The risk of water shortage has increased in many regions of the world. Since leaks represent a large amount of water wastage, water supply sectors depend heavily on leak localization technologies. One current technique uses a single roving sensor on the ground to measure the noise from a leak, and the amplitude of the noise indicates the location of the leak. In this paper a two-sensor technique is proposed as an improvement. It involves the use of two roving sensors to measure ground surface vibration caused by a leaking buried pipe, in a two-step process. In the procedure, in which it is assumed that the direction of the pipe run is known, the pipe is first located and then the leak is pinpointed. This is achieved by using the measured phase between the roving sensors to first determine the direction of the noise radiating from the pipe and then to determine the direction of the noise propagating along the pipe from the leak. It appears to be robust to the interference of background noise, and is straightforward to implement. Experimental work is carried out using two experimental test rigs, one in the UK and one in Brazil. The efficacy of the two-sensor approach is demonstrated, and it is shown to be effective several meters from the leak position in the UK test rig.
{"title":"A technique to pinpoint a leak in a buried water pipe using a pair of roving sensors measuring ground surface vibration","authors":"M.K. Iwanaga , M.J. Brennan , O. Scussel , F.C.L. Almeida , J.M. Muggleton , M.M. Quartaroli , B.C. Campos , R.N. Oliveira","doi":"10.1016/j.apacoust.2025.111094","DOIUrl":"10.1016/j.apacoust.2025.111094","url":null,"abstract":"<div><div>The risk of water shortage has increased in many regions of the world. Since leaks represent a large amount of water wastage, water supply sectors depend heavily on leak localization technologies. One current technique uses a single roving sensor on the ground to measure the noise from a leak, and the amplitude of the noise indicates the location of the leak. In this paper a two-sensor technique is proposed as an improvement. It involves the use of two roving sensors to measure ground surface vibration caused by a leaking buried pipe, in a two-step process. In the procedure, in which it is assumed that the direction of the pipe run is known, the pipe is first located and then the leak is pinpointed. This is achieved by using the measured phase between the roving sensors to first determine the direction of the noise radiating from the pipe and then to determine the direction of the noise propagating along the pipe from the leak. It appears to be robust to the interference of background noise, and is straightforward to implement. Experimental work is carried out using two experimental test rigs, one in the UK and one in Brazil. The efficacy of the two-sensor approach is demonstrated, and it is shown to be effective several meters from the leak position in the UK test rig.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111094"},"PeriodicalIF":3.4,"publicationDate":"2025-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474936","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-06DOI: 10.1016/j.apacoust.2025.111141
Xianhui Li , Yifan Zhang , Tuo Xing , Erjing Han
Achieving deep subwavelength sound absorption is challenging for conventional materials due to causal constraints on the minimum thickness. We propose a buckling plate resonator (BPR) with an ultra-low effective modulus to overcome this limitation. The BPR comprises a thin front plate and a sealed back cavity. When subjected to an in-plane compressive load exceeding its critical buckling load, the plate buckles and acts as a negative stiffness component. This results in an effective bulk modulus lower than that of air, significantly reducing the required thickness compared to conventional materials. Using first-order mode approximation, we develop an equivalent circuit model for the BPR and evaluate its sound absorption performance under varying in-plane loads. Experimental validation via impedance tube tests confirms quasi-perfect absorption at a thickness of 6 mm, less than 1/172 of the wavelength at the resonance frequency. It outperforms conventional materials which require at least 9.3 mm in thickness. This work offers a novel approach for designing ultra-thin broadband sound absorbers.
