Robust Fuzzy Neural Network Sliding Mode Control for Wind Turbine with a Permanent Magnet Synchronous Generator
Journal Title: Transactions on Machine Learning and Artificial Intelligence - Year 2017, Vol 5, Issue 4
Abstract
In the present paper, we are interested in the contribution of wind power to the electricity supply in power systems of small sized isolated communities. A robust fuzzy neural sliding control (FNSC) is proposed to track the maximum power point for an isolated wind energy conversion system using a permanent magnet synchronous generator (PMSG) with a hysteresis rectifier connected to a DC load. The turbine is controlled by a sliding mode controller (SMC) to reach the maximum power level. The main objective of the control is to adjust the rectifier voltage to provide it to the DC load as well as to maintain the maximum power extraction. In presence of large uncertainties and wind speed variations, the traditional SMC produces the chattering phenomenon due to the higher needed gain. In order to reduce this gain, FNSC is used for the estimation of the unknown part, thus provide lower gain. The stability of the proposed FNSC is analyzed by LYAPUNOV theory, simulations results are presented and the proposed control performance is shown by the comparison with the conventional SMC.
Authors and Affiliations
K. Belamfedel Alaoui, S. Sefriti, I. Boumhidi
Keywords
Related Articles
- EP ID EP310272
- DOI 10.14738/tmlai.54.3336
- Views 63
- Downloads 0
Detection of Damage in Rail Head by Using SAFE Method
The first cause of train derailment incidents is due to the transverse defect which occurs in the railhead. It is typically an open or internal crack developing in a plane which is generally perpendicular to the directio...
An Unsupervised Neural Network Method for Age Group Estimation using Facial Features
Age estimation from facial features is an important research subject in the field of face recognition. It is an active research area that can be used in wide range of applications such as surveillance and security, telec...
Disassembly Modeling of an of End-Of-Life (EOL) Mechanical Damper for Recycling
Today’s rapidly developing technologies and product designs have enabled manufacturers to deliver new products to consumers at a dramatic rate. This has in turn resulted in shorter lifespan for products, because, more of...
Hybridized Model for Early Detection and Smart Monitoring of Forest Fire
The demand for wireless sensor network technology has been increasingly needed in recent years for several major applications, including environmental monitoring, where nodes deployed in nature detect, process and transf...
An Emperical Study of Clustering Algorithms to extract Knowledge from PubMed Articles
Extraction of useful information from biomedical literature is one of the thrust for the world nowadays due to availability of almost articles on the web in electronic form. Information retrieval (IR) from biomedical lit...