A survey of artificial neural network in wind energy systems

AP Marugán, FPG Márquez, JMP Perez… - Applied energy, 2018 - Elsevier
Wind energy has become one of the most important forms of renewable energy. Wind
energy conversion systems are more sophisticated and new approaches are required based …

Multi-objective deep reinforcement learning for optimal design of wind turbine blade

Z Wang, T Zeng, X Chu, D Xue - Renewable Energy, 2023 - Elsevier
The design of a wind turbine blade is a typical complex multi-objective optimization problem,
mostly solved by evolutionary algorithms. However, these methods are not effective due to …

Design and optimization of a novel U-type vertical axis wind turbine with response surface and machine learning methodology

B Cheng, Y Yao - Energy Conversion and Management, 2022 - Elsevier
A novel U-type Darrieus Wind Turbine (UDWT) is proposed by this study. During the design
and optimization of UDWT, Machine Learning (ML) method based on BPNN and three …

Design optimization of a curved wind turbine blade using neural networks and an aero-elastic vortex method under turbulent inflow

M Sessarego, J Feng, N Ramos-García, SG Horcas - Renewable Energy, 2020 - Elsevier
This article describes the application of neural networks for the design optimization of a
curved wind turbine blade using an aero-elastic simulator with synthetic inflow turbulence. A …

Optimal decision-making via binary decision diagrams for investments under a risky environment

A Pliego Marugán, FP García Márquez… - International Journal of …, 2017 - Taylor & Francis
This paper presents two methods for supporting investments and resource allocation in a
constrained risky environment. These methods are based on the application of logical …

Wind turbine blade geometry design based on multi-objective optimization using metaheuristics

JXV Neto, EJG Junior, SR Moreno, HVH Ayala… - Energy, 2018 - Elsevier
The application of evolutionary algorithms to wind turbine blade design can be interesting,
by reducing the number of aerodynamic-to-structural design loops in the conventional …

Design optimization of a wind turbine blade to reduce the fluctuating unsteady aerodynamic load in turbulent wind

J Jeong, K Park, S Jun, K Song, DH Lee - Journal of mechanical science …, 2012 - Springer
Abstract Design optimization of the wind turbine of a NREL 1.5-MW HAWT blade was
studied to minimize the fluctuation of the bending moment of the blade in turbulent wind. In …

Topology optimization applied to the development of small scale pump

LFN Sá, JS Romero, O Horikawa, ECN Silva - Structural and …, 2018 - Springer
Flow machines are very important to industry, being widely used on various processes.
Performance improvements are relevant factors and can be achieved by using optimization …

Design optimization of laminar flow machine rotors based on the topological derivative concept

LF N. Sá, AA Novotny, JS Romero… - Structural and …, 2017 - Springer
Flow machines are very important to industry, being widely used on various processes.
Thus, performance improvements are relevant and can be achieved by using topology …

[PDF][PDF] Structural optimization of 3 MW wind turbine blades using a two-step procedure

KN Chen, PY Chen - International Journal for Simulation and …, 2010 - academia.edu
Modern large wind turbines, utilized to harness the kinetic energy of the wind, are rated at
megawatts in output power. The design of large wind turbine blades must consider both their …