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Wavelets based time-frequency analysis techniques in structural engineering.

机译:基于小波的时频分析技术在结构工程中的应用。

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Future design procedures for civil structures, especially those to be protected from extreme loads, will need to account for temporal evolution of their frequency content. Separate time analysis and frequency analysis by themselves do not fully describe the nature of these nonstationary dynamic loads. In the past few years, significant effort has been devoted to wavelets and time-frequency analysis. The appropriateness of emerging joint-time frequency analysis techniques for structural engineering problems is evaluated. Emphasis is focused on adaptive methods and the wavelet transform is also considered for validation purposes. In particular, the adaptive chirplet decomposition method and the empirical mode decomposition method are investigated. The required level of sophistication of the adaptive analysis is assessed. Mathematical expressions pertaining to time-frequency estimators are derived. Specifically, a transition from individual spectrograms to evolutionary power spectrum is attempted and function-specific decompositions are used for the estimation of the mean instantaneous frequency. Further, the Bootstrap method is employed for the assessment of the accuracy of the statistical estimators for the cases where limited data is available. An alternative approach utilizing function-specific decompositions for the derivation of well defined Hilbert spectra is suggested. Data pertaining to simulated and recorded earthquake signals, nonlinear structural responses due to earthquake excitations, and sea level recordings during the 2004 tsunami in Indian Ocean are used. The significance of the present study, over studies available in the literature for wavelets based structural analysis, hinges upon the consideration of adaptive and nonadaptive methods, the computational efficiency and effectiveness assessment of the suggested time-frequency estimators. It is expected that this study will enhance the interest in using advanced signal processing methods in structural systems analysis and design.
机译:未来的民用建筑设计程序,尤其是那些要免受极端载荷影响的结构,将需要考虑其频率含量随时间的变化。单独的时间分析和频率分析本身不能完全描述这些非平稳动态负载的性质。在过去的几年中,在小波和时频分析上投入了大量的精力。评估新兴的联合时间频率分析技术对结构工程问题的适用性。重点放在自适应方法上,小波变换也被考虑用于验证目的。特别地,研究了自适应线性调频小波分解方法和经验模态分解方法。评估了自适应分析的复杂程度。推导与时频估计器有关的数学表达式。具体来说,尝试从单个频谱图到进化功率谱的转换,并且使用特定功能的分解来估计平均瞬时频率。此外,对于可用数据有限的情况,采用Bootstrap方法评估统计估计器的准确性。建议使用一种方法,该方法利用特定于函数的分解来导出定义明确的希尔伯特光谱。使用与模拟和记录的地震信号,由于地震激发引起的非线性结构响应以及2004年印度洋海啸期间的海平面记录有关的数据。与基于小波的结构分析的文献研究相比,本研究的重要性在于对自适应和非自适应方法的考虑,所建议的时频估计器的计算效率和有效性评估。预期这项研究将增强在结构系统分析和设计中使用先进信号处理方法的兴趣。

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