2018 7th International Conference on Systems and Control (ICSC) 2018
DOI: 10.1109/icosc.2018.8587845
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On fault detection and isolation applied on unicycle mobile robot sensors and actuators

Abstract: In this paper, a combination of model-based and hardware redundancy methods is proposed for both sensor and actuator fault detection and isolation (FDI) of unicycle mobile robots. A focus is brought on robot drift-like faults on wheels and sensors. The goal is to detect and isolate the faulty component as early as possible. The proposed method is based on a combination of hardware redundancy and a bank of Extended Kalman Filters (EKF). Each filter is tuned for a specific fault, to generate residuals with diffe… Show more

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Cited by 15 publications
(4 citation statements)
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“…Excessively high thresholds may result in failing to detect a fault (missed alarm), while overly low thresholds may lead to false alarms, detecting faults in healthy conditions [18]. There exist two categories of thresholds [8]: the first being a constant threshold, and the second an adaptive one.…”
Section: Fault Diagnosis Stepsmentioning
confidence: 99%
“…Excessively high thresholds may result in failing to detect a fault (missed alarm), while overly low thresholds may lead to false alarms, detecting faults in healthy conditions [18]. There exist two categories of thresholds [8]: the first being a constant threshold, and the second an adaptive one.…”
Section: Fault Diagnosis Stepsmentioning
confidence: 99%
“…This approach is applied to the fault‐tolerant control of sensors. In “On fault detection and isolation applied on unicycle mobile robot sensors and actuators” (Mellah et al, 2018), a method was designed to deal with robot sensor faults. By analyzing the residual signals between the system and the Kalman filter set, this method handled the faults of gyroscope sensors, and was proved effective in sensor faults handling and fault‐tolerant system control.…”
Section: Condition Monitoring and Intelligent Maintenance In Crmentioning
confidence: 99%
“…On the other hand, WMR actuator faults, although their importance, are not widely studied. In [15], a methodology using a structural analysis-based technique is proposed to detect a unicycle mobile robot actuator faults, while in [16], authors propose to combine a KF and hardware redundancy to detect and isolate both of sensor and actuator faults in an unicycle mobile robot.…”
Section: Some Related Workmentioning
confidence: 99%