A fault detection, diagnosis, and reconfiguration method via support vector machines}

Authors

RANA ORTAÇ KABAOĞLU

DOI

10.3906/elk-1301-96

Abstract

This paper presents a fault detection, diagnosis, and reconfiguration method based on support vector machines. This method is appropriate for certain or predetermined faults and involves a fault detection and diagnosis unit and an online controller selection type reconfiguration mechanism. In this method, when a fault is detected and diagnosed by the fault detection and diagnosis unit, a suitable controller, which has been determined via an optimization algorithm in an off-line fashion, is activated to maintain proper closed-loop performance of the system in an on-line manner. In the detection, diagnosis, and reconfiguration stages of the method, support vector classification and regression machines are used and the performance is tested on a simulation model of a two-tank level control system for various fault scenarios.

Keywords

Fault-tolerant control, fault detection and diagnosis, support vector machines, PID controllers, two-tank liquid level system

First Page

589

Last Page

601

Recommended Citation

KABAOĞLU, RANA ORTAÇ (2015) "A fault detection, diagnosis, and reconfiguration method via support vector machines}," Turkish Journal of Electrical Engineering and Computer Sciences: Vol. 23: No. 2, Article 19. https://doi.org/10.3906/elk-1301-96
Available at: https://journals.tubitak.gov.tr/elektrik/vol23/iss2/19