Applied Acoustics最新文献

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Research progress in bird sounds recognition based on acoustic monitoring technology: A systematic review 基于声学监测技术的鸟类声音识别研究进展:系统回顾
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-10-03 DOI: 10.1016/j.apacoust.2024.110285
Daidai Liu, Hanguang Xiao, Kai Chen
{"title":"Research progress in bird sounds recognition based on acoustic monitoring technology: A systematic review","authors":"Daidai Liu,&nbsp;Hanguang Xiao,&nbsp;Kai Chen","doi":"10.1016/j.apacoust.2024.110285","DOIUrl":"10.1016/j.apacoust.2024.110285","url":null,"abstract":"<div><div>Bird sound contains rich ecological information, and its related research results can be applied to animal behavior analysis, natural information collection and ecological environment monitoring. Since the early manual monitoring methods, many researchers have continuously innovated and improved the bird sounds recognition technology to overcome the long-standing drawbacks of long cycle time, high cost and poor effectiveness. These developments make bird sounds recognition a highly interesting, but also highly challenging research topic. Acoustic monitoring technology plays a vital role in the automatic recognition of bird sounds. With the popularization of acoustic monitoring technology, the technical routes based on traditional recognition models and neural networks have increased sharply, which has greatly promoted the development of bird sounds recognition. In view of these main technical routes, this paper summarized the research status of bird sounds recognition, provided a summary table of a variety of bird sound sample datasets, introduced the application evolution of various recognition technologies, and analyzed its open challenges. Meanwhile, this paper also cited the published experimental exploration on the improvement of deep learning networks. In general, this paper gives a comprehensive overview of the research process of bird sounds recognition based on acoustic monitoring technology, which has important theoretical and practical value to promote the development of bird sounds recognition technology, and provides a valuable reference for future related research.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419065","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}
引用次数: 0
Multimodal fusion fault diagnosis method under noise interference 噪声干扰下的多模态融合故障诊断方法
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-10-02 DOI: 10.1016/j.apacoust.2024.110301
Zhi Qiu , Shanfei Fan , Haibo Liang, Jincai Liu
{"title":"Multimodal fusion fault diagnosis method under noise interference","authors":"Zhi Qiu ,&nbsp;Shanfei Fan ,&nbsp;Haibo Liang,&nbsp;Jincai Liu","doi":"10.1016/j.apacoust.2024.110301","DOIUrl":"10.1016/j.apacoust.2024.110301","url":null,"abstract":"<div><div>In practical industrial production environments, the collection of fault signals is often accompanied by significant background noise. The presence of substantial noise makes feature extraction from fault signals very challenging, thereby reducing fault diagnosis performance. To address this issue, this paper proposes a multimodal fusion fault diagnosis method based on a multiscale stacked denoising autoencoder and dual-branch feature fusion network (MSSDAE-DBFFN). First, the noisy vibration signals are denoised using the MSSDAE. Then, the denoised vibration signals are divided into two branches for feature extraction and fusion. In one branch, the vibration signals are converted into gramian angular summation field (GASF) images using the GASF, and feature extraction is performed with a multiscale convolutional network. In the other branch, the waveforms are subjected to feature extraction using a wavelet scattering network. Finally, the fused features are sent to a classifier to complete the fault diagnosis task. To demonstrate the effectiveness of the proposed method, it is compared with four different denoising methods and five different classification methods across two datasets. The experimental results show that MSSDAE-DBFFN outperforms the other methods in both denoising and classification across five different signal-to-noise ratios (SNR). At an SNR of −10 dB, the SNRs after denoising are 4.582 dB and 5.489 dB, respectively, while the accuracy rates are 89.33 % and 91.67 %, respectively.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419017","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}
引用次数: 0
