Double-Channel Sequential Probability Ratio Test for Failure Detection in Multisensor Integrated Systems

This article proposes a double-channel sequential probability ratio test (DCSPRT) failure detection algorithm for improving the fault-tolerant ability of the multisensor system. It develops a horizon-based sequential probability ratio test (HSPRT) using the horizon technique for the detection of slo...

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Veröffentlicht in:IEEE transactions on instrumentation and measurement 2021, Vol.70, p.1-14
Hauptverfasser: Gao, Guangle, Zhong, Yongmin, Gao, Shesheng, Gao, Bingbing
Format: Artikel
Sprache:eng
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Zusammenfassung:This article proposes a double-channel sequential probability ratio test (DCSPRT) failure detection algorithm for improving the fault-tolerant ability of the multisensor system. It develops a horizon-based sequential probability ratio test (HSPRT) using the horizon technique for the detection of slowing-growing failures and a current sample-based probability ratio test (CSPRT) for the detection of abrupt failures. Subsequently, the DCSPRT is established by combining HSPRT with CSPRT for the detection of both slow-growing and abrupt failures. Simulation and experimental results together with comparison analysis demonstrate that the proposed DCSPRT can effectively detect both slow-growing failures and abrupt failures to improve the capability of failure tolerance for multisensor integrated systems.
ISSN:0018-9456
1557-9662
DOI:10.1109/TIM.2021.3072674