Leakage Fault Diagnosis of Lifting and Lowering Hydraulic System of Wing-Assisted Ships Based on WPT-SVM
نویسندگان
چکیده
Wing-assisted technology is an effective way to reduce emissions and promote the decarbonization of shipping industry. The lifting lowering wing-sail usually driven by hydraulic system. Leakage, as important failure form, directly affects safety well functioning To increase system reliability improve wing-assisted effect, it essential conduct leakage fault diagnosis In this paper, AMESim simulation model a Very Large Crude Carrier (VLCC) established analyze operation characteristics effectiveness verified data actual On basis, wavelet packet transform (WPT)-based sensitive feature extracting method for proposed. Subsequently, support vector machine (SVM)-based multi-classification are study results show that proposed has accuracy high 97.5% six modes. It great significance ensuring improving utilization rate offshore wind resources.
منابع مشابه
Fault diagnosis of gearboxes using LSSVM and WPT
This paper concentrates on a new procedure which experimentally recognises gears and bearings faults of a typical gearbox system using a least square support vector machine (LSSVM). Two wavelet selection criteria Maximum Energy to Shannon Entropy ratio and Maximum Relative Wavelet Energy are used and compared to select an appropriate wavelet for feature extraction. The fault diagnosis method co...
متن کاملStudy on Knowledge -based Intelligent Fault Diagnosis of Hydraulic System
A general framework of hydraulic fault diagnosis system was studied. It consisted of equipment knowledge bases, real-time databases, fusion reasoning module, knowledge acquisition module and so on. A tree-structure model of fault knowledge was established. Fault nodes knowledge was encapsulated by object-oriented technique. Complete knowledge bases were made including fault bases and diagnosis ...
متن کاملFault Diagnosis of Diesel Based on Wavelet Transform and SVM
A fault diagnosis method based on wavelet transform and support vector machine is proposed for diesel engine. The continuous wavelet transform is used to analyze vibration signals of surface of diesel engines, and scale interval is chosen according to size of wavelet information entropy, then local energy on wavelet domain are extracted as the fault feature vector, which are eventually input in...
متن کاملThe Application of Binary Tree-Based Fuzzy SVM Multi-Classification Algorithm to Fault Diagnosis on the Gearbox of Ships
Support Vector Machine ( SVM ) is widely applied to fault diagnosis of machines. However, this classification method has some weaknesses. For example, it can not separate fuzzy information, particularly sensitive to the interference and the isolated points of the training samples. Besides, it has great demand for memory in calculation. In view of the problems mentioned above, a binary tree-base...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Marine Science and Engineering
سال: 2022
ISSN: ['2077-1312']
DOI: https://doi.org/10.3390/jmse11010027