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基于出力相关性的风电机组非正常运行状态及故障诊断 被引量:5
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作者 董文婷 李征 徐凌宇 《电力系统保护与控制》 EI CSCD 北大核心 2017年第9期18-25,共8页
为了解决风电机组运行状态及故障诊断中外界环境因素对出力情况的影响,引入风电机组出力相关性信息,对机组运行状态进行判别。实现了在不增加传感器和测点的情况下,提高判别机组非健康状态或故障状态的可靠性。将相关性分析与模糊故障Pe... 为了解决风电机组运行状态及故障诊断中外界环境因素对出力情况的影响,引入风电机组出力相关性信息,对机组运行状态进行判别。实现了在不增加传感器和测点的情况下,提高判别机组非健康状态或故障状态的可靠性。将相关性分析与模糊故障Petri网相结合,以此判别风电机组的运行性能并诊断故障。采用风场实际数据的验算结果表明了该方法的有效性。 展开更多
关键词 风电机组运行状态 相关性统计分析 模糊综合评判 故障诊断 模糊故障Petri网
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Statistical analysis of fracture properties based on particle swarm optimization and Pearson correlation coefficient method 被引量:4
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作者 ZHOU Yin FENG Xuan +3 位作者 Enhedelihai LUO Teng YANG Xueting HE Mei 《Global Geology》 2015年第1期41-48,共8页
Prediction of reservoir fracture is the key to explore fracture-type reservoir. When a shear-wave propagates in anisotropic media containing fracture,it splits into two polarized shear waves: fast shear wave and slow ... Prediction of reservoir fracture is the key to explore fracture-type reservoir. When a shear-wave propagates in anisotropic media containing fracture,it splits into two polarized shear waves: fast shear wave and slow shear wave. The polarization and time delay of the fast and slow shear wave can be used to predict the azimuth and density of fracture. The current identification method of fracture azimuth and fracture density is cross-correlation method. It is assumed that fast and slow shear waves were symmetrical wavelets after completely separating,and use the most similar characteristics of wavelets to identify fracture azimuth and density,but in the experiment the identification is poor in accuracy. Pearson correlation coefficient method is one of the methods for separating the fast wave and slow wave. This method is faster in calculating speed and better in noise immunity and resolution compared with the traditional cross-correlation method. Pearson correlation coefficient method is a non-linear problem,particle swarm optimization( PSO) is a good nonlinear global optimization method which converges fast and is easy to implement. In this study,PSO is combined with the Pearson correlation coefficient method to achieve identifying fracture property and improve the computational efficiency. 展开更多
关键词 fracture property shear-wave splitting statistic analysis Pearson correlation coefficient particleswarm optimization
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Experimental study of fatigue degree quantification for multi-feature fusion identification
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作者 孙伟 Zhu Jiandong +2 位作者 Zhang Xiaorui He Jun Zhang Weigong 《High Technology Letters》 EI CAS 2014年第2期146-153,共8页
A comprehensive quantification method of fatigue degree is proposed concerning subjective and objective quantifications.Using the fatigue degree test software,fatigue degree is objectively quantified by analyzing the ... A comprehensive quantification method of fatigue degree is proposed concerning subjective and objective quantifications.Using the fatigue degree test software,fatigue degree is objectively quantified by analyzing the reaction and operation abilities of drivers about traffic signals.By comparison experiment with that EEG signal based,multivariate statistical analysis and fusion identification based on BP neural network(BPNN) results show that the experimental procedure is simple and practical,and the proposed method can reveal the correlation between fatigue feature parameters and fatigue degree in theory,and also can achieve accurate and reliable quantification of fatigue degree,especially under the associated action of multiple fatigue feature parameters. 展开更多
关键词 fatigue driving fatigue degree quantification fusion identification experimental study
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