Integration of energy storage system and renewable energy sources based on artificial intelligence: An overview

被引:195
作者
Abdalla, Ahmed N. [1 ]
Nazir, Muhammad Shahzad [2 ]
Tao, Hai [3 ]
Cao, Suqun [1 ]
Ji, Rendong [1 ]
Jiang, Mingxin [1 ]
Yao, Liu [4 ]
机构
[1] Huaiyin Inst Technol, Fac Elect Informat Engn, Huaian 223003, Jiangsu, Peoples R China
[2] Huaiyin Inst Technol, Fac Automat, Huaian 223003, Jiangsu, Peoples R China
[3] Baoji Univ Arts & Sci, Dept Comp Sci, Baoji 721013, Peoples R China
[4] Huaiyin Inst Technol, Fac Management Engn, Huaian 223003, Peoples R China
关键词
Hybrid energy storage system; Renewable energy; Artificial intelligent; Optimisation and state estimation; Control strategy; WIND POWER; ELECTROLYTE-SOLUTION; SEARCH OPTIMIZATION; HYBRID SYSTEM; SOLAR POWER; FUEL-CELL; HYDROGEN; DESIGN; TECHNOLOGIES; MANAGEMENT;
D O I
10.1016/j.est.2021.102811
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Energy storage technology plays a role in improving new energy consumption capacities, ensuring the stable and economic operation of power systems, and promoting the widespread application of renewable energy technologies. Several new developments, ideas, approaches, and technologies have been introduced into this area from fields including materials, knowledge manage, electricity, control, and artificial intelligence. Based on the technical characteristics of renewable energy, this study reviews the roles, classifications, design optimisation methods, and applications of energy storage systems in power systems. First, we introduce the different types of energy storage technologies and applications, e.g. for utility-based power generation, transportation, heating, and cooling. Second, we briefly introduce the states of an energy storage system, along with its operation processes and energy storage capacity. Third, a comprehensive review is conducted on artificial intelligence applications in regards to optimisation system configuration, and energy control strategy, along with the applicability of different energy storage technologies. Finally, several issues and insights are discussed, offering new inspiration and concepts for the future study of integrated energy storage systems.
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页数:13
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