Comparison of Monte Carlo Simulation and Genetic Algorithm in Optimal Wind Farm Layout Design in Manjil Site based on Jensen Model

  • سال انتشار: 1400
  • محل انتشار: دوفصلنامه انرژی های تجدید پذیر و کاربردها، دوره: 2، شماره: 2
  • کد COI اختصاصی: JR_RERA-2-2_011
  • زبان مقاله: انگلیسی
  • تعداد مشاهده: 300
دانلود فایل این مقاله

نویسندگان

M. A. Javadi

Department of Mechanical Engineering, West Tehran Branch, Islamic Azad University, Tehran, Iran

H. Ghomashi

School of Mechanical Engineering, Islamic Azad University, South Tehran Branch, Tehran, Iran

M. Taherinezhad

Department of mechanical and manufacturing Engineering, University of Calgary, Canada

M. Nazarahari

Department of Mechanical Engineering, West Tehran Branch, Islamic Azad University, Tehran, Iran

R. Ghasemiasl

Department of Mechanical Engineering, West Tehran Branch, Islamic Azad University, Tehran, Iran

چکیده

AbstractOptimal 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-۴۷ 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 ۲۹% and ۴۰% 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 ۱۶% less than the genetic algorithm, which indicates its better optimization.

کلیدواژه ها

Keywords: Wind Turbine, Optimization, Monte Carlo Method, Genetic Algorithm, Farm Layout

اطلاعات بیشتر در مورد COI

COI مخفف عبارت CIVILICA Object Identifier به معنی شناسه سیویلیکا برای اسناد است. COI کدی است که مطابق محل انتشار، به مقالات کنفرانسها و ژورنالهای داخل کشور به هنگام نمایه سازی بر روی پایگاه استنادی سیویلیکا اختصاص می یابد.

کد COI به مفهوم کد ملی اسناد نمایه شده در سیویلیکا است و کدی یکتا و ثابت است و به همین دلیل همواره قابلیت استناد و پیگیری دارد.