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基于改进卷积神经网络的电气绝缘子放电无损检测 被引量:2
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作者 谭兴华 陈瑞斌 +1 位作者 丁卫东 张国锋 《自动化与仪表》 2023年第4期88-91,97,共5页
为了提高电力设备的放电检测,该文根据绝缘子闪络试验得到放电特征数据库,设计了一种基于改进卷积神经网络(CNN)的电气绝缘子放电无损检测方法。改进CNN框架经多次非线性转换后增强卷积核提取特征的效果,降低了参数量,识别准确率获得明... 为了提高电力设备的放电检测,该文根据绝缘子闪络试验得到放电特征数据库,设计了一种基于改进卷积神经网络(CNN)的电气绝缘子放电无损检测方法。改进CNN框架经多次非线性转换后增强卷积核提取特征的效果,降低了参数量,识别准确率获得明显提升。研究结果表明,正确率随训练次数的增加而升高,当训练率太大或太小时都会增加获得最高正确率的难度。在训练率为0.001时,可以使模型发生快速收敛,此时准确率达到98.3%。当训练率为0.001时,改进CNN比AlexNet算法达到最高准确率,获得了比BP算法更强收敛性能。该研究对准确定位电气绝缘子放电性能具有很好的实际指导意义。 展开更多
关键词 无损检测 卷积神经网络 放电检测 电气绝缘子 准确率
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Particle Movement Using Monte-Carlo Technique in a Gas Insulated Busduct of Various Designs
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作者 Nagarjuna Reddy Poreddy Amarnath Jinka Rama Rao Narapareddy 《Journal of Energy and Power Engineering》 2014年第8期1487-1493,共7页
Due to the higher reliability and small ground space requirement, compressed GIS (gas insulated substation) has found extensive applications in urban areas and developing countries. The major parts of GIS is the gas... Due to the higher reliability and small ground space requirement, compressed GIS (gas insulated substation) has found extensive applications in urban areas and developing countries. The major parts of GIS is the gas insulated busducts, circuit breakers, isolators, etc.. The voltage withstand capability of SF6 (sulphur hexafluoride) busduct is strongly dependent on field perturbations such as those caused by conductor surface imperfections and by conducting particle contaminants which arise due to manufacturing process, mechanical vibrations, moving parts of system etc.. Contamination can create insulation problems at operating fields. An optimized design of GIS by varying the inner and outer diameter to 89 mm and 241 mm is considered for analysis and compared with a single phase enclosure with outer diameter as 152 mm and inner conductor diameter of 55 mm with aluminum and copper particles of size 10 mm in length and 0.25 mm in radius present on the enclosure. The results have been compared on the extent of particle movement for the same condition of the gas and particle geometry. Monte Carlo simulation is also carried out for determining the motion of particles in axial and radial directions. The random solid angle is changed from 1 to 0.5 degrees to take into account more smooth end profile of the particle. The simulation results have been presented and analyzed. 展开更多
关键词 Metallic particles electric field GIS
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