液压缸故障、诊断和预诊断综述

IF 5.3 3区 工程技术 Q1 ENGINEERING, MANUFACTURING
Prashant Kumar, Sechang Park, Yongli Zhang, Soo-Ho Jo, Heung Soo Kim, Taejin Kim
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引用次数: 0

摘要

液压缸是典型的执行器,广泛应用于制造和建筑机械等多个行业。由于油缸的广泛应用,油缸故障可能会增加维护成本、降低生产率并引发安全问题。因此,为了降低成本和提高安全性,有必要对气缸的状况进行估计和预测。本文回顾了为估计和预测气缸故障而提出的各种方法。本文首先研究了气缸可能发生的故障类型及其原因。故障包括内部泄漏、外部泄漏和密封磨损。然后介绍了用于识别各类故障的传感器。由于气缸的故障信息隐含在测量数据中,因此针对每种传感器开发了不同的诊断方法来分离故障信息。诊断方法各不相同,有传统的特征工程学方法,也有最新的基于人工智能的方法。然后,本文回顾了可提供气缸剩余使用寿命的预报方法。最后,本文讨论了与液压缸故障预报相关的挑战和未来前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A Review of Hydraulic Cylinder Faults, Diagnostics, and Prognostics

A Review of Hydraulic Cylinder Faults, Diagnostics, and Prognostics

Hydraulic cylinders are typical actuators that are used in many industries, including manufacturing and construction machinery. Due to the wide application of cylinders, cylinder failures could increase maintenance costs, reduce productivity, and raise safety issues. Therefore, estimating and predicting the condition of cylinders is necessary for cost reduction and safety. This paper reviews various methods that have been proposed to estimate and predict cylinder failures. The paper first investigates the types of failures that can occur in cylinders and their causes. The failures include internal leakage, external leakage, and seal wear. The sensors used to identify each type of failure are then introduced. Since the failure information of the cylinder is implicitly embedded in the measured data, different diagnostics methods for isolating the failure information have been developed for each sensor. The diagnostic methods vary from traditional feature engineering to recent artificial intelligence-based methods. The prognostics that provide the remaining useful life of the cylinder are then reviewed. Finally, the paper discusses the challenges associated with the fault prognosis of hydraulic cylinders and future prospects.

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来源期刊
CiteScore
10.30
自引率
9.50%
发文量
65
审稿时长
5.3 months
期刊介绍: Green Technology aspects of precision engineering and manufacturing are becoming ever more important in current and future technologies. New knowledge in this field will aid in the advancement of various technologies that are needed to gain industrial competitiveness. To this end IJPEM - Green Technology aims to disseminate relevant developments and applied research works of high quality to the international community through efficient and rapid publication. IJPEM - Green Technology covers novel research contributions in all aspects of "Green" precision engineering and manufacturing.
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