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

Guangle Gao, Yongmin Zhong, Shesheng Gao, Bingbing Gao

2021IEEE Transactions on Instrumentation and Measurement41 citationsDOI

Abstract

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.

Topics & Concepts

Sequential probability ratio testFault detection and isolationLikelihood-ratio testChannel (broadcasting)Computer scienceReliability engineeringEngineeringAlgorithmStatisticsArtificial intelligenceMathematicsTelecommunicationsActuatorFault Detection and Control SystemsIntegrated Circuits and Semiconductor Failure AnalysisVLSI and Analog Circuit Testing
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