Update on current approaches, challenges, and prospects of modeling and simulation in renewable and sustainable energy systems

被引:43
|
作者
Yoro, Kelvin O. [1 ]
Daramola, Michael O. [2 ]
Sekoai, Patrick T. [3 ]
Wilson, Uwemedimo N. [4 ]
Eterigho-Ikelegbe, Orevaoghene [5 ]
机构
[1] Lawrence Berkeley Natl Lab, Energy Technol Area, 1 Cyclotron Rd, Berkeley, CA 94720 USA
[2] Univ Pretoria, Dept Chem Engn, Fac Engn Built Environm & Informat Technol, ZA-0028 Pretoria, South Africa
[3] Univ Hong Kong, Dept Biol Sci, Pokfulam, Kadoorie Bldg, Hong Kong 999077, Peoples R China
[4] Nigerian Def Acad, Dept Civil Engn, PMB 2109, Kaduna, Nigeria
[5] Univ Witwatersrand, Fac Engn & Built Environm, Sch Chem & Met Engn, DSI NRF SARChI Clean Coal Technol Res Grp, Private Bag X3, ZA-2050 Johannesburg, South Africa
来源
关键词
Energy systems; Geothermal systems; Modeling and simulation; Model validation; Renewable energy; Sustainable energy; LARGE-SCALE INTEGRATION; POWER-SYSTEM; BIOHYDROGEN PRODUCTION; DISCHARGE PERFORMANCE; SIZE OPTIMIZATION; EUROPEAN-UNION; WASP MODEL; WIND; STORAGE; CELL;
D O I
10.1016/j.rser.2021.111506
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Modeling and simulation (M&S) is a well-known scientific tool that could be used to analyze a system or predict its behavior before physical construction. Despite being an established methodical tool in engineering, only a few review articles discussing emerging topics in M&S are available in open literature, especially for renewable and sustainable energy systems. This review critically examines recent advances in modeling and simulation in the energy sector, with few insights on its approaches, challenges, and prospects in selected renewable and sustainable energy systems (RSES). In addition, the concept of model validation in RSES is systematically discussed based on in-sample and out-of-sample approaches, while potential data sources with crucial elements for model validation in RSES are highlighted. Furthermore, three major groups of sustainable energy system models that play important roles in supporting national and international energy policies arepresented, to bring to light how the modeling of energy systems is evolving to meet its challenges in the design, operation, and control of RSES. This review also presents a comprehensive assessment of the current approaches, challenges, and prospects in modeling the behavior and evaluating the performance of RSES. Finally, areas that need further research and development in renewable and sustainable energy system modeling are also highlighted.
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页数:15
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