{"title":"Design and validation of an ultra-low modulus structure for deep subwavelength sound absorption","authors":"Xianhui Li , Yifan Zhang , Tuo Xing , Erjing Han","doi":"10.1016/j.apacoust.2025.111141","DOIUrl":"10.1016/j.apacoust.2025.111141","url":null,"abstract":"<div><div>Achieving deep subwavelength sound absorption is challenging for conventional materials due to causal constraints on the minimum thickness. We propose a buckling plate resonator (BPR) with an ultra-low effective modulus to overcome this limitation. The BPR comprises a thin front plate and a sealed back cavity. When subjected to an in-plane compressive load exceeding its critical buckling load, the plate buckles and acts as a negative stiffness component. This results in an effective bulk modulus lower than that of air, significantly reducing the required thickness compared to conventional materials. Using first-order mode approximation, we develop an equivalent circuit model for the BPR and evaluate its sound absorption performance under varying in-plane loads. Experimental validation via impedance tube tests confirms quasi-perfect absorption at a thickness of 6 mm, less than 1/172 of the wavelength at the resonance frequency. It outperforms conventional materials which require at least 9.3 mm in thickness. This work offers a novel approach for designing ultra-thin broadband sound absorbers.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111141"},"PeriodicalIF":3.4,"publicationDate":"2025-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474937","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-05DOI: 10.1016/j.apacoust.2025.111149
Nicolas F. Poncetti , Etienne Parizet , Edith Galy , Patrick Chevret
Open-plan offices are widely used in corporate settings to foster collaboration and reduce operational costs, yet noise, particularly from co-worker conversations, often disrupts employees. This disturbance may have distinct impacts on normal-hearing individuals and those experiencing the onset of presbycusis. This study investigates how mild age-related hearing loss influences cognitive performance and perceived fatigue in an open-plan office setting, with a focus on the impact of background speech intelligibility. Normal-hearing participants completed clerical tasks, including reading, note-taking, and writing, in four different auditory conditions combining two speech intelligibility levels and simulated hearing loss. Subjective assessment of workload, fatigue, and noise annoyance were collected alongside task performance metrics. Results indicated that speech intelligibility affects performance equally across both hearing conditions, suggesting that mild hearing loss does not significantly alter susceptibility to distraction in open-plan offices. Furthermore, it was observed that similar levels of speech intelligibility lead to equivalent decrease in performance, regardless of the participants’ hearing condition, whether normal or simulated mild hearing loss (early presbycusis).
{"title":"Effect of hearing impairment on fatigue and annoyance caused by task-irrelevant speech: A working day simulation in an open-plan office","authors":"Nicolas F. Poncetti , Etienne Parizet , Edith Galy , Patrick Chevret","doi":"10.1016/j.apacoust.2025.111149","DOIUrl":"10.1016/j.apacoust.2025.111149","url":null,"abstract":"<div><div>Open-plan offices are widely used in corporate settings to foster collaboration and reduce operational costs, yet noise, particularly from co-worker conversations, often disrupts employees. This disturbance may have distinct impacts on normal-hearing individuals and those experiencing the onset of presbycusis. This study investigates how mild age-related hearing loss influences cognitive performance and perceived fatigue in an open-plan office setting, with a focus on the impact of background speech intelligibility. Normal-hearing participants completed clerical tasks, including reading, note-taking, and writing, in four different auditory conditions combining two speech intelligibility levels and simulated hearing loss. Subjective assessment of workload, fatigue, and noise annoyance were collected alongside task performance metrics. Results indicated that speech intelligibility affects performance equally across both hearing conditions, suggesting that mild hearing loss does not significantly alter susceptibility to distraction in open-plan offices. Furthermore, it was observed that similar levels of speech intelligibility lead to equivalent decrease in performance, regardless of the participants’ hearing condition, whether normal or simulated mild hearing loss (early presbycusis).</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111149"},"PeriodicalIF":3.4,"publicationDate":"2025-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-05DOI: 10.1016/j.apacoust.2025.111147
Haobo Li , Lin Du , Zhuo Wang , Yi Zhang , Xianghai Qiu , Dakun Sun , Xiaofeng Sun
To analyze the performance of mode decomposition methods in rotating machinery such as turbofan engines, this paper begins with a series of tests using the experimental database of the TA36 single-stage compressor on the classic circumferential mode decomposition method (CM) and the compressive sensing method (CSM). While CM is widely used in industry, its uncertainties under limited microphone conditions have not been systematically evaluated, and CSM has rarely been validated in realistic fan experiments. This study aims to address these gaps. In addition, we focus on a realistic compressor with non-uniform inlet conditions, where the resulting circumferential non-uniformity of the acoustic field can significantly affect mode decomposition results. It is found that the uncertainties in CM results are relatively large, even when the system of equations is overdetermined. The solutions exhibit good convergence as the number of microphones increases. The error bands of the TS mode sound pressure level (SPL) are reduced to 0.5 dB for , which is then regarded as a reference. The analyses show the dependence of the decomposition results on the mode dominance ratio (MDR), which can be preliminarily estimated from the circumferential distribution of microphone SPL in the tests. Based on this, we investigated a series of factors that may influence the performance of CSM, including the number of microphones, signal-to-noise ratio (SNR), MDR, the absolute angle of array arrangement, and the masking of low-reliability signals.
