Neural Network Based Fault Detection and Diagnosis System for Three-Phase Inverter in Variable Speed Drive with Induction Motor
Joint Authors
Asghar, Furqan
Talha, Muhammad
Kim, Sung Ho
Source
Journal of Control Science and Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-11-10
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Electronic engineering
Information Technology and Computer Science
Abstract EN
Recently, electrical drives generally associate inverter and induction machine.
Therefore, inverter must be taken into consideration along with induction motor in order to provide a relevant and efficient diagnosis of these systems.
Various faults in inverter may influence the system operation by unexpected maintenance, which increases the cost factor and reduces overall efficiency.
In this paper, fault detection and diagnosis based on features extraction and neural network technique for three-phase inverter is presented.
Basic purpose of this fault detection and diagnosis system is to detect single or multiple faults efficiently.
Several features are extracted from the Clarke transformed output current and used in neural network as input for fault detection and diagnosis.
Hence, some simulation study as well as hardware implementation and experimentation is carried out to verify the feasibility of the proposed scheme.
Results show that the designed system not only detects faults easily, but also can effectively differentiate between multiple faults.
These results prove the credibility and show the satisfactory performance of designed system.
Results prove the supremacy of designed system over previous feature extraction fault systems as it can detect and diagnose faults in a single cycle as compared to previous multicycles detection with high accuracy.
American Psychological Association (APA)
Asghar, Furqan& Talha, Muhammad& Kim, Sung Ho. 2016. Neural Network Based Fault Detection and Diagnosis System for Three-Phase Inverter in Variable Speed Drive with Induction Motor. Journal of Control Science and Engineering،Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1107867
Modern Language Association (MLA)
Asghar, Furqan…[et al.]. Neural Network Based Fault Detection and Diagnosis System for Three-Phase Inverter in Variable Speed Drive with Induction Motor. Journal of Control Science and Engineering No. 2016 (2016), pp.1-12.
https://search.emarefa.net/detail/BIM-1107867
American Medical Association (AMA)
Asghar, Furqan& Talha, Muhammad& Kim, Sung Ho. Neural Network Based Fault Detection and Diagnosis System for Three-Phase Inverter in Variable Speed Drive with Induction Motor. Journal of Control Science and Engineering. 2016. Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1107867
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1107867