一种新的基于复值串扰消除法的操作传递路径分析

IF 5.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Lingchen Kong, Xuan Zhao, Xiaolei Yuan, Qiang Yu, Chenyu Zhou, Yuzhou Yang, Meiying Li
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引用次数: 0

摘要

运行传递路径分析(OTPA)可以仅使用运行响应识别重要的激励源和传递路径。然而,参考点之间的信号串扰降低了OTPA的精度,极大地限制了实际应用。现有的串扰消除方法往往忽略了频率振动信号的复值信息,导致在非圆复值条件下的分析结果不理想。本文首次引入非高斯理论(TCMN)的超越复极大化(transcendental complex maximization),将串扰消除扩展到复值域,并建立OTPA-TCMN模型,通过耦合车辆实际结构和驾驶条件,分析车辆电机控制器(MCU)的振动传递。在提出的OTPA-TCMN模型中,采用基于welch法的时频计算模块获取准确的自功率谱和交叉功率谱。为了消除强串扰,在串扰消除模块中引入TCMN方法,获得更精确的传输率函数,并利用贡献计算模块计算重构后的目标信号和各传输路径的贡献。将基于复杂独立分量分析(OTPA- cica)和截断奇异值(OTPA- svd)模型的OTPA- tcmn和OTPA估计的MCU信号与实测值进行比较,并利用实际车辆实验验证了所提模型的有效性。该模型估计的单片机信号更接近实测值,RMSE和峰值误差分别减小了20.0%和5.4%以上。因此,所提出的OTPA-TCMN模型可以进一步提高串扰消除能力,获得更准确的分析结果,可作为解决复杂机械系统振动传递问题的优雅工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel operational transfer path analysis based on the complex-valued crosstalk elimination method
Operational transfer path analysis (OTPA) can identify significant excitation sources and transfer paths using only operational responses. However, the signal crosstalk between reference points reduces the accuracy of OTPA, and significantly limits practical applications. Existing crosstalk elimination methods always ignore complex-valued information about frequency vibration signals, which causes undesirable analysis results under noncircular complex-valued conditions. In this paper, the transcendental complex maximization of non-Gaussianity theory (TCMN) is introduced for the first time to extend the crosstalk elimination into the complex-valued domain, and the OTPA-TCMN model is constructed to analyze the vibration transmission of the vehicle motor controller unit (MCU) by coupling actual vehicle structures and driving conditions. In the proposed OTPA-TCMN model, the time–frequency calculation module based on the welch method is used to acquire accurate auto and cross power spectrums. To cancel strong crosstalk, the TCMN method is introduced in the crosstalk elimination module to obtain more accurate transmissibility functions, and the contribution calculation module is used to calculate the reconstructed target signal and the contribution of each transfer path. The estimated MCU signal of the proposed OTPA-TCMN and the OTPA based on the complex independent component analysis (OTPA-cICA) and truncated singular value (OTPA-SVD) models are compared to the measured value to validate the proposed model by utilizing actual vehicle experiments. The MCU signal estimated by the proposed model is closer to the measured value, with the errors reduced by more than 20.0% and 5.4% regarding the RMSE and peak values, respectively. Therefore, the proposed OTPA-TCMN model can further improve crosstalk elimination and acquire more accurate analysis results, which can be used as an elegant tool to resolve vibration transfer problems in complex mechanical systems.
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来源期刊
Measurement
Measurement 工程技术-工程:综合
CiteScore
10.20
自引率
12.50%
发文量
1589
审稿时长
12.1 months
期刊介绍: Contributions are invited on novel achievements in all fields of measurement and instrumentation science and technology. Authors are encouraged to submit novel material, whose ultimate goal is an advancement in the state of the art of: measurement and metrology fundamentals, sensors, measurement instruments, measurement and estimation techniques, measurement data processing and fusion algorithms, evaluation procedures and methodologies for plants and industrial processes, performance analysis of systems, processes and algorithms, mathematical models for measurement-oriented purposes, distributed measurement systems in a connected world.
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