A Data-Driven Maintenance Support System for Wind Energy Conversion Systems

2014 ◽  
Vol 47 (3) ◽  
pp. 11470-11475 ◽  
Author(s):  
Minjia Krueger ◽  
Adel Haghani ◽  
Steven X. Ding ◽  
Torsten Jeinsch ◽  
Peter Engel
Keyword(s):  
Wind Energy ◽  
Energy Conversion ◽  
Support System ◽  
Data Driven ◽  
Wind Energy Conversion ◽  
Wind Energy Conversion Systems ◽  
Energy Conversion Systems

scholarly journals Neural Network Compensation Control for Output Power Optimization of Wind Energy Conversion System Based on Data-Driven Control

2012 ◽  
Vol 2012 ◽  
pp. 1-8 ◽  
Author(s):  
T. Li ◽  
A. J. Feng ◽  
L. Zhao
Keyword(s):  
Neural Network ◽  
Wind Energy ◽  
Energy Conversion ◽  
Wind Farm ◽  
Data Driven ◽  
Wind Energy Conversion ◽  
Wind Energy Conversion Systems ◽  
Network Training ◽  
Energy Conversion Systems ◽  
Control System Model

Due to the uncertainty of wind and because wind energy conversion systems (WECSs) have strong nonlinear characteristics, accurate model of the WECS is difficult to be built. To solve this problem, data-driven control technology is selected and data-driven controller for the WECS is designed based on the Markov model. The neural networks are designed to optimize the output of the system based on the data-driven control system model. In order to improve the efficiency of the neural network training, three different learning rules are compared. Analysis results and SCADA data of the wind farm are compared, and it is shown that the method effectively reduces fluctuations of the generator speed, the safety of the wind turbines can be enhanced, the accuracy of the WECS output is improved, and more wind energy is captured.

scholarly journals Data-Driven Multimode Fault Detection for Wind Energy Conversion Systems

2015 ◽  
Vol 48 (21) ◽  
pp. 633-638 ◽  
Author(s):  
Adel Haghani ◽  
Minjia Krueger ◽  
Torsten Jeinsch ◽  
Steven X. Ding ◽  
Peter Engel
Keyword(s):  
Fault Detection ◽  
Wind Energy ◽  
Energy Conversion ◽  
Data Driven ◽  
Wind Energy Conversion ◽  
Wind Energy Conversion Systems ◽  
Energy Conversion Systems

A new MPPT method based on a modified Fibonacci search algorithm for wind energy conversion systems

2021 ◽  
Vol 13 (1) ◽  
pp. 013304
Author(s):  
İrfan Yazıcı ◽  
Ersagun Kürşat Yaylacı ◽  
Barış Cevher ◽  
Faruk Yalçın ◽  
Can Yüzkollar
Keyword(s):  
Wind Energy ◽  
Energy Conversion ◽  
Search Algorithm ◽  
Wind Energy Conversion ◽  
Wind Energy Conversion Systems ◽  
Energy Conversion Systems

Design and Analysis of an MPPT Technique for Small-Scale Wind Energy Conversion Systems

2013 ◽  
Vol 28 (3) ◽  
pp. 756-767 ◽  
Author(s):  
Zakariya M. Dalala ◽  
Zaka Ullah Zahid ◽  
Wensong Yu ◽  
Younghoon Cho ◽  
Jih-Sheng Lai
Keyword(s):  
Wind Energy ◽  
Energy Conversion ◽  
Small Scale ◽  
Wind Energy Conversion ◽  
Wind Energy Conversion Systems ◽  
Energy Conversion Systems
Sign in / Sign up

Export Citation Format

Share Document