IEEE Design and Test · 2019 · 57 citations · 13 references
EngineeringComputer EngineeringComputer SystemsFault ToleranceFault-tolerant ComputingFault-tolerant SystemsDependability MetricsFault ModelingReliabilityReliability ModelingReliability-based DesignReliable System DesignBit Flip Fault ModelsExploratory Case StudyFault-tolerant NetworksReliability Assessment Under FaultsReliability Risk AnalysisSoft Error ReliabilitySoft ErrorsSystem Reliability
Resource-constrained CNN implementations are subject to various reliability threats. This article provides an exploratory study investigating the impact of faults (soft errors modeled as bit flips) across the parameters of CNNs and the impact on the CNN weights, which can be used to create reliability-aware design guidelines.
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