| Citation: | Fault diagnosis of civil aero-engine driven by unbalanced samples based on DBN[J]. Journal of Aerospace Power, 2019, 34(3): 708-716. doi: 10.13224/j.cnki.jasp.2019.03.024 |
| [1] |
李一波,张宗杰,蒋丽英.航空发动机故障诊断信息融合方法研究现状[J].航空发动机,2009,35(3):36-39.LI Yibo,ZHANG Zongjie,JIANG Liying.Research status of aeroengine fault diagnosis information fusion method[J].Aeroengine,2009,35(3):36-39.(in Chinese)
|
| [2] |
郝英,孙健国,白杰.航空燃气涡轮发动机气路故障诊断现状与展望[J].航空动力学报,2003,18(6):753-760.HAO Ying,SUN Jianguo,BAI Jie.State of the art and prospect of aircraft engine fault diagnosis using gas path parameters[J].Journal of Aerospace Power,2003,18(6):753-760.(in Chinese)
|
| [3] |
张经璞.航空发动机状态监控与典型故障分析[D].沈阳:沈阳航空航天大学,2017.ZHANG Jingpu.Aeroengine condition monitoring and typical failure analysis[D].Shenyang:Shenyang Aerospace University,2017.(in Chinese)
|
| [4] |
崔文斌.航空发动机气路性能估计方法对比研究[D].南京:南京航空航天大学,2014.CUI Wenbin.Aeroengine gas path performance estimation method comparative study[D].Nanjing:Nanjing University of Aeronautics and Astronautics,2014.(in Chinese)
|
| [5] |
ZHANG Jing,YANG Yingping,ZHANG Jinmin.A MEC-BP-AdaBoost neural network-based color correction algorithm for color image acquisition equipments[J].Optics,2016,127(2):776-780.
|
| [6] |
MONJEZI M,BAHRAMIA.Prediction of blast-induced ground vibration using artificial neural networks[J].Tunnelling and Underground Space Technology,2011,26(1):46-50.
|
| [7] |
李爱.航空发动机磨损故障智能诊断若干关键技术研究[D].南京:南京航空航天大学,2013.LI Ai.Some key technologies for intelligent diagnosis of aero engine wear failure[D].Nanjing:Nanjing University of Aeronautics and Astronautics,2013.(in Chinese)
|
| [8] |
崔智全.民航发动机气路参数偏差值挖掘方法及其应用研究[D].哈尔滨:哈尔滨工业大学,2013.CUI Zhiquan.Research on the method of mining parameters deviation of civil aviation engine and its application[D].Harbin:Harbin Institute of Technology,2013.(in Chinese)
|
| [9] |
SIMANI S.Residual generator fuzzy identification for automotive diesel engine fault diagnosis[J].International Journal of Applied Mathematics and Computer Science,2013,23(2):419-438.
|
| [10] |
赵光权,葛强强,刘小勇,等.基于 DBN 的故障特征提取及诊断方法研究[J].仪器仪表学报,2016,37(9):1946-1953.ZHAO Guangquan,GE Qiangqiang,LIU Xiaoyong,et al.Fault feature extraction and diagnosis based on DBN[J].Chinese Journal of Scientific Instrument,2016,37(9):1946-1953.(in Chinese)
|
| [11] |
GHOSH A,MAJUMDAR S K.Modeling blast furnace productivity using support vector machines[J].International Journal of Advanced Manufacturing Technology,2011,52(9/10/11/12):989-1003.
|
| [12] |
崔建国,吴灿,董世良,等.主元分析法和模糊积分的航空发动机气路状态监测[J].火力与指挥控制,2014,39(10):130-134.CUI Jianguo,WU Can,DONG Shiliang,et al.Analysis of aero-engine gas path conditions using principal component analysis and fuzzy integral[J].Fire Control and Command Control,2014,39(10):130-134.(in Chinese)
|
| [13] |
夏丽莎,杨玉英,方华京.基于EasyEnsemble的化工过程故障诊断性能改进[J].控制理论与应用,2017,34(2):49-53.XIA Lisha,YANG Yuying,FANG Huajing.Performance improvement of fault diagnosis in chemical process based on EasyEnsemble[J].Journal of Control Theory and Applications,2017,34(2):49-53.(in Chinese)
|
| [14] |
何玲.面向故障诊断的异构特征融合与在线不均衡分类研究[D].河南 新乡:河南师范大学,2017.XIANG Ling.Research on heterogeneous features fusion and online imbalance classification for bearing fault diagnosis[D].Xinxiang Henan:Henan Normal University,2017.(in Chinese)
|
| [15] |
陶新民,郝思媛,张冬雪,等.不均衡数据分类算法的综述[J].重庆邮电大学学报(自然科学版),2013,25(1):101-110,121.TAO Xinmin,HAO Siyuan,ZHANG Dongxue,et al.Overview of classification algorithms for unbalanced data[J].Journal of Chongqing University of Posts and Telecommunications (Natural Science Edition),2013,25(1):101-110,121.(in Chinese)
|
| [16] |
LECUN Y,BENGIO Y,HINTON G.Deep learning[J].Nature,2015,521(14539):436-444.
|
| [17] |
HINTON G E.Training products of experts by minimizing contrastive divergence[J].Neural Computation,2002,14(8):1771-1800.
|
| [18] |
VERBIEST N,RAMENTOL E,CORNELIS C,et al.Preprocessing noisy imbalanced datasets using SMOTE enhanced with fuzzy rough prototype selection[J].Applied Soft Computing Journal,2014,22:511-517.
|
| [19] |
杨宏晖,王芸,孙进才,等.融合样本选择与特征选择的AdaBoost支持向量机集成算法[J].西安交通大学学报,2014,48(12):63-68.YANG Honghui,WANG Yun,SUN Jincai,et al.AdaBoost support vector machines integration algorithm for fusion sample selection and feature selection[J].Journal of Xian Jiaotong University,2014,48(12):63-68.(in Chinese)
|
| [20] |
从威.非均衡分类的集成学习应用研究[D].南京:南京信息工程大学,2017.CONG Wei.Non-equilibrium classification of integrated learning applications[D].Nanjing:Nanjing University of Information Science and Technology,2017.(in Chinese)
|
| [21] |
殷锴,钟诗胜,那媛,等.基于BP神经网络的航空发动机故障检测技术研究[J].航空发动机,2017,43(1):53-57.YIN Kai,ZHONG Shisheng,NA Yuan,et al.Analysis of aeroengine fault detection based on BP neural network[J].Aeroengine,2017,43(1):53-57.(in Chinese)
|