Operational performance of energy storage as function of electricity prices for on-grid hybrid renewable energy system by optimized fuzzy logic controller

被引:105
作者
Athari, M. H. [1 ]
Ardehali, M. M. [1 ]
机构
[1] Amirkabir Univ Technol, Energy Res Ctr, Dept Elect Engn, Tehran 158254413, Iran
关键词
Renewable energy; Energy storage; Fuzzy logic controller; Optimization; Evolutionary algorithms; HYDROGEN STORAGE; MANAGEMENT; ALGORITHM; INVERTER; DESIGN; SCHEME;
D O I
10.1016/j.renene.2015.07.055
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Realization of benefits from on-grid distributed generation based on renewable energy sources requires employment of energy storage to overcome the intermittency in power generation by such sources, while accounting for time-varying electricity prices. The objective of this study is to examine the effects of time-varying electricity prices on the performance of energy storage components for an on-grid hybrid renewable energy system (HRES) utilizing an optimized fuzzy logic controller (FLC). To achieve the objective, FLC membership functions are optimized for minimizing the operational cost of the HRES based on weekly and daily prediction of data for grid electricity price, electrical load, and environmental parameters, including wind speed, solar irradiation, and ambient temperature, using shuffled frog leap algorithm. FLC three inputs include (a) grid electricity price, (b) net power flow as the difference between energy produced and energy consumed, and (c) state of charge (SOC) of battery stack. It is confirmed that accounting for grid electricity price has considerable effects on the performance of energy storage components for operation of on-grid HRES, as the weekly and daily optimized FLCs result in less working hours for fuel cell and electrolyzer and less fluctuations in SOC of battery stack. (c) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:890 / 902
页数:13
相关论文
共 50 条
[21]   Optimization of On-Grid Hybrid Renewable Energy System: A Case Study on Azad Jammu and Kashmir [J].
Shahzad, Mohsin ;
Qadir, Arsalan ;
Ullah, Noman ;
Mahmood, Zahid ;
Saad, Naufal Mohamad ;
Ali, Syed Saad Azhar .
SUSTAINABILITY, 2022, 14 (10)
[22]   Robust energy management for an on-grid hybrid hydrogen refueling and battery swapping station based on renewable energy [J].
Xu, Xiao ;
Hu, Weihao ;
Liu, Wen ;
Du, Yuefang ;
Huang, Qi ;
Chen, Zhe .
JOURNAL OF CLEANER PRODUCTION, 2022, 331
[23]   Particle swarm optimization of the fuzzy logic controller for a hybrid energy storage system in an electric car [J].
Michalczuk, Marek ;
Ufnalski, Bartlomiej ;
Grzesiak, Lech M. .
2016 18TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS (EPE'16 ECCE EUROPE), 2016,
[24]   Optimized operation combining costs, efficiency and lifetime of a hybrid renewable energy system with energy storage by battery and hydrogen in grid-connected applications [J].
Garcia-Trivino, Pablo ;
Fernandez-Ramirez, Luis M. ;
Gil-Mena, Antonio J. ;
Llorens-Iborra, Francisco ;
Andres Garcia-Vazquez, Carlos ;
Jurado, Francisco .
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2016, 41 (48) :23132-23144
[25]   Analysis and Sizing of Mini-Grid Hybrid Renewable Energy System for Islands [J].
Tsai, Chih-Ta ;
Beza, Teketay Mulu ;
Molla, Emiyamrew Minaye ;
Kuo, Cheng-Chien .
IEEE ACCESS, 2020, 8 :70013-70029
[26]   An intelligent energy management for an on-grid hybrid energy system cost reduction [J].
Riveron-Miranda, Israel ;
Gomez-Gonzalez, Jose Francisco ;
Mendez-Perez, Juan Albino .
JOURNAL OF ENERGY STORAGE, 2025, 110
[27]   FUZZY LOGIC CONTROLLER APPLICATION IN HYBRID SOLAR AND WIND ENERGY SYSTEM [J].
Mammadov, F. F. .
2019 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND DATA PROCESSING (IDAP 2019), 2019,
[28]   FUZZY LOGIC CONTROLLER APPLICATION IN HYBRID SOLAR AND WIND ENERGY SYSTEM [J].
Mammadov, Fuad F. .
PROCEEDINGS OF THE7TH INTERNATIONAL CONFERENCE ON CONTROL AND OPTIMIZATION WITH INDUSTRIAL APPLICATIONS, VOL. 1, 2020, :254-256
[29]   The role of hybrid hydrogen-battery storage in a grid-connected renewable energy microgrid considering time-of-use electricity tariffs [J].
Modu, Babangida ;
Abdullah, Md Pauzi ;
Alkassem, Abdulrahman ;
Hamza, Mukhtar Fatihu ;
Bukar, Abba Lawan .
JOURNAL OF ENERGY STORAGE, 2025, 105
[30]   Modeling and Control of a Renewable Hybrid Energy System With Hydrogen Storage [J].
Trifkovic, Milana ;
Sheikhzadeh, Mehdi ;
Nigim, Khaled ;
Daoutidis, Prodromos .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2014, 22 (01) :169-179