...
首页> 外文期刊>International Journal of Mechanical Sciences >Unknown impact force localisation and reconstruction in experimental plate structure using time-series analysis and pattern recognition
【24h】

Unknown impact force localisation and reconstruction in experimental plate structure using time-series analysis and pattern recognition

机译:使用时间序列分析和模式识别的实验板结构中未知的冲击力定位和重建

获取原文
获取原文并翻译 | 示例
           

摘要

Impact force is the load that actual structures often experience, and its localisation and time-history reconstruction are important for structural health and safety monitoring. However, classical inversion techniques for random impact-force identification are time-consuming and infeasible; therefore, they cannot be utilized for engineering applications. This study adopted multiple time-series analyses and a pattern-recognition method to identify unknown random impact forces, and this strategy is known as the pattern-recognition method combined with a similarity metric (PRMCSM). Numerical simulations of the proposed method have been conducted; however, their findings have not been experimentally verified. From an experimental perspective, this study considered suspended steel plate as the research object, impact force as the load input, and acceleration as the response output. The PRMCSM algorithm based on cosine similarity was verified, and the expected results were obtained. Moreover, various similarity metric indices are proposed to implement the feature extraction of time-domain responses, and a novel index that is not lower than cosine similarity was finally determined and was verified based on the PRMCSM strategy. In summary, the method based on pattern recognition achieves the rapid identification of random impact forces and exhibits potential for practical engineering applications.
机译:冲击力是实际结构经常经验的负荷,其本地化和时间历史重建对于结构健康和安全监测很重要。然而,用于随机冲击力识别的经典反转技术是耗时和不可行的;因此,它们不能用于工程应用。该研究采用多个时间序列分析和模式识别方法来识别未知的随机冲击力,并且称该策略被称为与相似度量(PRMCSM)组合的模式识别方法。已经进行了所提出的方法的数值模拟;但是,他们的调查结果尚未经过实验验证。从实验角度来看,本研究认为悬挂钢板作为研究对象,冲击力作为负载输入,加速作为响应输出。验证了基于余弦相似性的PRMCSM算法,获得了预期的结果。此外,提出了各种相似性度量指标来实现时域响应的特征提取,并且最终确定不低于余弦相似性的新颖索引并基于PRMCSM策略验证。总之,基于模式识别的方法实现了随机冲击力的快速识别,并且展示了实用工程应用的潜力。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号