{"title":"Performance analysis for mode decomposition methods in an axial fan","authors":"Haobo Li , Lin Du , Zhuo Wang , Yi Zhang , Xianghai Qiu , Dakun Sun , Xiaofeng Sun","doi":"10.1016/j.apacoust.2025.111147","DOIUrl":"10.1016/j.apacoust.2025.111147","url":null,"abstract":"<div><div>To analyze the performance of mode decomposition methods in rotating machinery such as turbofan engines, this paper begins with a series of tests using the experimental database of the TA36 single-stage compressor on the classic circumferential mode decomposition method (CM) and the compressive sensing method (CSM). While CM is widely used in industry, its uncertainties under limited microphone conditions have not been systematically evaluated, and CSM has rarely been validated in realistic fan experiments. This study aims to address these gaps. In addition, we focus on a realistic compressor with non-uniform inlet conditions, where the resulting circumferential non-uniformity of the acoustic field can significantly affect mode decomposition results. It is found that the uncertainties in CM results are relatively large, even when the system of equations is overdetermined. The solutions exhibit good convergence as the number of microphones increases. The error bands of the TS mode sound pressure level (SPL) are reduced to <span><math><mo>±</mo></math></span>0.5 dB for <span><math><msub><mtext>CM</mtext><mtext>20</mtext></msub></math></span>, which is then regarded as a reference. The analyses show the dependence of the decomposition results on the mode dominance ratio (MDR), which can be preliminarily estimated from the circumferential distribution of microphone SPL in the tests. Based on this, we investigated a series of factors that may influence the performance of CSM, including the number of microphones, signal-to-noise ratio (SNR), MDR, the absolute angle of array arrangement, and the masking of low-reliability signals.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111147"},"PeriodicalIF":3.4,"publicationDate":"2025-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-05DOI: 10.1016/j.apacoust.2025.111146
Zheyu Mao, Hanbo Shao, Xiaoli Wu
This article proposes a tube-bundle-embedded neck Helmholtz resonant configuration, which involves the division of the neck of a classical Helmholtz resonator (HR) into a tube bundle without altering the volume of the neck air, with the objective of achieving low-frequency broadband sound absorption at subwavelength scales. A theoretical model has been developed to assess the acoustic performance of the tube-bundle-embedded neck HR, and the accuracy of the model has been validated through FEM and experimental tests. The results indicate that the introduction of a tube-bundle-embedded neck is beneficial in meeting the impedance matching conditions between the metamaterial and air, as well as the critical coupling conditions for damping in the resonant system, thereby increasing the absorption peak of traditional HR from imperfect absorption to perfect absorption, while shifting the resonant frequency towards lower frequencies. A detailed analysis of the sound absorption mechanism of the structure reveals that the dissipation of energy primarily occurs in the neck. Consequently, it is possible to achieve optimal tunability of sound absorption by adjusting the neck length, cross-sectional area, and the number of embedded necks. Finally, to verify the broadband sound absorption potential of metamaterials, multiple subwavelength tube-bundle-embedded neck HR units were connected in parallel using an electroacoustic analogy method, achieving broadband quasi-perfect sound absorption in different frequency ranges. This research offers a novel approach for the design of subwavelength-sized low-frequency broadband sound absorption structures.
