Yongxu Hu, Kang Luo, Yaru Yang, Yan Luo
School of Mechanical Engineering, Chengdu University, Chengdu, 610000, China.
Sci Rep. 2025 Jun 2;15(1):19289. doi: 10.1038/s41598-025-04221-y.
To reduce the upsprung weight, cardan shafts are equipped in high-speed train to transmit torque from motor to gearbox. The driving safety and stability of the train are closely related to the condition of the cardan shaft, which may experience unbalance during operation. Therefore, vibration sensors are installed on the train to monitor the condition of the cardan shaft. In this study, a mechanical model of the cardan shaft was developed to elucidate the unbalance force characteristics of the cardan shaft with static unbalance. Based on the analysis of the unbalance force, a narrow bandpass filter constructed using the nonzero frequency filter (NZFF) was employed to extract unbalance signals from the measured signals. A double integration in time is applied to the extracted signal to eliminate the effect of circular frequency on the signal amplitude and mitigate signal noises caused by track irregularities. Efficient value of the extracted signal was used as an index to evaluate the static unbalance of the cardan shaft. Effects of mechanical suspension structures on value of the index were considered. Kalman filter was utilized to enhance the stability of the evaluated static unbalances. According to the experimental results, the static unbalances were accurately evaluated by the NZFF method.
为了降低簧上重量,高速列车配备了万向轴,用于将扭矩从电机传递到变速箱。列车的行驶安全性和稳定性与万向轴的状态密切相关,万向轴在运行过程中可能会出现不平衡。因此,在列车上安装了振动传感器来监测万向轴的状态。在本研究中,建立了万向轴的力学模型,以阐明具有静不平衡的万向轴的不平衡力特性。基于对不平衡力的分析,采用非零频率滤波器(NZFF)构建的窄带通滤波器从测量信号中提取不平衡信号。对提取的信号进行时间上的二次积分,以消除圆频率对信号幅度的影响,并减轻轨道不平顺引起的信号噪声。提取信号的有效值用作评估万向轴静不平衡的指标。考虑了机械悬挂结构对该指标值的影响。利用卡尔曼滤波器提高评估静不平衡的稳定性。根据实验结果,采用NZFF方法准确评估了静不平衡。