A teaching-learning-based optimization algorithm with reinforcement learning to address wind farm layout optimization problem

X Yu, W Zhang - Applied Soft Computing, 2024 - Elsevier
As the global demand for renewable energy continues to rise, wind energy has received
widespread attention as an eco-friendly energy source. Wind power generation is regarded …

Optimization of wind farm layout with optimum coordination of turbine cooperations

XY Tang, Q Yang, B Stoevesandt, Y Sun - Computers & Industrial …, 2022 - Elsevier
Traditional methods for micro-siting of wind farms usually assume that each turbine is
controlled to obtain its individual maximum power generation. However, it is now common …

Layout optimization of a wind farm to maximize the power output using enhanced teaching learning based optimization technique

J Patel, V Savsani, V Patel, R Patel - Journal of Cleaner Production, 2017 - Elsevier
The global warming is a major concern in the present era that arises a need of cleaner
production of energy. The wind energy is a major source of contribution for such clean …

Multi-team perturbation guiding Jaya algorithm for optimization of wind farm layout

RV Rao, HS Keesari - Applied Soft Computing, 2018 - Elsevier
This study proposes a Multi-team perturbation-guiding Jaya (MTPG-Jaya) algorithm which
uses multiple teams to explore the search space. Each team uses the same set of a …

A review of 10× 10 and 20× 20 grid-type wind turbine placement problems solving by metaheuristics

AC Cinar - Environmental Science and Pollution Research, 2023 - Springer
Wind energy is the most important renewable energy source produced by wind turbines. The
optimal placement of wind turbines is a challenging binary optimization problem. Maximizing …

Effectiveness of optimized control strategy and different hub height turbines on a real wind farm optimization

L Wang, ME Cholette, Y Zhou, J Yuan, ACC Tan, Y Gu - Renewable energy, 2018 - Elsevier
In this paper, a real wind farm layout optimization is carried out by applying the novel
optimized wind farm control strategy (coordinating wind turbine operations by setting …

A computationally-efficient layout optimization method for real wind farms considering altitude variations

L Wang, ME Cholette, ACC Tan, Y Gu - Energy, 2017 - Elsevier
In this paper, a novel computationally-efficient optimization scheme is proposed to account
for the effect of wind speed variations over non-flat terrain and irregular land plot boundary …

Metaheuristics for solving the wind turbine placement problem

AC Cinar - Comprehensive Metaheuristics, 2023 - Elsevier
The artificial gorilla troops optimizer (AGTO) is one of the recently developed nature-inspired
optimization algorithms. AGTO was first developed for solving continuous optimization …

Wind farm layout optimization

There are many factors affecting the performance of a wind farm, including site location and
layout. Wind farm layout optimization has become one of the critical approaches to increase …

An unrestricted placement of wind turbines toward maximizing the energy output using teacher-artificial bee colony algorithm

J Patel, V Savsani, V Patel, R Patel - … in Smart Grid and Renewable Energy …, 2018 - Springer
The wind farm layout optimization (WFLO) is a problem that helps to alter the position of
wind turbines and arrange in such a way that the assembly of the turbines has reduced …