Reliability Prediction of Machining Center using Grey System Theory and GO Methodology

G. Zhang, Jian Liu, Yue Li
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引用次数: 4

Abstract

According to the fact that the existing reliability prediction technology cannot well reflect the effect of processes under different operational conditions on reliability due to neglecting changes of reliability and failure rate with using time, a practical reliability prediction analysis model considering various operating conditions of the components of machining center is proposed by combining the grey system theory and the GO methodology. This method is used in reliability prediction of hydraulic system of tray automatic exchange device (TAED) in machining center. Firstly, through a systematical analysis of hydraulic system of TAED in machining center, its basic structure model is summarized, and the model of GO chart for the hydraulic system is established. Then, the grey dynamic prediction for the hydraulic system is derived based on GM(1, 1) model combining the GO methodology. Finally, the availability and precision of this method in the analysis and reliability prediction of the hydraulic system of TAED in machining center is verified by comparing the calculated result of this method with that of the traditional static GO methodology and the FTA. This approach provides a theoretical basis for the prevention of failures of the hydraulic system of TAED in machining center, the improvement of the system reliability and security, and the development of security controls.
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基于灰色系统理论和GO方法的加工中心可靠性预测
针对现有的可靠性预测技术由于忽略了可靠性和故障率随使用时间的变化而不能很好地反映工艺在不同工况下对可靠性的影响的问题,将灰色系统理论与GO方法相结合,提出了一种实用的考虑加工中心部件不同工况的可靠性预测分析模型。将该方法应用于加工中心托盘自动交换装置液压系统的可靠性预测。首先,通过对加工中心TAED液压系统的系统分析,总结了其基本结构模型,并建立了液压系统的GO图模型。然后,结合GO方法,基于GM(1,1)模型对液压系统进行灰色动态预测;最后,将该方法与传统静态GO法和FTA法的计算结果进行比较,验证了该方法在加工中心TAED液压系统分析和可靠性预测中的有效性和准确性。该方法为加工中心TAED液压系统的故障预防、系统可靠性和安全性的提高以及安全控制措施的制定提供了理论依据。
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