Optimal tuning of a wind plant energy production based on improved grey wolf optimizer

نویسندگان

چکیده

The tuning of optimal controller parameters in wind plant is crucial order to minimize the effect wake interaction between turbines. purpose this paper develop an improved grey wolf optimizer (I-GWO) tune turbines so that total energy production a increased. updating mechanism original GWO modified improve efficiency exploration and exploitation phase while avoiding trapping local minima solution. A row ten considered evaluate effectiveness I-GWO by maximizing production. proposed approach compared with previously published GWO. Finally, produces highest as other methods, shown statistical performance analysis.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Grey Wolf Optimizer

This work proposes a new meta-heuristic called Grey Wolf Optimizer (GWO) inspired by grey wolves (Canis lupus). The GWO algorithm mimics the leadership hierarchy and hunting mechanism of grey wolves in nature. Four types of grey wolves such as alpha, beta, delta, and omega are employed for simulating the leadership hierarchy. In addition, the three main steps of hunting, searching for prey, enc...

متن کامل

Wind Integrated Thermal Unit Commitment Solution using Grey Wolf Optimizer

Received Dec 24, 2016 Revised Apr 26, 2017 Accepted Jun 14, 2017 The augment of ecological shield and the progressive exhaustion of traditional fossil energy sources have increased the interests in integrating renewable energy sources into existing power system. Wind power is becoming worldwide a significant component of the power generation portfolio. Profuse literatures have been reported for...

متن کامل

An Improved Bat Algorithm with Grey Wolf Optimizer for Solving Continuous Optimization Problems

Metaheuristic algorithms are used to solve NP-hard optimization problems. These algorithms have two main components, i.e. exploration and exploitation, and try to strike a balance between exploration and exploitation to achieve the best possible near-optimal solution. The bat algorithm is one of the metaheuristic algorithms with poor exploration and exploitation. In this paper, exploration and ...

متن کامل

Blind Voice Separation Based on Empirical Mode Decomposition and Grey Wolf Optimizer Algorithm

Blind voice separation refers to retrieve a set of independent sources combined by an unknown destructive system. The proposed separation procedure is based on processing of the observed sources without having any information about the combinational model or statistics of the source signals. Also, the number of combined sources is usually predefined and it is difficult to estimate based on the ...

متن کامل

An Easily Understandable Grey Wolf Optimizer and Its Application to Fuzzy Controller Tuning

This paper proposes an easily understandable Grey Wolf Optimizer (GWO) applied to the optimal tuning of the parameters of Takagi-Sugeno proportional-integral fuzzy controllers (T-S PI-FCs). GWO is employed for solving optimization problems focused on the minimization of discrete-time objective functions defined as the weighted sum of the absolute value of the control error and of the squared ou...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Bulletin of Electrical Engineering and Informatics

سال: 2021

ISSN: ['2302-9285']

DOI: https://doi.org/10.11591/eei.v10i1.2509