Sizing and implementing off-grid stand-alone photovoltaic/battery systems based on multi-objective optimization and techno-economic (MADE) analysis

被引:46
|
作者
Ridha, Hussein Mohammed [1 ,2 ]
Gomes, Chandima [3 ]
Hazim, Hashim [1 ,2 ]
Ahmadipour, Masoud [1 ,2 ]
机构
[1] Univ Putra Malaysia, Dept Elect & Elect Engn, Serdang 43400, Selangor, Malaysia
[2] Univ Putra Malaysia, Adv Lighting & Power Energy Res ALPER, Seri Kembangan 43400, Selangor, Malaysia
[3] Univ Witwatersrand, Sch Elect & Informat Engn, 1 Jan Smuts Ave, ZA-2000 Johannesburg, South Africa
关键词
Off-grid SAPV system; Multi-objective optimization; Differential evolution; Storage battery; LLP; LCC; REMOTE HOUSING ELECTRIFICATION; ENERGY-STORAGE TECHNOLOGIES; DIFFERENTIAL EVOLUTION; RURAL ELECTRIFICATION; PARAMETER EXTRACTION; POWER-SYSTEM; SOLAR; ALGORITHM; COST; MODELS;
D O I
10.1016/j.energy.2020.118163
中图分类号
O414.1 [热力学];
学科分类号
摘要
Sun energy is widely utilized to power stand-alone photovoltaic systems (SAPV). However, the lack of long term hourly meteorological data and inaccurate methods result in obstacles in designing the SAPV system. Therefore, an optimal sizing methodology is necessary to guarantee satisfactory performance. In this study, a new mutation adaptive differential evolution (MADE) based on a multi-objective optimization algorithm is presented to optimize the configuration of the off-grid SAPV system. Three conflict objectives are normalized, weighted, and then aggregated by mono-objective function to optimally size the off-grid stand-alone PV system. The performance of the proposed SAPV system is analyzed based on three types of batteries which are lead-acid, AGM, and lithium-ion. The results show that the optimal configuration based on lead-acid has less fitness function (f), life cycle cost (LCC), levelized cost of energy (LCE), with a high level of loss of load probability (LLP), and their values are 0.0268, 54,896 USD, 1.58USD, and 0.19%, respectively. Moreover, the optimal numbers of the PV modules (in series and parallel) and lead-acid battery are 9, 28, and 42, respectively. Therefore, the SAPV system based on lead-acid battery can be very suitable for real-world applications. (C) 2020 Elsevier Ltd. All rights reserved.
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页数:16
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