, Jose
    Rodriguez, Pedro
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2019, 55 (02) : 1853 - 1862
  • [26] Advanced Control for Energy Management of Grid-Connected Hybrid Power Systems in the Sugar Cane Industry
    Morato, Marcelo Menezes
    da Costa Mendes, Paulo Renato
    Normey-Rico, Julio Elias
    Bordons, Carlos
    IFAC PAPERSONLINE, 2017, 50 (01): : 31 - 36
  • [27] Control of Energy Storage System Integrating Electrochemical Batteries and SC for Grid-connected Applications
    Capo-Misut, Ruben
    Santiago Munoz-Aguilar, Raul
    Rocabert, Joan
    Ignacio Candela, Jose
    Rodriguez, Pedro
    2016 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2016,
  • [28] Control and Charge Management of a Grid-Connected Photovoltaic System with Plug-in Hybrid Vehicle as Energy Storage
    Zhang, Y.
    Haque, M. E.
    Mahmud, M. A.
    2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [29] A scenario-based economic-stochastic model predictive control for the management of microgrids
    Alarcon, Martin A.
    Alarcon, Rodrigo G.
    Gonzalez, Alejandro H.
    Ferramosca, Antonio
    SUSTAINABLE ENERGY GRIDS & NETWORKS, 2023, 36
  • [30] An Energy Storage Performance Improvement Model for Grid-Connected Wind-Solar Hybrid Energy Storage System
    Zhu, Rui
    Zhao, An-lei
    Wang, Guang-chao
    Xia, Xin
    Yang, Yaopan
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2020, 2020