{"title":"Broadband low-frequency sound absorption based on tube-bundle-embedded neck Helmholtz resonators","authors":"Zheyu Mao, Hanbo Shao, Xiaoli Wu","doi":"10.1016/j.apacoust.2025.111146","DOIUrl":"10.1016/j.apacoust.2025.111146","url":null,"abstract":"<div><div>This article proposes a tube-bundle-embedded neck Helmholtz resonant configuration, which involves the division of the neck of a classical Helmholtz resonator (HR) into a tube bundle without altering the volume of the neck air, with the objective of achieving low-frequency broadband sound absorption at subwavelength scales. A theoretical model has been developed to assess the acoustic performance of the tube-bundle-embedded neck HR, and the accuracy of the model has been validated through FEM and experimental tests. The results indicate that the introduction of a tube-bundle-embedded neck is beneficial in meeting the impedance matching conditions between the metamaterial and air, as well as the critical coupling conditions for damping in the resonant system, thereby increasing the absorption peak of traditional HR from imperfect absorption to perfect absorption, while shifting the resonant frequency towards lower frequencies. A detailed analysis of the sound absorption mechanism of the structure reveals that the dissipation of energy primarily occurs in the neck. Consequently, it is possible to achieve optimal tunability of sound absorption by adjusting the neck length, cross-sectional area, and the number of embedded necks. Finally, to verify the broadband sound absorption potential of metamaterials, multiple subwavelength tube-bundle-embedded neck HR units were connected in parallel using an electroacoustic analogy method, achieving broadband quasi-perfect sound absorption in different frequency ranges. This research offers a novel approach for the design of subwavelength-sized low-frequency broadband sound absorption structures.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111146"},"PeriodicalIF":3.4,"publicationDate":"2025-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-04DOI: 10.1016/j.apacoust.2025.111145
Jingyu Lei , Jie Zhang , Zixuan Zhao , Dan Yao , Ruiqian Wang , Jiang Li , Shaoyun Guo
Improving sound quality is essential for enhancing the competitiveness of household appliances. However, research on appliance noise has traditionally focused on sound pressure levels, with limited emphasis on acoustic design driven by psychoacoustic perception. This study investigates the sound quality analysis and noise control of gas water heaters. Sound quality measurements were conducted under five operating conditions (25%–100% load and instant heating mode), comparing two different models to identify differences in psychoacoustic parameters and their variation patterns. Subjective evaluations were then performed using paired comparison tests with 36 participants to examine the correlation between objective psychoacoustic metrics and subjective preference scores. A multiple linear regression model was established to predict user preferences. Subsequently, a noise reduction scheme was proposed for the model with relatively poor sound quality. Post-treatment sound quality was measured and analysed, and the regression model was used to predict the subjective evaluation results. The results show that the proposed composite noise reduction scheme notably improved sound quality, leading to significantly higher subjective preference scores. This work provides a useful reference for sound quality evaluation and noise control of household appliances based on psychoacoustic analysis.
