Title :
Research on delamination fault diagnosis of marine diesel engine based on Support Vector Machine
Author :
Yu-long Zhan ; Wei, Wei ; Chong-fu Huo ; Zhi-Yuan Yang
Author_Institution :
Dept. of Marine Eng., Shanghai Maritime Univ., Shanghai, China
Abstract :
In this paper, the authors introduce the principle and algorithm of the support vector machine, the hierarchical analysis and the application of hierarchical analysis to fault diagnosis. In the above-mentioned theory, the paper presents a fault model of the marine diesel engine, and focuses on the application of Support Vector Machine (SVM) on fault diagnosis of marine main engine cooling system. The simulation result shows that SVM has good diagnosis effect in small samples as well as good application prospects in mechanical fault diagnosis.
Keywords :
cooling; delamination; diesel engines; fault diagnosis; maintenance engineering; marine engineering; mechanical engineering computing; ships; support vector machines; delamination fault diagnosis; hierarchical analysis; marine diesel engine; marine main engine cooling system; ship; support vector machine; Adaptive control; Delamination; Diesel engines; Dynamic programming; Fault diagnosis; Linear systems; Optimal control; Programmable control; Regulators; Support vector machines;
Conference_Titel :
Industrial Electronics, 2009. ISIE 2009. IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-4347-5
Electronic_ISBN :
978-1-4244-4349-9
DOI :
10.1109/ISIE.2009.5218403