基于风谱特性和频带分离的大跨度空间结构风压数据压缩感知方法OA
Compressed sensing method for wind pressure data in long-span spatial structures using wind spectrum characteristics and frequency band separation
大跨度空间结构属于典型的风敏感结构,对其进行风荷载监测非常必要,但长期高频的数据采集会给无线传感设备带来能耗问题.为缓解无线传感设备的能耗压力,提出一种基于风谱特性与频带分离的大跨度空间结构风压数据压缩感知(WS-FSCS)方法.该方法通过频带分离机制建立风压信号分解模型,利用先验风谱构建定制字典,有效集中表示风压信号的主要能量成分.采用北京大兴国际机场航站楼的实测风压数据验证所提方法的有效性,并与最小绝对收缩和选择算子方法、贝叶斯压缩感知方法重构风压信号的精度进行对比.结果表明:建立的风压信号分解模型可以有效表征原始风压信号的平均风压、脉动风压的低频部分和高频部分;在高压缩比率(原始信号与观测信号长度之比)下,WS-FSCS方法仍可以在保持原始信号频谱特性的同时显著提升重构精度,重构效果相比对比方法的更优.
Long-span spatial structures exhibit pronounced sensitivity to wind effects,making continuous wind load monitoring essential for structural safety.However,sustained high-frequency data acquisition considerably increases the energy demand of wireless sensing systems.To address this challenge,this study proposed a compressed sensing method for wind pressure measurements in long-span spatial structures,leveraging wind spectrum characteristics and a frequency-band separation framework.The method constructed a wind pressure decomposition model through band-wise separation and employs a spectrum-informed,customized dictionary to compactly represent the dominant energy components of the signals.The proposed approach was validated using measured wind pressure data from the Beijing Daxing International Airport terminal,and benchmarked against LASSO and Bayesian compressed sensing techniques.The results demonstrate that the proposed decomposition model effectively captures mean wind pressure as well as the low-and high-frequency components of fluctuating wind pressure.Even under high compression ratios(the ratio of original signal length to measured signal length),the proposed method significantly improves reconstruction accuracy while preserving the spectral characteristics of the original signals,demonstrating superior performance compared to the benchmark methods.
胡鹏华;万华平;朱一凯;董冠森;罗尧治
浙江大学 建筑工程学院,浙江 杭州 310058浙江大学 建筑工程学院,浙江 杭州 310058浙江大学 建筑工程学院,浙江 杭州 310058浙江大学 建筑工程学院,浙江 杭州 310058浙江大学 建筑工程学院,浙江 杭州 310058
建筑与水利
大跨度空间结构风压压缩感知结构健康监测频带分离
long-span spatial structurewind pressurecompressed sensingstructural health monitoringseparation of frequency band
《建筑结构学报》 2026 (4)
91-101,11
国家自然科学基金项目(52422804,52578383),中央高校基本科研业务费专项资金项目(226-2025-00159),浙江省自然科学基金项目(LMS25E080003).
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