现代制造工程 ›› 2025, Vol. 543 ›› Issue (12): 97-104.doi: 10.16731/j.cnki.1671-3133.2025.12.012

• 仪器仪表/检测/监控 • 上一篇    下一篇

螺栓拧紧质量评估及失效智能识别方法研究

周洋, 李昂, 郑家诚, 李凌霄   

  1. 郑州大学机械与动力工程学院,郑州 450001
  • 收稿日期:2025-02-26 出版日期:2025-12-18 发布日期:2026-01-06
  • 作者简介:周洋,博士,硕士研究生导师,主要研究方向为深度学习、激光超声检测。E-mail:zhouyang@zzu.edu.cn
  • 基金资助:
    *国家自然科学基金重点项目(12432004);河南省科技攻关项目(252102220118)

Research on bolt tightening quality assessment and intelligent recognition method for failure

ZHOU Yang, LI Ang, ZHENG Jiacheng, LI Lingxiao   

  1. School of Mechanical and Power Engineering,Zhengzhou University,Zhengzhou 450001,China
  • Received:2025-02-26 Online:2025-12-18 Published:2026-01-06

摘要: 螺栓连接质量直接决定着装备的性能,而螺栓连接质量极大程度上受拧紧工艺的影响,不当的拧紧工艺会造成结构的失效,同时引起螺栓断裂、结构件疲劳等现象,并最终会引起重大的安全事故。目前扭矩扳手是通过力矩大小来判断拧紧失效模式,但这种方法无法在拧紧过程中快速获得螺纹根部等危险截面的应力状态,即当应力将要超过抗拉强度时,无法做到提前预测和报警,造成瞬间扭矩过大导致螺栓折断。针对上述问题,建立了螺栓扭矩与应力的关系,利用有限元及深度学习分类算法,提出一种智能识别与评估螺栓拧紧失效的方法。该方法不仅可以实现智能识别螺栓拧紧的失效模式,识别准确率最高达到99 %,同时还可以获得螺栓拧紧过程中预紧力及接触应力的变化趋势,提前做出过载预警,为提高螺栓拧紧质量提供技术支持。

关键词: 螺栓拧紧工艺, 拧紧失效, 分类算法, 接触应力, 智能识别

Abstract: The quality of bolted connections directly determines the performance of equipment,and the quality of these connections is greatly influenced by the tightening process. Improper tightening can lead to structural failure,bolt breakage,structural fatigue,and ultimately major safety accidents.Currently,torque wrench judges the failure mode of tightening based on torque size,but this method cannot quickly obtain the stress state of dangerous sections such as the root of the thread during the tightening process. That is,when the stress is about to exceed the tensile strength,it cannot predict and alarm in advance,causing instantaneous torque to be too high and leading to bolt breakage.In response to the above issues,the relationship between bolt torque and stress is established,and an intelligent method for recognizing and assessing bolt tightening failure is proposed using finite element and deep learning classification algorithms. This method not only achieves an intelligent recognition rate of 99 % for bolt tightening failure modes but also can obtain the trend of changes in pretightening force and contact stress during the bolt tightening process,providing technical support for improving the quality of bolt tightening.

Key words: bolt tightening process, tightening failure, classification algorithms, contact stress, intelligent recognition

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