{"title":"Psychoacoustic-based sound quality assessment and subjective perception-driven noise control for gas water heaters","authors":"Jingyu Lei , Jie Zhang , Zixuan Zhao , Dan Yao , Ruiqian Wang , Jiang Li , Shaoyun Guo","doi":"10.1016/j.apacoust.2025.111145","DOIUrl":"10.1016/j.apacoust.2025.111145","url":null,"abstract":"<div><div>Improving sound quality is essential for enhancing the competitiveness of household appliances. However, research on appliance noise has traditionally focused on sound pressure levels, with limited emphasis on acoustic design driven by psychoacoustic perception. This study investigates the sound quality analysis and noise control of gas water heaters. Sound quality measurements were conducted under five operating conditions (25%–100% load and instant heating mode), comparing two different models to identify differences in psychoacoustic parameters and their variation patterns. Subjective evaluations were then performed using paired comparison tests with 36 participants to examine the correlation between objective psychoacoustic metrics and subjective preference scores. A multiple linear regression model was established to predict user preferences. Subsequently, a noise reduction scheme was proposed for the model with relatively poor sound quality. Post-treatment sound quality was measured and analysed, and the regression model was used to predict the subjective evaluation results. The results show that the proposed composite noise reduction scheme notably improved sound quality, leading to significantly higher subjective preference scores. This work provides a useful reference for sound quality evaluation and noise control of household appliances based on psychoacoustic analysis.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111145"},"PeriodicalIF":3.4,"publicationDate":"2025-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-04DOI: 10.1016/j.apacoust.2025.111151
Chao Wang , Qi Jia , Zhoufu Zheng , Xijin Chen , Donghai Han , Dianlong Yu
This work proposes a compact waterborne muffler by integrating acoustic metamaterials (AMMs) with low acoustic impedance into a conventional expansion chamber. Based on homogenization theory, the equivalent acoustic parameters of the designed metamaterial are calculated and analyzed. It is demonstrated that the metamaterial’s acoustic impedance can be effectively reduced by strategically tuning its structural parameters and principal orientation, and the underlying physical mechanism is revealed. Numerical simulations show that, compared with traditional expansion chamber mufflers, the introduction of low-impedance metamaterials significantly enhances the muffler’s low-frequency transmission loss (TL) and extends its effective bandwidth. As a proof-of-concept, a waterborne muffler embedded with two low-impedance AMM specimens is fabricated and tested in the water-filled circulation pipeline system. The good agreement between measured and simulated results verifies the acoustic performance of the designed muffler. This work may provide new insights into noise control in fluid-filled pipeline systems and has the potential for application in ocean engineering and related industrial fields.
{"title":"Design of low acoustic impedance metamaterials with application to waterborne expansion chamber muffler","authors":"Chao Wang , Qi Jia , Zhoufu Zheng , Xijin Chen , Donghai Han , Dianlong Yu","doi":"10.1016/j.apacoust.2025.111151","DOIUrl":"10.1016/j.apacoust.2025.111151","url":null,"abstract":"<div><div>This work proposes a compact waterborne muffler by integrating acoustic metamaterials (AMMs) with low acoustic impedance into a conventional expansion chamber. Based on homogenization theory, the equivalent acoustic parameters of the designed metamaterial are calculated and analyzed. It is demonstrated that the metamaterial’s acoustic impedance can be effectively reduced by strategically tuning its structural parameters and principal orientation, and the underlying physical mechanism is revealed. Numerical simulations show that, compared with traditional expansion chamber mufflers, the introduction of low-impedance metamaterials significantly enhances the muffler’s low-frequency transmission loss (TL) and extends its effective bandwidth. As a proof-of-concept, a waterborne muffler embedded with two low-impedance AMM specimens is fabricated and tested in the water-filled circulation pipeline system. The good agreement between measured and simulated results verifies the acoustic performance of the designed muffler. This work may provide new insights into noise control in fluid-filled pipeline systems and has the potential for application in ocean engineering and related industrial fields.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111151"},"PeriodicalIF":3.4,"publicationDate":"2025-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474881","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
In this work, a low-frequency broadband acoustic metamaterial absorber is designed based on a micro-perforated plate and a Fibonacci-cavity coupling structure, where the Fibonacci sequence arrangement of cavities facilitates the coupling of multiple resonance peaks and enables high-efficiency sound absorption. To effectively couple different units, a deep learning method is used to automatically optimize structural parameters. By constructing a multilayer perceptron, a highly accurate correlation between structural parameters and the sound absorption coefficient, with over 97 % accuracy, has been established. The results show that a well-trained forward neural network can effectively replace the intricate physical processes involved. We propose a method using a tandem neural network to achieve the inverse design of an acoustic absorber, which enables efficient and fast directional design compared to traditional empirical approaches and optimization algorithms. The achieved sound absorption efficiency is 81.8 % within the low-frequency spectrum of 300–800 Hz using only two resonance units, and the feasibility of the method is experimentally verified. The deep learning design method proposed in this study can be applied to various types of metamaterials, thereby significantly improving design efficiency.
