Adaptive separation method for mixed pulse sequences based on time-frequency analysis

IF 3.5 2区 工程技术 Q2 OPTICS Optics and Lasers in Engineering Pub Date : 2024-09-02 DOI:10.1016/j.optlaseng.2024.108550
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引用次数: 0

Abstract

Existing signal separation methods such as Fourier transform, wavelet transform, empirical mode decomposition, and variational mode decomposition are ineffective in separating mixed pulse sequences. This paper proposes an adaptive decomposition method for mixed pulse sequences by analyzing the generation mechanism and time-frequency characteristics of mixed laser pulse sequences in an accurate laser positioning system (ALPS). This method can adaptively decompose mixed pulse sequences into steady-state or non-steady-state pulse trains, with decomposed results having clear physical meanings. The effectiveness and robustness of the proposed adaptive decomposition method for mixed pulse sequences are validated using the ALPS platform. Experimental results demonstrate that this method can adaptively decompose ALPS mixed pulse measurement sequences and has strong interference resistance. This paper provides new insights into adaptive decomposition methods for signals with many discontinuous points, offering new tools for diagnosing faults in rotating machinery and monitoring sub-cycle speed fluctuations. Additionally, based on this method, a coordinate online calculation model for ALPS measurement nodes is designed, which increases the coordinate data refresh rate of ALPS by more than ten times, effectively improving the system's dynamic measurement performance.

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基于时频分析的混合脉冲序列自适应分离方法
现有的信号分离方法,如傅里叶变换、小波变换、经验模式分解和变异模式分解等,在分离混合脉冲序列方面效果不佳。本文通过分析精确激光定位系统(ALPS)中混合激光脉冲序列的产生机制和时频特征,提出了一种混合脉冲序列的自适应分解方法。该方法可将混合脉冲序列自适应地分解为稳态或非稳态脉冲序列,分解结果具有明确的物理意义。利用 ALPS 平台验证了所提出的混合脉冲序列自适应分解方法的有效性和稳健性。实验结果表明,该方法可以自适应分解 ALPS 混合脉冲测量序列,并具有很强的抗干扰能力。本文为具有许多不连续点的信号的自适应分解方法提供了新的见解,为诊断旋转机械故障和监测次周期速度波动提供了新的工具。此外,基于该方法还设计了 ALPS 测量节点的坐标在线计算模型,将 ALPS 的坐标数据刷新率提高了十倍以上,有效改善了系统的动态测量性能。
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来源期刊
Optics and Lasers in Engineering
Optics and Lasers in Engineering 工程技术-光学
CiteScore
8.90
自引率
8.70%
发文量
384
审稿时长
42 days
期刊介绍: Optics and Lasers in Engineering aims at providing an international forum for the interchange of information on the development of optical techniques and laser technology in engineering. Emphasis is placed on contributions targeted at the practical use of methods and devices, the development and enhancement of solutions and new theoretical concepts for experimental methods. Optics and Lasers in Engineering reflects the main areas in which optical methods are being used and developed for an engineering environment. Manuscripts should offer clear evidence of novelty and significance. Papers focusing on parameter optimization or computational issues are not suitable. Similarly, papers focussed on an application rather than the optical method fall outside the journal''s scope. The scope of the journal is defined to include the following: -Optical Metrology- Optical Methods for 3D visualization and virtual engineering- Optical Techniques for Microsystems- Imaging, Microscopy and Adaptive Optics- Computational Imaging- Laser methods in manufacturing- Integrated optical and photonic sensors- Optics and Photonics in Life Science- Hyperspectral and spectroscopic methods- Infrared and Terahertz techniques
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