Geometrical acoustic modelling of occupied acoustic conditions in mosques: Application to a case study 清真寺占用声学条件的几何声学建模:应用于案例研究
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-10-01 DOI: 10.1016/j.apacoust.2024.110323
Francesco Martellotta , Mohamed Ladaoui Benferhat , Chiara Rubino , Abdelouahab Bouttout , Samira Debache Benzagouta
{"title":"Geometrical acoustic modelling of occupied acoustic conditions in mosques: Application to a case study","authors":"Francesco Martellotta ,&nbsp;Mohamed Ladaoui Benferhat ,&nbsp;Chiara Rubino ,&nbsp;Abdelouahab Bouttout ,&nbsp;Samira Debache Benzagouta","doi":"10.1016/j.apacoust.2024.110323","DOIUrl":"10.1016/j.apacoust.2024.110323","url":null,"abstract":"<div><div>Old religious buildings represent an essential cultural heritage whatever the country or the religion they belong to. Thanks to many researches carried out in the last years, their acoustics is now considered part of this heritage. However, for practical reasons, their acoustic characterization is often made under unoccupied conditions, while, given the frequent use of hard reflecting surfaces, the occupied conditions may differ significantly. Geometrical acoustics may represent, if properly used, a valid tool to simulate how sound propagates in an occupied space, allowing to investigate the effect on the full set of acoustic parameters. Occupancy in mosques may be more challenging to simulate than in other spaces because of the different postures of the worshippers and the usually high absorption that they introduce because of high density of occupants. To correctly simulate such effects, a specific modelling approach has been proposed starting from reverberant chamber measurements and validating them against on-site measurements. Using the proposed method, the effect of occupancy in the Jedid Mosque in Algiers, which was built in 1660, in a typical Ottoman style, and later restored in 1855, was studied. The mosque was chosen because it is large and reverberant to allow a better appreciation of the variations due to occupancy. The geometrical acoustic model was first carefully calibrated against measurements in unoccupied conditions, which also pointed out a clearly non-diffuse behaviour in the space, and, finally the occupancy was added. Results showed that due to the strong concentration of absorbing elements on the floor, where carpets already contributed to absorb sound, the occupancy mostly affected reverberation parameters, while clarity for speech remained poor.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419016","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Acoustic comfort in primary- and nursery-school canteens: From measurements to recommendations 小学和幼儿园食堂的声学舒适度:从测量到建议
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-10-01 DOI: 10.1016/j.apacoust.2024.110324
Francesco Martellotta , Dario D'Orazio , Deborah De Carolis , Stefania Liuzzi , Chiara Rubino
{"title":"Acoustic comfort in primary- and nursery-school canteens: From measurements to recommendations","authors":"Francesco Martellotta ,&nbsp;Dario D'Orazio ,&nbsp;Deborah De Carolis ,&nbsp;Stefania Liuzzi ,&nbsp;Chiara Rubino","doi":"10.1016/j.apacoust.2024.110324","DOIUrl":"10.1016/j.apacoust.2024.110324","url":null,"abstract":"<div><div>Canteens usually have critical acoustic conditions resulting from the need to maximize the number of occupants while minimizing volume. Thus, in the absence of specific sound absorbing treatments, very high sound pressure levels are usually observed resulting in significant impairment of communication (with increased vocal effort of speakers and reduced speech intelligibility), and dangerously high exposure levels for workers. The present paper reports acoustic measurements carried out in a nursery school canteen having a volume of 212 m<sup>3</sup> and seating about 50 children, and two primary school canteens having volumes of 656 m<sup>3</sup> (seating 150 children) and 367 m<sup>3</sup> (seating 107 children). Reverberation time was measured in each room as well as sound pressure levels during peak occupation (averaged over 15-minute intervals), resulting in A-weighted sound pressure levels spanning between 81 dB (in the nursery school) and 90 dB in the primary schools. Starting from the observed values, considerations about the group-size of the occupants as a function of age were made, and recommendations were finally given to guide the acoustic correction of similar spaces.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142419066","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reverberation room design optimisation for low-frequency diffuse sound absorption testing 用于低频扩散吸声测试的混响室优化设计