{"title":"Deep learning-based inverse design of micro-perforated plate and Fibonacci-cavity coupling structure for low-frequency broadband sound absorption","authors":"Yichi Zhang, Zhaojiang Chen, Yufei Ling, Jianning Zheng","doi":"10.1016/j.apacoust.2025.111150","DOIUrl":"10.1016/j.apacoust.2025.111150","url":null,"abstract":"<div><div>In this work, a low-frequency broadband acoustic metamaterial absorber is designed based on a micro-perforated plate and a Fibonacci-cavity coupling structure, where the Fibonacci sequence arrangement of cavities facilitates the coupling of multiple resonance peaks and enables high-efficiency sound absorption. To effectively couple different units, a deep learning method is used to automatically optimize structural parameters. By constructing a multilayer perceptron, a highly accurate correlation between structural parameters and the sound absorption coefficient, with over 97 % accuracy, has been established. The results show that a well-trained forward neural network can effectively replace the intricate physical processes involved. We propose a method using a tandem neural network to achieve the inverse design of an acoustic absorber, which enables efficient and fast directional design compared to traditional empirical approaches and optimization algorithms. The achieved sound absorption efficiency is 81.8 % within the low-frequency spectrum of 300–800 Hz using only two resonance units, and the feasibility of the method is experimentally verified. The deep learning design method proposed in this study can be applied to various types of metamaterials, thereby significantly improving design efficiency.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111150"},"PeriodicalIF":3.4,"publicationDate":"2025-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474941","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-03DOI: 10.1016/j.apacoust.2025.111144
Wenbo Gou, Hong Liang, Hui Li, Zezhou Dai, Wenlong Zhu
In shallow water, strong reverberation from the seafloor significantly degrades the performance of broadband active sonar systems in detecting underwater targets. To improve the target detection performance, this paper proposes a reverberation suppression method based on a time-frequency patch tensor model. First, this method transforms the echo signal into the time-frequency domain using the short-time Fourier transform. Then, by using the target echo sparse prior and the reverberation non-local self-correlation prior to construct the time-frequency patch tensor model, the reverberation suppression problem is modeled as an optimization problem of recovering the low-rank and sparse tensors. By applying an alternating direction multiplier method, the target echo and reverberation are decomposed into the sparse and low-rank tensors, respectively. To verify the proposed method, an experiment involving simulated signals is conducted. The results show that it significantly improves the detection performance at low signal-to-reverberation ratios (SRRs). The method achieves a better detection result when the SRR is greater than −7 dB. Moreover, this method is applied to the lake experiment data. The lake experiment results show that our method effectively reduces reverberation and enhances active sonar detection performance compared to reverberation pre-whitening and principal component inverse methods. This model works for both single-element transducers and transducer arrays.
