title: An imbalance fault detection method based on data normalization and EMD for marine current turbines.
abstract: This paper proposes an imbalance fault detection method based on data normalization and Empirical Mode Decomposition (EMD) for variable speed direct-drive Marine Current Turbine (MCT) system. The method is based on the MCT stator current under the condition of wave and turbulence. The goal of this method is to extract blade imbalance fault feature, which is concealed by the supply frequency and the environment noise. First, a Generalized Likelihood Ratio Test (GLRT) detector is developed and the monitoring variable is selected by analyzing the relationship between the variables. Then, the selected monitoring variable is converted into a time series through data normalization, which makes the imbalance fault characteristic frequency into a constant. At the end, the monitoring variable is filtered out by EMD method to eliminate the effect of turbulence. The experiments show that the proposed method is robust against turbulence through comparing the different fault severities and the different turbulence intensities. Comparison with other methods, the experimental results indicate the feasibility and efficacy of the proposed method.
authors.affiliation: Shanghai Maritime University, China. Electronic address: zhangmilu@126.com.
authors.forename: Milu
authors.initials: M
authors.lastname: Zhang
authors.affiliation: Shanghai Maritime University, China. Electronic address: wtz0@sina.com.
authors.forename: Tianzhen
authors.initials: T
authors.lastname: Wang
authors.affiliation: Shanghai Maritime University, China. Electronic address: thtang@shmtu.edu.cn.
authors.forename: Tianhao
authors.initials: T
authors.lastname: Tang
authors.affiliation: University of Brest, France. Electronic address: Mohamed.Benbouzid@univ-brest.fr.
authors.forename: Mohamed
authors.initials: M
authors.lastname: Benbouzid
authors.affiliation: University of Paris-Sud, France. Electronic address: demba.diallo@geeps.centralesupelec.fr.
authors.forename: Demba
authors.initials: D
authors.lastname: Diallo
keywords: Data normalization; EMD; Marine current turbine; PMSG; Turbulence