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基于 Bootstrap 最大熵法和相似性法的滚动轴承可靠性评估的质量实现。

Quality-Achieving Reliability Assessment of Rolling Bearing Based on Bootstrap Maximum Entropy Method and Similarity Method.

机构信息

School of Mechatronics Engineering, 74623Henan University of Science and Technology, Luoyang, China.

Collaborative Innovation Center of Machinery Equipment advanced Manufacturing of Henan Province, Luoyang, China.

出版信息

Sci Prog. 2022 Apr-Jun;105(2):368504221102737. doi: 10.1177/00368504221102737.

Abstract

Rolling bearing reliability is often affected by the processing quality, however the life reliability or operating reliability do not involve the study of rolling bearing processing quality assessment. In order to avoid bearing failure caused by bearing processing quality, it is necessary to evaluate the reliability of the bearing quality assurance capability. The difficulty in reliable evaluation of bearing's quality assurance capability is how to quantify the uncertain relationships between the bearing quality and its influence factors, and then determine the weight of different influencing factors. Therefore, in this paper, a novel method for determining the weight of bearing quality-influencing factors based on bootstrap maximum entropy method and similarity method is proposed, and then the quality-achieving reliability model is established. The experimental results show that the proposed method can effectively quantify the relationship between the bearing quality and its influencing factors, and accurately assess the bearing quality assurance capability and bearing quality processing level under the condition of a small number of experimental bearings. Compared with other quality-achieving reliability method, the proposed method is more effective.

摘要

滚动轴承的可靠性通常受到加工质量的影响,但寿命可靠性或运行可靠性并不涉及滚动轴承加工质量评估的研究。为了避免因轴承加工质量而导致的故障,有必要评估轴承质量保证能力的可靠性。评估轴承质量保证能力的可靠性的难点在于如何量化轴承质量与其影响因素之间的不确定关系,然后确定不同影响因素的权重。因此,本文提出了一种基于 bootstrap 最大熵方法和相似性方法的确定轴承质量影响因素权重的新方法,然后建立了质量实现可靠性模型。实验结果表明,该方法可以有效地量化轴承质量与其影响因素之间的关系,在实验轴承数量较少的情况下,准确评估轴承质量保证能力和轴承质量加工水平。与其他质量实现可靠性方法相比,该方法更有效。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f33d/10450297/7c5f2774f9c2/10.1177_00368504221102737-fig1.jpg

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