Alkahf Aboutiman , Reza Shams , Hamid Reza Karimi , Francesco Ripamonti , Marek Pawełczyk
{"title":"基于卡尔曼滤波的非最小相位特性封装结构主动噪声控制","authors":"Alkahf Aboutiman , Reza Shams , Hamid Reza Karimi , Francesco Ripamonti , Marek Pawełczyk","doi":"10.1016/j.jsv.2025.119187","DOIUrl":null,"url":null,"abstract":"<div><div>This paper studies the problem of active broadband noise control for an encapsulated structure. The structure is analyzed using the finite element method (FEM) to capture the interactions within the multi-physical domains of vibro-acoustic systems, allowing a detailed investigation of the propagation of sound waves and their interaction with the structural components. The frequency response function (FRF) of each control path, such as primary path and secondary path, is identified to quantify the dynamic behavior of the system across different frequencies. A complex identification method is used to calculate the state-space representations of each path for implementing an effective active noise control (ANC) algorithm. It is shown that the system under investigation exhibits non-minimum phase characteristics, a challenging aspect in ANC due to phase delays and inverted dynamics that complicate achieving precise noise cancellation. Traditional ANC algorithms, such as the Filtered-x Normalized Least Mean Squares (FxNLMS), struggle in dealing with non-minimum phase (NMP) characteristics, resulting in limited noise reduction with significant delays and undershoot effects. To overcome these limitations, this paper proposes the application of a Kalman filter approach in the ANC system, which offers enhanced efficiency and robustness in controlling the system under consideration. In comparison, the performance of the Kalman filter approach for noise reduction in the frequency band from 0 to 450 Hz can be quantified as 16.92 dB, compared to 2.72 dB for the FxNLMS approach.</div></div>","PeriodicalId":17233,"journal":{"name":"Journal of Sound and Vibration","volume":"615 ","pages":"Article 119187"},"PeriodicalIF":4.3000,"publicationDate":"2025-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Active noise control in encapsulated structures with non-minimum phase characteristics using a Kalman filter approach\",\"authors\":\"Alkahf Aboutiman , Reza Shams , Hamid Reza Karimi , Francesco Ripamonti , Marek Pawełczyk\",\"doi\":\"10.1016/j.jsv.2025.119187\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This paper studies the problem of active broadband noise control for an encapsulated structure. The structure is analyzed using the finite element method (FEM) to capture the interactions within the multi-physical domains of vibro-acoustic systems, allowing a detailed investigation of the propagation of sound waves and their interaction with the structural components. The frequency response function (FRF) of each control path, such as primary path and secondary path, is identified to quantify the dynamic behavior of the system across different frequencies. A complex identification method is used to calculate the state-space representations of each path for implementing an effective active noise control (ANC) algorithm. It is shown that the system under investigation exhibits non-minimum phase characteristics, a challenging aspect in ANC due to phase delays and inverted dynamics that complicate achieving precise noise cancellation. Traditional ANC algorithms, such as the Filtered-x Normalized Least Mean Squares (FxNLMS), struggle in dealing with non-minimum phase (NMP) characteristics, resulting in limited noise reduction with significant delays and undershoot effects. To overcome these limitations, this paper proposes the application of a Kalman filter approach in the ANC system, which offers enhanced efficiency and robustness in controlling the system under consideration. In comparison, the performance of the Kalman filter approach for noise reduction in the frequency band from 0 to 450 Hz can be quantified as 16.92 dB, compared to 2.72 dB for the FxNLMS approach.</div></div>\",\"PeriodicalId\":17233,\"journal\":{\"name\":\"Journal of Sound and Vibration\",\"volume\":\"615 \",\"pages\":\"Article 119187\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2025-05-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Sound and Vibration\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0022460X25002615\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ACOUSTICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Sound and Vibration","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0022460X25002615","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ACOUSTICS","Score":null,"Total":0}
Active noise control in encapsulated structures with non-minimum phase characteristics using a Kalman filter approach
This paper studies the problem of active broadband noise control for an encapsulated structure. The structure is analyzed using the finite element method (FEM) to capture the interactions within the multi-physical domains of vibro-acoustic systems, allowing a detailed investigation of the propagation of sound waves and their interaction with the structural components. The frequency response function (FRF) of each control path, such as primary path and secondary path, is identified to quantify the dynamic behavior of the system across different frequencies. A complex identification method is used to calculate the state-space representations of each path for implementing an effective active noise control (ANC) algorithm. It is shown that the system under investigation exhibits non-minimum phase characteristics, a challenging aspect in ANC due to phase delays and inverted dynamics that complicate achieving precise noise cancellation. Traditional ANC algorithms, such as the Filtered-x Normalized Least Mean Squares (FxNLMS), struggle in dealing with non-minimum phase (NMP) characteristics, resulting in limited noise reduction with significant delays and undershoot effects. To overcome these limitations, this paper proposes the application of a Kalman filter approach in the ANC system, which offers enhanced efficiency and robustness in controlling the system under consideration. In comparison, the performance of the Kalman filter approach for noise reduction in the frequency band from 0 to 450 Hz can be quantified as 16.92 dB, compared to 2.72 dB for the FxNLMS approach.
期刊介绍:
The Journal of Sound and Vibration (JSV) is an independent journal devoted to the prompt publication of original papers, both theoretical and experimental, that provide new information on any aspect of sound or vibration. There is an emphasis on fundamental work that has potential for practical application.
JSV was founded and operates on the premise that the subject of sound and vibration requires a journal that publishes papers of a high technical standard across the various subdisciplines, thus facilitating awareness of techniques and discoveries in one area that may be applicable in others.