Zhou Hong , Dan Zhao , Liqiang Dong , Yuhang Yang , Yunlong Guo , Shaogang Liu
{"title":"基于vmd的声衰减系数理论计算及管道泄漏定位","authors":"Zhou Hong , Dan Zhao , Liqiang Dong , Yuhang Yang , Yunlong Guo , Shaogang Liu","doi":"10.1016/j.apacoust.2025.110743","DOIUrl":null,"url":null,"abstract":"<div><div>In the current research on pipeline leak localization based on acoustic attenuation characteristics, the calculation of the acoustic attenuation coefficient typically requires the collection of experimental leakage signals, which incurs additional economic and time costs. To address this issue, this paper proposes a theoretical method for calculating the acoustic attenuation coefficient based on Variational Mode Decomposition (VMD): First, a damped pipeline vibration equation is established based on the Timoshenko beam theory, and the frequency response function at different pipeline positions is calculated theoretically. The leakage signal is then decomposed into multiple scales using VMD. The main modal components of the leakage signal are extracted based on their peak frequencies and multiplied by the frequency response function to calculate the vibration response energy at various pipeline positions. Finally, a linear fitting is applied to obtain the theoretical solution for the acoustic attenuation coefficient. A pipeline leak localization experimental platform is constructed, and the theoretical solution for the acoustic attenuation coefficient is substituted into the localization formula for testing. The traditional method exhibits a mean localization error of 1.77%, increasing to a maximum of 2.69% under varying leakage conditions. In contrast, the proposed method achieves a mean error of 1.51%, with a maximum increase to 1.56%. These results demonstrate the superior accuracy and robustness of the theoretical calculation of the acoustic attenuation coefficient and the leakage localization method presented in this study. This study is significant for broadening the application of acoustic attenuation characteristics in leak localization scenarios.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"236 ","pages":"Article 110743"},"PeriodicalIF":3.4000,"publicationDate":"2025-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"VMD-based theoretical calculation of the acoustic attenuation coefficient and pipeline leak localization\",\"authors\":\"Zhou Hong , Dan Zhao , Liqiang Dong , Yuhang Yang , Yunlong Guo , Shaogang Liu\",\"doi\":\"10.1016/j.apacoust.2025.110743\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>In the current research on pipeline leak localization based on acoustic attenuation characteristics, the calculation of the acoustic attenuation coefficient typically requires the collection of experimental leakage signals, which incurs additional economic and time costs. To address this issue, this paper proposes a theoretical method for calculating the acoustic attenuation coefficient based on Variational Mode Decomposition (VMD): First, a damped pipeline vibration equation is established based on the Timoshenko beam theory, and the frequency response function at different pipeline positions is calculated theoretically. The leakage signal is then decomposed into multiple scales using VMD. The main modal components of the leakage signal are extracted based on their peak frequencies and multiplied by the frequency response function to calculate the vibration response energy at various pipeline positions. Finally, a linear fitting is applied to obtain the theoretical solution for the acoustic attenuation coefficient. A pipeline leak localization experimental platform is constructed, and the theoretical solution for the acoustic attenuation coefficient is substituted into the localization formula for testing. The traditional method exhibits a mean localization error of 1.77%, increasing to a maximum of 2.69% under varying leakage conditions. In contrast, the proposed method achieves a mean error of 1.51%, with a maximum increase to 1.56%. These results demonstrate the superior accuracy and robustness of the theoretical calculation of the acoustic attenuation coefficient and the leakage localization method presented in this study. This study is significant for broadening the application of acoustic attenuation characteristics in leak localization scenarios.</div></div>\",\"PeriodicalId\":55506,\"journal\":{\"name\":\"Applied Acoustics\",\"volume\":\"236 \",\"pages\":\"Article 110743\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2025-04-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Applied Acoustics\",\"FirstCategoryId\":\"101\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0003682X25002154\",\"RegionNum\":2,\"RegionCategory\":\"物理与天体物理\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ACOUSTICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Applied Acoustics","FirstCategoryId":"101","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0003682X25002154","RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ACOUSTICS","Score":null,"Total":0}
VMD-based theoretical calculation of the acoustic attenuation coefficient and pipeline leak localization
In the current research on pipeline leak localization based on acoustic attenuation characteristics, the calculation of the acoustic attenuation coefficient typically requires the collection of experimental leakage signals, which incurs additional economic and time costs. To address this issue, this paper proposes a theoretical method for calculating the acoustic attenuation coefficient based on Variational Mode Decomposition (VMD): First, a damped pipeline vibration equation is established based on the Timoshenko beam theory, and the frequency response function at different pipeline positions is calculated theoretically. The leakage signal is then decomposed into multiple scales using VMD. The main modal components of the leakage signal are extracted based on their peak frequencies and multiplied by the frequency response function to calculate the vibration response energy at various pipeline positions. Finally, a linear fitting is applied to obtain the theoretical solution for the acoustic attenuation coefficient. A pipeline leak localization experimental platform is constructed, and the theoretical solution for the acoustic attenuation coefficient is substituted into the localization formula for testing. The traditional method exhibits a mean localization error of 1.77%, increasing to a maximum of 2.69% under varying leakage conditions. In contrast, the proposed method achieves a mean error of 1.51%, with a maximum increase to 1.56%. These results demonstrate the superior accuracy and robustness of the theoretical calculation of the acoustic attenuation coefficient and the leakage localization method presented in this study. This study is significant for broadening the application of acoustic attenuation characteristics in leak localization scenarios.
期刊介绍:
Since its launch in 1968, Applied Acoustics has been publishing high quality research papers providing state-of-the-art coverage of research findings for engineers and scientists involved in applications of acoustics in the widest sense.
Applied Acoustics looks not only at recent developments in the understanding of acoustics but also at ways of exploiting that understanding. The Journal aims to encourage the exchange of practical experience through publication and in so doing creates a fund of technological information that can be used for solving related problems. The presentation of information in graphical or tabular form is especially encouraged. If a report of a mathematical development is a necessary part of a paper it is important to ensure that it is there only as an integral part of a practical solution to a problem and is supported by data. Applied Acoustics encourages the exchange of practical experience in the following ways: • Complete Papers • Short Technical Notes • Review Articles; and thereby provides a wealth of technological information that can be used to solve related problems.
Manuscripts that address all fields of applications of acoustics ranging from medicine and NDT to the environment and buildings are welcome.