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To address these challenges, this paper proposes a novel energy electrical equipment fault diagnosis method based on kernel Mel-scale frequency cepstral coefficients–Bayesian optimization algorithm–convolutional neural network–one dimensional (KMFCC-BOA-CNN-1D). . This work mainly discusses the establishment of the battery voltage fault diagnosis mechanism of new energy vehicles using electronic diagnosis technology. This guide covers industry standards, practical case studies, and actionable insights for professionals in renewable energy a Summary: Discover. . Battery inconsistency is a coupling process of multiple influenced factors, and remarkable efforts have been devoted to cell inconsistency evaluation and diagnosis based on conventional measurements. How does a battery energy storage system work?Industrial and. .
