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基于MCABResnet的二维滚动轴承故障诊断新方法
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作者 邱坤 康琳 董增寿 《机床与液压》 北大核心 2024年第9期192-200,共9页
针对时域信号冗余度大及滚动轴承故障诊断效果和强噪声环境下诊断正确率低和泛化能力差的问题,提出一种新的基于多联合注意力机制和多残差卷积块的多尺度进化故障诊断方法。采用宽、窄核卷积的跃迁块和多联合注意机制对深层卷积进行特... 针对时域信号冗余度大及滚动轴承故障诊断效果和强噪声环境下诊断正确率低和泛化能力差的问题,提出一种新的基于多联合注意力机制和多残差卷积块的多尺度进化故障诊断方法。采用宽、窄核卷积的跃迁块和多联合注意机制对深层卷积进行特征补充,减少特征流失,保证特征图的质量。通过通道和空间注意力权重的分配,为卷积层提供不同的权重参数,进行自适应特征细化。将提出的方法分别在凯斯西储大学轴承数据集和东南大学轴承数据集进行试验验证及分析。结果显示:所提方法的分类正确率超过99.75%,即使在强噪声环境下,分类正确率也超过98.5%;在变工况下,平均分类正确率超过了90%。因此,所提方法具有良好的故障诊断效果、泛化能力和抗噪声性能。 展开更多
关键词 故障诊断 残差表达 注意力机制 通道权重
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Expression and Analysis of Microtus fortis against Schistosoma japonicum CD36 Gene
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作者 Yang Xiang Xue-Qin Zheng +6 位作者 Zhen Xiang Dong-Song Nie Yu Liu Xian-Lei Li Dian-Dian Lv Jun-Jian Hu Pei He 《Journal of Life Sciences》 2013年第8期791-795,共5页
The total RNA was extracted from Microtusfortis liver tissue which before being infected and after being infected 10 d and 15 d by the Schistosoma japonicum cercariae. Using Rattus norvegicus CD36 gene probe to hybrid... The total RNA was extracted from Microtusfortis liver tissue which before being infected and after being infected 10 d and 15 d by the Schistosoma japonicum cercariae. Using Rattus norvegicus CD36 gene probe to hybridize analysis of CD36 difference expression in the Microtus fortis liver tissues which were infected with Schistosorna japonicum before and after being infected. At the same time, the cDNA sequence and encoded amino acid sequence of the Rattus norvegicus CD36 gene and CD36 protein structural domains were analysized by using bioinformatics. The results showed that the CD36 expression levels in the liver tissue of Microtus fortis after being infected were significantly higher than before being infectied. The Rattus norvegicus CD36 cDNA sequence of a total length is 1625 bp and encoded 472 amino acid residues and Rattus norvegicus CD36 protein containing a CD36 superfamily domain. 展开更多
关键词 Microtusfortis Schistosomajaponicum CD36 EXPRESSION analysis.
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