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基于改进的SqueezeNet直升机滚动轴承故障诊断 被引量:8
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作者 余志锋 熊邦书 +1 位作者 李新民 欧巧凤 《航空动力学报》 EI CAS CSCD 北大核心 2022年第6期1162-1170,共9页
针对现有基于卷积神经网络的故障诊断方法存在模型参数量和计算量大的问题,提出一种改进的SqueezeNet模型应用于直升机滚动轴承故障诊断。该模型借鉴VGG16模型的思想,在经典的SqueezeNet基础上,采用3个3×3卷积核代替1个7×7卷... 针对现有基于卷积神经网络的故障诊断方法存在模型参数量和计算量大的问题,提出一种改进的SqueezeNet模型应用于直升机滚动轴承故障诊断。该模型借鉴VGG16模型的思想,在经典的SqueezeNet基础上,采用3个3×3卷积核代替1个7×7卷积核,实现了在相同感知野条件下增加网络容量、增强非线性、减少网络参数量,采用卷积层、池化层和Fire模块、池化层两大结构交替的方式组成模型特征提取层,在保障特征提取能力的情况下,进一步减少了网络参数量。通过轴承数据开展模型故障诊断实验,结果表明该模型诊断精度达到99.65%,与传统卷积神经网络及经典的SqueezeNet模型相比诊断精度相当,而计算量与参数量最大缩减约6倍和36倍。 展开更多
关键词 直升机滚动轴承 卷积神经网络 VGG16模型 轻量化 SqueezeNet模型
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The Evolution of Reliability and Efficiency of Aerospace Bearing Systems 被引量:2
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作者 Peter Gloeckner Charles Rodway 《Engineering(科研)》 2017年第11期962-991,共30页
The worldwide air traffic underwent a rapid development in recent decades.?Between the early 70s and the late 90s of the last century civil air traffic?doubled every 15 years. The civil aviation market will continue t... The worldwide air traffic underwent a rapid development in recent decades.?Between the early 70s and the late 90s of the last century civil air traffic?doubled every 15 years. The civil aviation market will continue to grow with 4% - 5%?each year within the next 20 years. This enormous growth represents major?challenges for airframers, engine makers, suppliers, airlines, air traffic management?and ground infrastructure. In addition, the public debate on the worldwide?civil air traffic is dominated by environmental and climate issues, even though only 2% of the man-made carbon dioxide (CO2) emissions are due to air transportation. Therefore the aerospace industry will have to focus on a low-emission and quite air traffic, and on the conservation of natural resources and our environment. The end-use consumer and environmental policy requirements?for aircrafts of the next generation translate into components with improved efficiency and reliability. Rolling bearings are one of these components which?significantly determine the reliability and mechanical efficiency of aerospace applications such as aircraft and rotorcraft engines and transmission systems.?They have to withstand very demanding operating conditions. Especially main shaft?bearings in modern aircraft engines experience high rotational speeds andtemperatures. Furthermore aerospace bearings have to meet the highest reliability?standards and require low-weight design solutions. These operating conditions?and requirements present a continuous challenge for improvements in all?fields of bearing technology. This article presents solutions in aspects of materials, design, analysis, and surface technologies in order to meet the environmental, reliability, and economical requirements of advanced aerospace bearing systems. State of the art bearing analysis and advanced bearing design solutions?contributing to lower friction power losses and increased systems efficiency?are discussed. Weight, functional, and maintenance benefits are presented with the example of hi 展开更多
关键词 rolling Element bearings AVIATION Environment FRICTION EFFICIENCY Aircraft Engines helicopter
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