Qiang Guo, Haiyan Yao, Yuefei Xu, Bin Lu, Zhengshu Ma, Yuanjun Huang, Mingyu Shi. "Transformer fault diagnosis method based on Gramian Angular Field and optimized parallel ShuffleNetV2." Scientific Reports, 2025. doi:10.1038/s41598-025-08590-2