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基于二维变分模态分解和Hilbert变换的局放信号特征提取方法 被引量:15
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作者 高佳程 朱永利 +1 位作者 贾亚飞 张科 《电测与仪表》 北大核心 2019年第18期25-33,共9页
通过对二维Hilbert-Huang变换方法的改进,提出了一种基于二维变分模态分解(VMD)和Hilbert变换的局部放电灰度图像特征提取方法。利用局部放电样本生成相应放电灰度图;以二维VMD算法分解各放电灰度图像,获取各个不同中心频率的模态分量;... 通过对二维Hilbert-Huang变换方法的改进,提出了一种基于二维变分模态分解(VMD)和Hilbert变换的局部放电灰度图像特征提取方法。利用局部放电样本生成相应放电灰度图;以二维VMD算法分解各放电灰度图像,获取各个不同中心频率的模态分量;通过四元数Hilbert变换得到各模态函数对应的特征图,并提取灰度纹理特征,构成各放电样本对应的特征向量;以BP神经网络分类器对提取出的局部放电特征量进行分类和识别。实验结果验证表明,同二维Hilbert-Huang变换和传统放电灰度图特征提取方法相比,基于文中方法所得特征量具有更高的正确识别率,验证了该方法的可行性。另外,文中所采用的二维VMD-Hilbert方法为局部放电信号的频谱分析拓展了新的思路。 展开更多
关键词 局部放电 灰度图 二维变分模态分解 四元数hilbert变换 特征提取
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Sampling formulas for 2D quaternionic signals associated with various quaternion Fourier and linear canonical transforms
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作者 Xiaoxiao Hu Dong CHENG Kit Ian KOU 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2022年第3期463-478,共16页
The main purpose of this paper is to study different types of sampling formulas of quaternionic functions,which are bandlimited under various quaternion Fourier and linear canonical transforms.We show that the quatern... The main purpose of this paper is to study different types of sampling formulas of quaternionic functions,which are bandlimited under various quaternion Fourier and linear canonical transforms.We show that the quaternionic bandlimited functions can be reconstructed from their samples as well as the samples of their derivatives and Hilbert transforms.In addition,the relationships among different types of sampling formulas under various transforms are discussed.First,if the quaternionic function is bandlimited to a rectangle that is symmetric about the origin,then the sampling formulas under various quaternion Fourier transforms are identical.If this rectangle is not symmetric about the origin,then the sampling formulas under various quaternion Fourier transforms are different from each other.Second,using the relationship between the two-sided quaternion Fourier transform and the linear canonical transform,we derive sampling formulas under various quaternion linear canonical transforms.Third,truncation errors of these sampling formulas are estimated.Finally,some simulations are provided to show how the sampling formulas can be used in applications. 展开更多
关键词 quaternion Fourier transforms quaternion linear canonical transforms Sampling theorem quaternion partial and total hilbert transforms Generalized quaternion partial and total hilbert transforms Truncation errors
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