Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems

Wienke J, Wrede S (2016)
In: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016). IEEE.

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Konferenzbeitrag | Veröffentlicht | Englisch
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Abstract / Bemerkung
We present a novel fault detection method for application in component-based robotic systems. In contrast to existing work, our method specifically addresses faults in the software system of the robot using a data-driven methodology which exploits the inter-process communication of the system. This enables an application of the approach without expert knowledge or availability of complex software models. We specifically focus on performance bugs, which slowly degrade the performance of the system and are thereby harder to detect but also most valuable for automatic recovery. Using a data set recorded on a RoboCup@Home platform we demonstrate the performance and applicability of our method and analyze the types of faults that can be detected by the method.
Erscheinungsjahr
Titel des Konferenzbandes
2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016)
Konferenz
2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016)
Konferenzort
Daejeon, Korea
Konferenzdatum
2016-10-09 – 2016-10-14
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Wienke J, Wrede S. Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems. In: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016). IEEE; 2016.
Wienke, J., & Wrede, S. (2016). Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems. 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016) IEEE. doi:10.1109/IROS.2016.7759507
Wienke, J., and Wrede, S. (2016). “Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems” in 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016) (IEEE).
Wienke, J., & Wrede, S., 2016. Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems. In 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016). IEEE.
J. Wienke and S. Wrede, “Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems”, 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016), IEEE, 2016.
Wienke, J., Wrede, S.: Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems. 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016). IEEE (2016).
Wienke, Johannes, and Wrede, Sebastian. “Autonomous Fault Detection for Performance Bugs in Component-Based Robotic Systems”. 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2016). IEEE, 2016.
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2017-10-19T08:27:08Z

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