Sparse Reconstruction Method of Non-Uniform Sampling and its Application in Blade Tip Timing System

J. Tian, Xiaopu Zhang, Yong Chen, P. Russhard, H. Ouyang
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引用次数: 2

Abstract

Based on the blade vibration theory of turbomachinery and the basic principle of blade timing systems, a sparse reconstruction model is derived for the tip timing signal under an arbitrary sensor circumferential placement distribution. The proposed approach uses the sparsity of the tip timing signal in the frequency domain. The application of compressive sensing in reconstructing the blade tip timing signal and monitoring multi-mode blade vibrations is explored. To improve the reconstruction effect, a number of numerical experiments are conducted to examine the effects of various factors on synchronous and non-synchronous signals. This enables the specific steps involved in the compressive sensing reconstruction of tip timing signals to be determined. The proposed method is then applied to the tip timing data of a 27-blade rotor. The results show that the method accurately identifies the multi-mode blade vibrations at different rotation speeds. The proposed method has the advantages of low dependence on prior information, insensitivity to environmental noise, and simultaneous identification of synchronous and non-synchronous signals. The experimental results validate the effectiveness of the proposed approach in engineering applications.
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非均匀采样稀疏重建方法及其在叶尖定时系统中的应用
基于涡轮机械叶片振动理论和叶片定时系统的基本原理,推导了任意传感器周向分布下叶尖定时信号的稀疏重构模型。该方法利用了尖端定时信号在频域的稀疏性。探讨了压缩感知在叶尖时序信号重构和多模态叶片振动监测中的应用。为了提高重构效果,进行了大量的数值实验,研究了各种因素对同步和非同步信号的影响。这使得能够确定尖端时序信号的压缩感知重构所涉及的具体步骤。将该方法应用于某27叶转子的叶尖定时数据。结果表明,该方法能准确识别不同转速下叶片的多模态振动。该方法具有对先验信息依赖性低、对环境噪声不敏感、能同时识别同步和非同步信号等优点。实验结果验证了该方法在工程应用中的有效性。
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