温度效应分离结构响应从监控数据使用自适应带宽过算法监控数据
Anqing Hu1, Gang Liu2, Changjun Deng1
1China Railway Southwest Research Institute Co., Ltd., Chengdu 610031, China.
Materials (Basel, Switzerland)
|January 23, 2024
概括
一个新的自适应带宽过算法 (ABFA) 准确地将温度影响与结构健康监测数据分开. 这提高了土木工程中的损坏检测能力,通过过各种时间尺度的温度影响.
科学领域:
- 土木工程 土木工程是指土木工程.
- 结构健康监测 结构健康监测
- 信号处理 信号处理
背景情况:
- 温度显著影响土木工程结构中的损坏检测性能.
- 准静态的长期结构健康监测数据经常受到温度影响的污染.
- 准确的损坏检测需要有效地分离环境影响,如温度.
研究的目的:
- 提出一种新的方法,即自适应带宽过算法 (ABFA),用于将温度影响与结构健康监测数据分开.
- 通过减轻温度引起的噪声来提高损坏检测的性能.
- 探索温度对结构反应影响的多尺度性质.
主要方法:
- 适应带宽波算法 (ABFA) 使用粒子群优化 (PSO) 来自动调整波器带宽.
- 时间序列数据被分解成不同的时间尺度 (每日,每月,每年).
- 使用频率域分析,其尺度与适应性波器中心频率相对应. 统计回归确定了温度响应关系.
主要成果:
- ABFA成功地将温度效应与结构监测数据分开,并且具有很高的准确性.
- 模拟和实验结果验证了算法的有希望的性能.
- 该方法有效地处理结构响应数据的多尺度特征.
结论:
- 拟议的ABFA提供了一种有效的解决方案,用于消除结构健康监测中的温度影响.
- 精确的温度效应脱导致显著改善损坏检测能力.
- 该算法提供了一个强大的工具,用于分析在不同环境条件下的长期结构性能的数据.
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