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-09-30 DOI: 10.1016/j.apacoust.2024.110311
Paul Didier , Cédric Van hoorickx , Edwin P.B. Reynders
{"title":"Reverberation room design optimisation for low-frequency diffuse sound absorption testing","authors":"Paul Didier ,&nbsp;Cédric Van hoorickx ,&nbsp;Edwin P.B. Reynders","doi":"10.1016/j.apacoust.2024.110311","DOIUrl":"10.1016/j.apacoust.2024.110311","url":null,"abstract":"<div><div>The reproducibility of sound absorption testing with the reverberation room method is a long-standing concern. Absorptive samples induce directionality in the nearfield, while the farfield depends on the room geometry below the Schroeder frequency. Nevertheless, when properly accounting for nearfield effects, the theoretical diffuse absorption coefficient of a sample still represents its average performance across an ensemble of different rooms, even at very low frequencies. Recent research found that particular reverberation room designs allow for an accurate measurement of the diffuse sound absorption coefficient of highly absorptive samples at low frequencies. Pinpointing such designs hence opens up a possibility to sustainably improve the low-frequency reproducibility of sound absorption testing in reverberation rooms. The present paper introduces a numerical optimisation framework that serves this purpose. Specific room shapes are parametrised and the geometrical room parameters are optimised so as to minimise the difference between the measured and the diffuse absorption coefficient under appropriate constraints. The sound absorption testing of a sample in a particular reverberation room is numerically simulated using a method that is both accurate and computationally efficient at low frequencies. The diffuse absorption is computed with a hybrid deterministic-statistical energy analysis approach that accounts for the detailed absorber properties, geometry, and boundary conditions, as well as the nearfield effects. The methodology is applied to both cuboidal and hexahedral room shapes. Certain optimised designs are found not only to provide an excellent match for the absorber that was used during the optimisation, but they also maintain their performance across a range of absorptive samples. Additionally, potential geometrical deviations are found to be well tolerated by these reverberation room designs.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142359504","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}
引用次数: 0
A lightweight framework for unsupervised anomalous sound detection based on selective learning of time-frequency domain features 基于时频域特征选择性学习的无监督异常声音检测轻量级框架
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-09-30 DOI: 10.1016/j.apacoust.2024.110308
Yawei Wang , Qiaoling Zhang , Weiwei Zhang , Yi Zhang
{"title":"A lightweight framework for unsupervised anomalous sound detection based on selective learning of time-frequency domain features","authors":"Yawei Wang ,&nbsp;Qiaoling Zhang ,&nbsp;Weiwei Zhang ,&nbsp;Yi Zhang","doi":"10.1016/j.apacoust.2024.110308","DOIUrl":"10.1016/j.apacoust.2024.110308","url":null,"abstract":"<div><div>For industrial anomalous sound detection (ASD), self-supervised methods have achieved significant detection performance in many cases. Nevertheless, these methods typically rely on the availability of external auxiliary information, and they may not work when such information are not feasible. Unsupervised methods do not leverage auxiliary information, whereas they usually obtained lower detection performance compared to self-supervised ones. Though some unsupervised methods have shown potential performance improvements, they are at the cost of complex implementation or large model sizes. As to the issues, this paper presents an unsupervised ASD method based on spectrogram frames selection (SFS) and AutoEncoder for Frequency-feature Selection (AEFS), called SFS-AEFS. First, SFS is developed based upon the temporal characteristics of machine sounds, which aims to select spectrogram frames (SFs) that contains the primary sound information while discarding the portions that are affected by noises or interferences or do not contain the target sound. Next, AEFS is developed by introducing a Scaling Gate (SG) after AE. For the selected SF features, AEFS aims to selectively enhance the mode learning of partial frequency dimensions and weaken the rest ones. Comparative experiments with the current ASD methods were made on the DCASE 2020 Challenge Task2 dataset. The related results demonstrate that our method achieved the best performance among all relevant unsupervised methods and is comparable to the current SOTA self-supervised methods. Moreover, our method is lightweight with model parameters being only 0.08MB.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142359502","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}
