利用贝叶斯网络评估数控旋转头驱动系统的可靠性

IF 1.5 4区 工程技术 Q3 ENGINEERING, MECHANICAL
Hong An, Weiliang Zhang, Zhenghu Sun, Ziyou Zhou, Jun Pan, Wenhua Chen
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引用次数: 0

摘要

计算机数控旋转头驱动系统具有从理想运行到完全失效的多种状态,将这些状态划分为成功和失败并不合理,甚至可能导致致命错误。鉴于这一问题,本研究提出了一种基于贝叶斯网络(BN)的多状态可靠性评估模型的构建方法。首先,根据驱动系统的机理,并考虑到不同故障模式之间的相互作用,建立了贝叶斯网络。其次,利用稳定的工作数据确定节点在不同生命周期内的故障概率。最后,采用概率分布表来描述节点的多态特性,并建立了多态系统的 BN 模型。利用 BN 的后验概率计算方法确定了可能导致驱动系统故障的风险的重要性排序。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reliability evaluation of the drive system of a CNC swivel head with Bayesian networks

The computer numerical control swivel head drive system has a number of states from ideal operation to complete failure, and dividing these states into success and failure is not rational and may even lead to fatal errors. Given this problem, this study proposed a method of building a multistate reliability evaluation model based on a Bayesian network (BN). First, BN was built in accordance with the mechanism of the drive system and in consideration of the interaction between different failure modes. Second, stable working data were used to determine the failure probabilities in the different life cycles of nodes. Last, a probability distribution table was employed to describe the multistate characteristics of nodes, and a BN model of the multistate system was built. The ranking of the importance of risks that may lead to drive system failure was determined using the posterior probability calculation method of BN.

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来源期刊
Journal of Mechanical Science and Technology
Journal of Mechanical Science and Technology 工程技术-工程:机械
CiteScore
2.90
自引率
6.20%
发文量
517
审稿时长
7.7 months
期刊介绍: The aim of the Journal of Mechanical Science and Technology is to provide an international forum for the publication and dissemination of original work that contributes to the understanding of the main and related disciplines of mechanical engineering, either empirical or theoretical. The Journal covers the whole spectrum of mechanical engineering, which includes, but is not limited to, Materials and Design Engineering, Production Engineering and Fusion Technology, Dynamics, Vibration and Control, Thermal Engineering and Fluids Engineering. Manuscripts may fall into several categories including full articles, solicited reviews or commentary, and unsolicited reviews or commentary related to the core of mechanical engineering.
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