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基于图神经网络的OMCI模型相似性计算 被引量:1
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作者 袁佳伟 赵进 《计算机工程与科学》 CSCD 北大核心 2024年第9期1576-1586,共11页
光网络单元管理和控制接口OMCI,是千兆无源光网络GPON系统中光线路终端OLT与光网络单元ONU之间进行互联互通的重要协议。在解决OMCI互通问题的过程中,经常需要开发人员对OMCI业务模型进行异常分析,但由于OMCI领域知识的复杂性,对于缺乏... 光网络单元管理和控制接口OMCI,是千兆无源光网络GPON系统中光线路终端OLT与光网络单元ONU之间进行互联互通的重要协议。在解决OMCI互通问题的过程中,经常需要开发人员对OMCI业务模型进行异常分析,但由于OMCI领域知识的复杂性,对于缺乏经验的开发人员直接分析OMCI业务模型是非常困难的,并且耗时耗力。因此,针对上述实际问题中的挑战,提出了一种基于图神经网络进行OMCI模型异常分析的方法,通过图相似性计算算法,从数据库中查找相似的OMCI模型作为参考,然后比较差异性,找到异常点。首先将真实的OMCI数据构建成图数据,然后结合图同构网络与自注意力池化改进快速计算图相似性模型(SimGNN),最后计算OMCI图数据库中每个图与异常图数据的相似性得分,根据得分排名推荐出最相似的若干OMCI业务模型图。实验结果表明,改进的图相似性计算模型与基准模型相比,在OMCI数据集上性能有所提升,并且在实际应用中也是有效的,对OMCI互通问题的分析起到了一定的帮助作用。 展开更多
关键词 光网络 OMCI 异常分析 神经网络 图相似性计算 同构网络
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Quantitative similarity assessment of non-linear chemical fingerprint of traditional Chinese medicine by similarity system theory 被引量:5
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作者 周菊峰 方宣启 +4 位作者 张泰铭 赵哲 朱蓉 向凤琴 乔君喜 《Journal of Central South University》 SCIE EI CAS 2011年第2期343-352,共10页
The similarities of the non-linear chemical (NLC) fingerprints of Radix Glycyrrhizaes from four producing areas and eight other traditional Chinese medicines (TCMs) were calculated, using a systemic similarity cal... The similarities of the non-linear chemical (NLC) fingerprints of Radix Glycyrrhizaes from four producing areas and eight other traditional Chinese medicines (TCMs) were calculated, using a systemic similarity calculation method proposed and three other main calculation ones (Euclidean distance, correlation coefficient and included angle cosine). All of the correlation coefficient similarities of different TCMs are higher than 0.952, and the included angle cosines are all higher than 0.962. So, both the conelation coefficient and included angle cosine similarities are unable to be used as the criteria for quantitatively evaluating the similarities of NLC fingerprints of TCMs. Although all of the Euclidean distance similarities of Berry Liquorices from four producing areas are less than 73, those of the other eight TCMs are all more than 180. The Euclidean distance cannot reflect the relative magnitudes of the feature differences in the NLC fingerprints very correctly. The systemic similarity method is the best among the four ones. All of the systemic similarities of Berry Liquorices from the four producing areas are higher than 0.962, while those of the other eight TCMs are all lower than 0.805, and the systemic similarity can reflect the differences between samples most faithfully, and can be used as a quantitative one evaluating the similarities of NLC fingerprints of TCMs, by which TCM could be distinguished and evaluated quickly, simply and exactly. 展开更多
关键词 nonlinear chemistry fingerprint systemic similarity traditional Chinese medicine
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