Abstract: Highlights•A decomposition-based ensemble CNN framework is proposed for fatigue recognition.•The use of four decomposition methods is compared for EEG decoding.•A CSBN layer is employed to reduce subject variability.•Three architectures of CNN in the framework is compared.
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