RV Reducer Torque Signal Denoising Research Based VMD

Weiwen Wu, Zhenxing Zheng, Lei Song, Zhijun Ye, Siqi Xiong
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Abstract

The RV reducer is a core component in industrial robots, but its performance is facing higher demands due to the expanding application scenarios. Accurately obtaining the torque signal is crucial for achieving precise control of the RV reducer, as torque is an important performance indicator. In this paper, a VMD-based noise reduction method for RV reducer torque signals is proposed, in which the VMD algorithm is used to decompose the original signal, and the IMFs are selected for signal reconstruction by fusing the correlation index and sample entropy. Experimental results show that the proposed method achieves higher SNR and lower MSE after noise reduction, demonstrating its effectiveness. This method provides a foundation for the precise control of RV reducers.
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基于 VMD 的 RV 减速器扭矩信号去噪研究
RV 减速器是工业机器人的核心部件,但随着应用场景的不断扩大,对其性能提出了更高的要求。由于扭矩是一项重要的性能指标,因此准确获取扭矩信号对于实现对 RV 减速器的精确控制至关重要。本文提出了一种基于 VMD 的 RV 减速器扭矩信号降噪方法,利用 VMD 算法对原始信号进行分解,并通过融合相关指数和样本熵选择 IMF 进行信号重构。实验结果表明,所提方法在降噪后能获得更高的 SNR 和更低的 MSE,证明了其有效性。该方法为精确控制 RV 减速器奠定了基础。
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