引用次数: 0
Distributional Green’s functions for the vibrations of multi-cracked Timoshenko beams 多裂缝季莫申科梁振动的分布格林函数
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-09-30 DOI: 10.1016/j.apacoust.2024.110302
Ilaria Fiore, Francesco Cannizzaro, Salvatore Caddemi, Ivo Caliò
{"title":"Distributional Green’s functions for the vibrations of multi-cracked Timoshenko beams","authors":"Ilaria Fiore,&nbsp;Francesco Cannizzaro,&nbsp;Salvatore Caddemi,&nbsp;Ivo Caliò","doi":"10.1016/j.apacoust.2024.110302","DOIUrl":"10.1016/j.apacoust.2024.110302","url":null,"abstract":"<div><div>In this study the forced vibrations of cracked beams in presence of damping are analysed. The adopted beam model is in accordance with the Timoshenko beam model and the presence of multiple bending and shear concentrated flexibilities, commonly used to model cracks, is accounted for. The strong discontinuities derived by the localised flexibilities are dealt with by means of a distributional approach avoiding the need of enforcing continuity conditions at the discontinuous sections. First, the exact Green’s functions, that is the steady-state response in the case of concentrated harmonic loads, are obtained via the presented distributional approach. The presented exact solutions are a computationally advantageous evaluation of the steady state response alternative to the direct time integration, as well as to a beam span sub-division. In addition, the presented distributional Green’s functions are employed to evaluate the response of multi-cracked beams subjected to arbitrary loading conditions (i.e. generic spatial distribution and time dependency), via convolution integral equation combined with an appropriate frequency domain analysis.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142359596","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Applying Michelson-interferometer based optical fiber sensors for active control of road noise in a car 应用基于迈克尔逊干涉仪的光纤传感器主动控制汽车路噪
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-09-29 DOI: 10.1016/j.apacoust.2024.110316
Chenguang Wang , Feng Li , Pengju Zhang , Xiaojun Qiu , Weikang Jiang , Sheng Wu , Pinxi Mo
{"title":"Applying Michelson-interferometer based optical fiber sensors for active control of road noise in a car","authors":"Chenguang Wang ,&nbsp;Feng Li ,&nbsp;Pengju Zhang ,&nbsp;Xiaojun Qiu ,&nbsp;Weikang Jiang ,&nbsp;Sheng Wu ,&nbsp;Pinxi Mo","doi":"10.1016/j.apacoust.2024.110316","DOIUrl":"10.1016/j.apacoust.2024.110316","url":null,"abstract":"<div><div>Active noise control (ANC) technology is a promising solution for reducing road noise in cars, where the quality of reference signals is critical for improving the performance. In this paper, an optical fiber sensor based on Michelson interferometer is proposed to obtain the vibration reference signal for active control of road noise in a car. First, the principle of this optical fiber sensor is introduced, then the feasibility of using optical fiber sensor for active control of sound radiation from a panel of an enclosure is verified, where the spectrum, coherence and impulse response of the optical fiber sensor are reported and compared with that of an accelerometer. Finally, the optical fiber sensor is applied in a car for active control of road noise and the simulation results based on the measured data are presented. The research demonstrates the potential of using the proposed optical fiber sensor for active control of road noise in a car by discussing its advantages and weakness.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142359505","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}
引用次数: 0
Interior noise characteristics, source identification and its quantification contribution of 400 km/h high-speed train in different operating environments 时速 400 公里高速列车在不同运行环境下的车内噪声特性、声源识别及其量化贡献
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-09-28 DOI: 10.1016/j.apacoust.2024.110321
Xiaodan Lan , Jian Han , Jie Zhang , Xinbiao Xiao , Laixian Peng , Yuxuan Zhao
