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基于特征增维和近邻成分分析的民航发动机故障分类方法
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作者 孔祥兴 刘凯伟 +2 位作者 莫李平 王奕首 卿新林 《航空发动机》 北大核心 2022年第5期40-44,共5页
为提高航空发动机故障诊断准确度,提出了一种从快速存取记录器(QAR)数据中提取最合适故障特征的方法。对原始QAR数据进行缺失值填补和巡航点提取操作,选择部分发动机性能参数差值作为初始特征值;再采用特征增维方法挖掘隐藏特征信息,进... 为提高航空发动机故障诊断准确度,提出了一种从快速存取记录器(QAR)数据中提取最合适故障特征的方法。对原始QAR数据进行缺失值填补和巡航点提取操作,选择部分发动机性能参数差值作为初始特征值;再采用特征增维方法挖掘隐藏特征信息,进而采用近邻成分分析算法进行特征筛选优化,将所提方法与朴素贝叶斯等4种分类算法相结合,对某航空公司CFM56-7B发动机的QAR数据进行试验验证。结果表明:从QAR数据中提取最合适故障特征的方法能有效地提高发动机故障分类算法的准确率,且适用于不同的诊断算法,准确率优于80%。 展开更多
关键词 特征增维 近邻成分分析 快速存取记录器数据 故障诊断 航空发动机
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Three-dimensional fluorescence characteristics of dissolved organic matter produced by Prorocentrum donghaiense Lu 被引量:3
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作者 赵卫红 王江涛 陈玫玫 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2009年第3期564-569,共6页
Filtration and cross-flow ultrafiltration techniques were used to separate culture media of Prorocentrurn donghaiense at the exponential growth, stationary and decline stages into 〈0.45 μm filtrate, 100 kDa-0.45 μm... Filtration and cross-flow ultrafiltration techniques were used to separate culture media of Prorocentrurn donghaiense at the exponential growth, stationary and decline stages into 〈0.45 μm filtrate, 100 kDa-0.45 μm, 1%100 kDa and 1-10 kDa retentate and 〈1 kDa ultrafiltrate fractions. The fluorescence properties of different molecular weights of dissolved organic matter (DOM) were measured by excitation-emission matrix spectra. Protein-like and humic-like fluorophores were observed in the DOM produced by P. donghaiense. The central positions of protein-like fluorophores showed a red shift with prolonged growth duration, shifting from tyrosine-like properties at the exponential growth stage to tryptophan-like properties at the stationary and decline stages. The excitation wavelengths of protein-like fluorophores exhibited some change in the exponential growth and stationary stages with increased molecular size, but showed little change in the decline stage. However, the emission wavelengths in the decline stage exhibited a blue shift. Very distinct C type and A type peaks in humic-like fluorophores were observed. With a prolonged culture time, the intensities of both of the peaks became strong and the excitation wavelengths of peak A showed a red shift, while the A:C ratios fell. More than 94% of fluorescent DOM was in the lower than 1 kDa molecular weight fraction. 展开更多
关键词 dissolved organic matter FLUORESCENCE excitation-emission matrix spectrum Prorocentrum donghaiense Lu
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Cutting Characteristics of CFRP Boards Using Electroplated Diamond Wire Tools
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作者 Yu Zhang Yasuhiro Tani 《Journal of Mechanics Engineering and Automation》 2017年第7期335-340,共6页
CFRP (carbon fiber reinforced plastic), which is composed of carbon fibers in a resin matrix, is an extremely strong and light composite material that has found use in the aerospace and automotive industries. CFRP b... CFRP (carbon fiber reinforced plastic), which is composed of carbon fibers in a resin matrix, is an extremely strong and light composite material that has found use in the aerospace and automotive industries. CFRP boards are very difficult to machine using common machining processes. Various machining artifacts, such as burrs and delamination, occur frequently when machining CFRP. Adequate techniques for machining CFRP have not yet been established. Recently, electroplated diamond wire machining technology has found use in cutting hard, brittle materials such as silicon and sapphire. In this study, we used an electroplated diamond wire saw to cut a CFRP workpiece. We quantified the cutting forces imposed on the workpiece and observed the surface state of the workpiece after cutting. We demonstrated that an electroplated diamond wire tool is suitable for the high-quality machining of CFRP boards. 展开更多
关键词 CFRP diamond wire DEFLECTION cutting force cutting depth.
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