期刊文献+
共找到2篇文章
< 1 >
每页显示 20 50 100
基于Transformer GAN架构的多变量时间序列异常检测 被引量:5
1
作者 蔡美玲 汪家喜 +2 位作者 刘金平 唐朝晖 谢永芳 《中国科学:信息科学》 CSCD 北大核心 2023年第5期972-992,共21页
基于过程中实时采集的多变量时序关联数据进行异常检测是预防工业过程事故、保障系统安全的关键环节之一.然而,工业多变量时间序列异常检测仍面临如下两大难题:(1)时序数据变量间复杂的非线性关联特性缺乏有效的表达方法;(2)正常/异常... 基于过程中实时采集的多变量时序关联数据进行异常检测是预防工业过程事故、保障系统安全的关键环节之一.然而,工业多变量时间序列异常检测仍面临如下两大难题:(1)时序数据变量间复杂的非线性关联特性缺乏有效的表达方法;(2)正常/异常分布极度不均衡的时间序列间复杂的相关性有待深入挖掘.本文提出一种新的基于多变量时间序列的无监督异常检测方法 ——基于Transformer GAN的多变量时间序列异常检测方法 (TGAN-MTSAD). TGAN-MTSAD采用Transformer网络作为生成对抗网络的基本模型,引入了图注意力层以自动学习时序多元变量间的复杂依赖关系,还应用了patch技巧使模型能够有效捕捉时间窗口内的异常细节信息,并提出了基于重构误差与鉴别误差相结合的异常分数计算方法.采用3个真实世界的数据集对所提方法进行了大量的性能验证与对比实验分析.结果表明, TGAN-MTSAD可以有效检测过程中的时序异常,在大多数情况下优于基线方法,并且具有良好的可解释性,可用于复杂工业异常诊断. 展开更多
关键词 多变量时间序列 异常检测 TRANSFORMER 异常分数 图注意力
原文传递
Smith-Kingsmore syndrome with nystagmus as the initial symptom
2
作者 meiling cai Yanfei Zhao +2 位作者 He Wang Shicheng Liu Huiyi Jiang 《Acta Epileptologica》 2023年第4期256-263,共8页
Background Smith-Kingsmore syndrome(SKS)is a rare autosomal dominant disorder caused by de novo mutations of gene MTOR in most cases and germline mosaicism in a few cases.The first case of SKS was reported in 2013.The... Background Smith-Kingsmore syndrome(SKS)is a rare autosomal dominant disorder caused by de novo mutations of gene MTOR in most cases and germline mosaicism in a few cases.The first case of SKS was reported in 2013.The incidence of SKS remains unknown.The clinical manifestations of SKS are diverse,and common features are macrocephaly,intellectual disability,and seizures.Some patients with SKS have special facial features.Case presentation The case was a 5-month-old baby girl,who was admitted to the hospital for nystagmus,delayed development for 2 months,and intermittent convulsions for 2 days.The patient had a head circumference of 42 cm(+2SD),and showed facial deformity,low limb muscle tension,large areas of pigmentation,as well as mosaic patchy and strip-like pigment loss in her trunk and limbs.Meanwhile,her development was lagging behind peers.Physical examination did not reveal other abnormalities.She was diagnosed with SKS based on whole-exome sequencing combined with clinical symptoms and signs.She successively received treatment with adrenocorticotropic hormone,methylprednisolone sodium succinate,topiramate,levetiracetam,and zonisamide to reduce the number of convulsions in a short time,but drug resistance appeared thereafter.After combined treatment with multiple antiseizure medications,the patient still had seizures,but the amplitude of limb movement during the seizures was reduced compared to that before treatment.Conclusions This case expanded the phenotypic spectrum of SKS for diagnosis.We also review the related literature to promote the awareness,diagnosis,clinical management,and follow-up of SKS patients with MTOR mutations. 展开更多
关键词 MTOR gene Smith-Kingsmore syndrome NYSTAGMUS EEG
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部