{"title":"Interior noise characteristics, source identification and its quantification contribution of 400 km/h high-speed train in different operating environments","authors":"Xiaodan Lan ,&nbsp;Jian Han ,&nbsp;Jie Zhang ,&nbsp;Xinbiao Xiao ,&nbsp;Laixian Peng ,&nbsp;Yuxuan Zhao","doi":"10.1016/j.apacoust.2024.110321","DOIUrl":"10.1016/j.apacoust.2024.110321","url":null,"abstract":"<div><div>Noise level is one of the core technical indicators of high-speed trains, especially for a speed of 400 km/h. Noise source identification and its contribution quantification are key for interior noise control. This article takes a certain high-speed train running up to 400 km/h as the research object. Firstly, based on the interior noise spectrum and experimental results of source identification based on spherical harmonic function, the main source locations and energy distribution inside the train are determined. Secondly, through polynomial fitting, the correlation between vibration and noise in various areas inside and outside the train and speed is determined. Subsequently, by calculating the energy contribution through area integration, the noise contribution of each interior region is determined, and then the variation law of the noise contribution of each region with the speed is determined, and the quantitative contributions of various areas inside the train are given when the high-speed train is running at 400 km/h. Finally, the vibration and noise inside the train, aerodynamic noise on the train body surface, and noise in the bogie area in open lines and tunnel operating environments are compared and analyzed, as well as their variation laws with speed. The main noise sources inside the train under two types of operating environments are identified, and the contribution rates of noise sources in different areas inside the train are analyzed, further studying the interior noise and vibration transmission characteristics. The results show that, when the high-speed train is running at 400 km/h in open line operating environment, the significant frequency range of interior noise is 40 Hz ∼ 2000 Hz, and dominant interior noise sources are located in the roof and floor. In the tunnel operating environment, the significant frequency range of interior noise is 160 Hz ∼ 1000 Hz, and the primary sources of interior noise are predominantly located in the left window and floor. For the sidewall area, the interior noise comes mainly from the vibration of the inner sidewall when in open line operating environment, while in tunnel operating environment, the interior noise comes mainly from the aerodynamic excitation of the body surface.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-09-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142359595","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}
引用次数: 0
Motion coprime array-based DOA estimation considering phase disturbance of sensor array 考虑传感器阵列相位干扰的基于运动共轭阵列的 DOA 估算
IF 3.4 2区 物理与天体物理
Applied Acoustics Pub Date : 2024-09-27 DOI: 10.1016/j.apacoust.2024.110313
Ke Liu , Chengfeng Zou , Junda Ma
{"title":"Motion coprime array-based DOA estimation considering phase disturbance of sensor array","authors":"Ke Liu ,&nbsp;Chengfeng Zou ,&nbsp;Junda Ma","doi":"10.1016/j.apacoust.2024.110313","DOIUrl":"10.1016/j.apacoust.2024.110313","url":null,"abstract":"<div><div>To address the phase disturbance issue faced by sensor arrays in practical applications, a cascaded deep convolutional neural network structure is proposed to achieve direction-of-arrival (DOA) estimation for motion coprime arrays. Firstly, the synthesized covariance matrix obtained after motion is inputted into the first-level network for estimating the phase disturbance matrix. Then, we analyze the impact of phase perturbation on the synthesized covariance matrix and utilize the estimated disturbance phase to obtain an undisturbed synthesized covariance matrix. Finally, after phase compensation, the synthesized covariance matrix performs DOA estimation through the second-level network. Furthermore, to acquire three times the virtual unique lags of the coprime array, the synthesis condition about moving distance and unique lags is derived. The proposed method is shown to be effective and superior through the experiment results.</div></div>","PeriodicalId":55506,"journal":{"name":"Applied Acoustics","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142326603","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}
引用次数: 0
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