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基于PVMD和MMDE的滚动轴承故障诊断 被引量:1
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作者 安冬 梁彬彬 +2 位作者 叶井启 邵萌 刘振鹏 《沈阳建筑大学学报(自然科学版)》 CAS 北大核心 2023年第3期555-562,共8页
目的针对非线性、非平稳的滚动轴承故障特征信号提取不足进而影响故障判别的问题,提出一种主成分变分模态分解(PVMD)和均值多尺度散布熵(MMDE)的滚动轴承故障诊断方法。方法首先,采用主成分变分模态分解法处理故障信号,对分解的本征模... 目的针对非线性、非平稳的滚动轴承故障特征信号提取不足进而影响故障判别的问题,提出一种主成分变分模态分解(PVMD)和均值多尺度散布熵(MMDE)的滚动轴承故障诊断方法。方法首先,采用主成分变分模态分解法处理故障信号,对分解的本征模态函数进行去冗余操作,得到降维主元模态函数(PIMF);然后,对初始特征信号进行多尺度散布熵运算,求取散布熵的均值形成均值多尺度散布熵(MMDE);最后,把得到的熵值作为特征向量输入到支持向量机中进行故障判别。结果在轴承数据集上进行实验验证,该方法的故障识别精度达到了98.33%。结论相较于对比实验等方法,所提方法有效提取了故障特征,具有很好的故障判别效果,进一步提高了故障诊断识别精度。 展开更多
关键词 滚动轴承 主成分变分模态分解 均值多尺度散布熵 支持向量机
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An experimental study on fire characteristics of urban complex underground space based on BIM
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作者 Jinrong Cui Hao Mei +3 位作者 Haosen Sun ye jingqi Wei Hu Yong Xu 《CAAI Transactions on Intelligence Technology》 SCIE EI 2023年第4期1403-1414,共12页
Compared with the space on the ground,if there is a fire in the urban complex underground space,the loss will be greatly harmful.In addition,the complex underground space is usually connected with other large space ar... Compared with the space on the ground,if there is a fire in the urban complex underground space,the loss will be greatly harmful.In addition,the complex underground space is usually connected with other large space areas and densely populated.Once a fire occurs in the complex underground space,it will cause huge property losses and casualties.In order to reduce the risk of fire,it is necessary to deeply understand the development rules and characteristics of fire in the complex underground space of the city.This article has mainly carried on the following work:(I)A particularly complex model of the multi‐storey subway station was built.On this basis,three groups of comparative experiments were conducted to study the effects of fire power,fire location and smoke control system on fire development,and the conclusion that fire location is the most important factor for fire development was obtained;(II)In order to explore the entire space fire and the local space fire,CFD(Computational Fluid Dynamics)is used to build a large‐size fire model and a small‐size fire model respectively;(III)Multiple detector data as temperature slices were built,and it is expected to make full use of the simulation data to deduce the important index of fire location in the early stage of fire.All of the works in this paper will provide reference experimental data for the prevention and firefighting of a sudden fire in the complex underground space. 展开更多
关键词 fire simulation underground multi‐storey subway station urban complex underground space
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