{"title":"Shallow water reverberation suppression based on a time-frequency patch tensor model for broadband active sonar systems","authors":"Wenbo Gou, Hong Liang, Hui Li, Zezhou Dai, Wenlong Zhu","doi":"10.1016/j.apacoust.2025.111144","DOIUrl":"10.1016/j.apacoust.2025.111144","url":null,"abstract":"<div><div>In shallow water, strong reverberation from the seafloor significantly degrades the performance of broadband active sonar systems in detecting underwater targets. To improve the target detection performance, this paper proposes a reverberation suppression method based on a time-frequency patch tensor model. First, this method transforms the echo signal into the time-frequency domain using the short-time Fourier transform. Then, by using the target echo sparse prior and the reverberation non-local self-correlation prior to construct the time-frequency patch tensor model, the reverberation suppression problem is modeled as an optimization problem of recovering the low-rank and sparse tensors. By applying an alternating direction multiplier method, the target echo and reverberation are decomposed into the sparse and low-rank tensors, respectively. To verify the proposed method, an experiment involving simulated signals is conducted. The results show that it significantly improves the detection performance at low signal-to-reverberation ratios (SRRs). The method achieves a better detection result when the SRR is greater than −7 dB. Moreover, this method is applied to the lake experiment data. The lake experiment results show that our method effectively reduces reverberation and enhances active sonar detection performance compared to reverberation pre-whitening and principal component inverse methods. This model works for both single-element transducers and transducer arrays.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111144"},"PeriodicalIF":3.4,"publicationDate":"2025-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474878","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01DOI: 10.1016/j.apacoust.2025.111148
Xiao Liang , Yu Ye , Jiangxia Luo , Nansha Gao , Liang Shi , Zhongyuan Tang , Hanya Zhu
Currently, the development of multiband acoustic topological systems is constrained by the dimensional characteristics of scattering elements. The number of bands in edge mode is limited and the bandgap width is also affected. Therefore,this paper presents a construction method for multi-band acoustic topology through spatial stacking. This method mainly involves stacking of resonant cavities in the vertical spatial direction of the scatterer, and utilizes the local resonance of the resonant cavities to excite additional operating frequency bands. Compared with the conventional acoustic topology, it can break the limitation of structure size and improve the space utilization. The results simulated by finite element simulation show that more number of working frequency bands can be constructed by superposing resonant cavities in its vertical spatial direction. Moreover, the number of layers of spatial stacking is positively correlated with the number of working bands. Finally, we focus on the acoustic topology when the space is superimposed to three layers of resonant cavities, and verify the correctness of this method by experimentally comparing and demonstrating that there are indeed ten effective acoustic transmission channels. This study breaks the limitation of the traditional acoustic topology in terms of structural size and realizes the construction of more operating frequency bands, which provides a new idea for the acoustic control field of multiband acoustic topology, multiband filter and acoustic sensor.
{"title":"Multi-band acoustic topology construction by spatial stacking","authors":"Xiao Liang , Yu Ye , Jiangxia Luo , Nansha Gao , Liang Shi , Zhongyuan Tang , Hanya Zhu","doi":"10.1016/j.apacoust.2025.111148","DOIUrl":"10.1016/j.apacoust.2025.111148","url":null,"abstract":"<div><div>Currently, the development of multiband acoustic topological systems is constrained by the dimensional characteristics of scattering elements. The number of bands in edge mode is limited and the bandgap width is also affected. Therefore,this paper presents a construction method for multi-band acoustic topology through spatial stacking. This method mainly involves stacking of resonant cavities in the vertical spatial direction of the scatterer, and utilizes the local resonance of the resonant cavities to excite additional operating frequency bands. Compared with the conventional acoustic topology, it can break the limitation of structure size and improve the space utilization. The results simulated by finite element simulation show that more number of working frequency bands can be constructed by superposing resonant cavities in its vertical spatial direction. Moreover, the number of layers of spatial stacking is positively correlated with the number of working bands. Finally, we focus on the acoustic topology when the space is superimposed to three layers of resonant cavities, and verify the correctness of this method by experimentally comparing and demonstrating that there are indeed ten effective acoustic transmission channels. This study breaks the limitation of the traditional acoustic topology in terms of structural size and realizes the construction of more operating frequency bands, which provides a new idea for the acoustic control field of multiband acoustic topology, multiband filter and acoustic sensor.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":"243 ","pages":"Article 111148"},"PeriodicalIF":3.4,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145474940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}