Technical and Economic Evaluation for Off-Grid Hybrid Renewable Energy System Using Novel Bonobo Optimizer

被引:25
|
作者
Farh, Hassan M. H. [1 ]
Al-Shamma'a, Abdullrahman A. [2 ]
Al-Shaalan, Abdullah M. [2 ]
Alkuhayli, Abdulaziz [2 ]
Noman, Abdullah M. [2 ]
Kandil, Tarek [3 ]
机构
[1] Hong Kong Polytech Univ, Dept Bldg & Real Estate, Fac Construct & Environm, Hung Hom,Kowloon, Hong Kong, Peoples R China
[2] King Saud Univ, Dept Elect Engn, Coll Engn, Riyadh 11421, Saudi Arabia
[3] Georgia Southern Univ, Coll Engn & Comp, Dept Elect & Comp Engn, Statesboro, GA 30460 USA
关键词
hybrid renewable energy system; bonobo optimizer; annualized system cost; optimal solution; convergence rate; renewable energy fraction; artificial intelligent algorithms; TECHNOECONOMIC ANALYSIS; SIZING METHODOLOGIES; SIZE OPTIMIZATION; MICROGRID SYSTEM; MANAGEMENT; ALGORITHM; BATTERY; STORAGE; ELECTRIFICATION; INTEGRATION;
D O I
10.3390/su14031533
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this study, a novel bonobo optimizer (BO) technique is applied to find the optimal design for an off-grid hybrid renewable energy system (HRES) that contains a diesel generator, photovoltaics (PV), a wind turbine (WT), and batteries as a storage system. The proposed HRES aims to electrify a remote region in northern Saudi Arabia based on annualized system cost (ASC) minimization and power system reliability enhancement. To differentiate and evaluate the performance, the BO was compared to four recent metaheuristic algorithms, called big-bang-big-crunch (BBBC), crow search (CS), the genetic algorithm (GA), and the butterfly optimization algorithm (BOA), to find the optimal design for the proposed off-grid HRES in terms of optimal and worst solutions captured, mean, convergence rate, and standard deviation. The obtained results reveal the efficacy of BO compared to the other four metaheuristic algorithms where it achieved the optimal solution of the proposed off-grid HRES with the lowest ASC (USD 149,977.2), quick convergence time, and fewer oscillations, followed by BOA (USD 150,236.4). Both the BBBC and GA algorithms failed to capture the global solution and had high convergence time. In addition, they had high standard deviation, which revealed that their solutions were more dispersed with obvious oscillations. These simulation results proved the supremacy of BO in comparison to the other four metaheuristic algorithms.
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页数:18
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