Design of a ship fault diagnosis system based on a radial basis neural network
DOI: 10.23977/jnca.2024.090104 | Downloads: 5 | Views: 136
Author(s)
Yiwen Liu 1
Affiliation(s)
1 Marine Engineering College, Jiangsu Shipping Vocational and Technical College, Nantong, 226010, China
Corresponding Author
Yiwen LiuABSTRACT
Marine diesel engines in the operation process often exhibit single-cylinder oil stops, uneven single-cylinder oil supplies, excessively large exhaust valve gaps, injection timing lags, and other errors. Technicians with experience often cannot accurately determine the fault type. To improve the accuracy of the fault diagnosis, a simulation experiment was carried out in MATLAB, the initial evaluation was carried out using the sensor, and the fault type was determined based on the radial basis neural network during deep diagnosis. The results showed that the radial-based neural network ship fault diagnosis system can stabilize the assessment accuracy by more than 90%, which improves the accuracy of the fault assessment of technicians, thus reducing the incidence of ship accidents.
KEYWORDS
MATLAB, RBF, Marine diesel engines, fault diagnosis, Confusion matrix (mathematical)CITE THIS PAPER
Yiwen Liu, Design of a ship fault diagnosis system based on a radial basis neural network. Journal of Network Computing and Applications (2024) Vol. 9: 24-39. DOI: http://dx.doi.org/10.23977/jnca.2024.090104.
REFERENCES
[1] JIN Bingzhe, Chen Dongmei, Xu Zaiqiang. Development of diesel Engine Fault Diagnosis Software based on database and expert System [J]. Diesel Engine,2017,39(01):42-45.
[2] Xu Xiaojian. Research on Evidential Reasoning for Intelligent Diagnosis of Marine Diesel Engine Wear Failure [D]. Wuhan University of Technology, 2018.
[3] Ye Hongcai, Hou Tongyu, Zhang Defu. Fault diagnosis of marine diesel engine based on self-encoder[J]. Tianjin Navigation, 2023, (04):10-12.
[4] Liu XL. Research on data-based fault diagnosis of marine diesel engine[D]. Dalian Maritime University, 2022. DOI: 10.26989/d.cnki.gdlhu.2022.001694.
[5] Liu Xinlong, Zeng Hong, Dong Jianwei, et al. Fault diagnosis of marine diesel engine based on optimised stack self-encoder[J]. China Navigation, 2022, 45(04):45-51+57.
[6] Wang Yongjian, Fan Jinyu, Cai Hangxi, et al. Fault diagnosis of cylinder liner-piston ring of marine diesel engine based on improved EEMD-MB1DCNN[J]. Marine Engineering, 2024, 53(01):30-35.
[7] Lu Jiayin, Xu Feixiang, Lin Yejin. Fault diagnosis of marine diesel engine based on optimised deep limit learning machine [J]. Computer Application and Software, 2023, 40(08):50-58.
Downloads: | 1371 |
---|---|
Visits: | 128833 |
Sponsors, Associates, and Links
-
Power Systems Computation
-
Internet of Things (IoT) and Engineering Applications
-
Computing, Performance and Communication Systems
-
Journal of Artificial Intelligence Practice
-
Advances in Computer, Signals and Systems
-
Journal of Web Systems and Applications
-
Journal of Electrotechnology, Electrical Engineering and Management
-
Journal of Wireless Sensors and Sensor Networks
-
Journal of Image Processing Theory and Applications
-
Mobile Computing and Networking
-
Vehicle Power and Propulsion
-
Frontiers in Computer Vision and Pattern Recognition
-
Knowledge Discovery and Data Mining Letters
-
Big Data Analysis and Cloud Computing
-
Electrical Insulation and Dielectrics
-
Crypto and Information Security
-
Journal of Neural Information Processing
-
Collaborative and Social Computing
-
International Journal of Network and Communication Technology
-
File and Storage Technologies
-
Frontiers in Genetic and Evolutionary Computation
-
Optical Network Design and Modeling
-
Journal of Virtual Reality and Artificial Intelligence
-
Natural Language Processing and Speech Recognition
-
Journal of High-Voltage
-
Programming Languages and Operating Systems
-
Visual Communications and Image Processing
-
Journal of Systems Analysis and Integration
-
Knowledge Representation and Automated Reasoning
-
Review of Information Display Techniques
-
Data and Knowledge Engineering
-
Journal of Database Systems
-
Journal of Cluster and Grid Computing
-
Cloud and Service-Oriented Computing
-
Journal of Networking, Architecture and Storage
-
Journal of Software Engineering and Metrics
-
Visualization Techniques
-
Journal of Parallel and Distributed Processing
-
Journal of Modeling, Analysis and Simulation
-
Journal of Privacy, Trust and Security
-
Journal of Cognitive Informatics and Cognitive Computing
-
Lecture Notes on Wireless Networks and Communications
-
International Journal of Computer and Communications Security
-
Journal of Multimedia Techniques
-
Automation and Machine Learning
-
Computational Linguistics Letters
-
Journal of Computer Architecture and Design
-
Journal of Ubiquitous and Future Networks