Comparison of Monte Carlo Simulation and Genetic Algorithm in Optimal Wind Farm Layout Design in Manjil Site based on Jensen Model | ||
| Renewable Energy Research and Applications | ||
| دوره 2، شماره 2، مهر 2021، صفحه 211-221 اصل مقاله (935.44 K) | ||
| نوع مقاله: Original Article | ||
| شناسه دیجیتال (DOI): 10.22044/rera.2021.11062.1071 | ||
| نویسندگان | ||
| M. A. Javadi1؛ H. Ghomashi2؛ M. Taherinezhad3؛ M. Nazarahari* 1؛ R. Ghasemiasl1 | ||
| 1Department of Mechanical Engineering, West Tehran Branch, Islamic Azad University, Tehran, Iran | ||
| 2School of Mechanical Engineering, Islamic Azad University, South Tehran Branch, Tehran, Iran | ||
| 3Department of mechanical and manufacturing Engineering, University of Calgary, Canada | ||
| چکیده | ||
| Abstract Optimal arrangement of turbines in wind farms is very important to achieve maximum energy at the lowest cost. In the present study, the use of Vestas V-47 wind turbine and uniform one-way wind in achieving the optimal arrangement of horizontal axis turbines in Manjil with genetic and Monte Carlo algorithms has been investigated. Jensen model is used to simulate the wake effect on the downstream turbines. The objective function is considered as the ratio of cost to power of the power plant. The results show that the Monte Carlo method compared with genetic algorithm will give a better result. Under the same conditions, the Monte Carlo algorithm will give 29% and 40% better results in terms of the number of turbines and output power, respectively. In terms of optimization, in the Monte Carlo algorithm, its fitness value is 16% less than the genetic algorithm, which indicates its better optimization. | ||
| کلیدواژهها | ||
| Keywords: Wind Turbine؛ Optimization؛ Monte Carlo Method؛ Genetic Algorithm؛ Farm Layout | ||
| مراجع | ||
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