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16 pages, 1346 KB  
Article
Occupant-Centred Acoustic Assessment of Teachers’ Responses to Sound Sources in a Secondary School
by Hang Fu, Jiayi Zhou, Jie Zhang, Rumei Han and Yuan Zhang
Buildings 2026, 16(14), 2894; https://doi.org/10.3390/buildings16142894 - 21 Jul 2026
Viewed by 323
Abstract
The acoustic quality of a school’s indoor environment affects the health, performance and comfort of the teachers who work in it, yet assessment often reduces that environment to a single overall level. In a cross-sectional case study of one secondary school in China, [...] Read more.
The acoustic quality of a school’s indoor environment affects the health, performance and comfort of the teachers who work in it, yet assessment often reduces that environment to a single overall level. In a cross-sectional case study of one secondary school in China, all 148 teachers rated eleven school sound-source categories on audibility, annoyance and interference with teaching and office concentration, and reported perceived noisiness, voice raising, voice strain, fatigue, emotional distress and noise sensitivity, while selected-room acoustic measurements provided site context not matched to individual respondents. Ratings across the eleven sources were dominated by one component, but the resulting composite score was not associated with all teacher responses alike. Source load was associated with emotional distress, voice raising and perceived noisiness but not fatigue, which instead tracked voice strain, whereas emotional distress was associated most strongly with noise sensitivity. In exploratory source-specific models, traffic and other external sources had the largest associations with perceived noisiness, whereas playground activity and student talking had the largest associations with voice raising. No tested subgroup interaction survived false-discovery-rate correction. The selected-room measurements documented conditions compatible with source intrusion and raised vocal effort. The findings support an occupant-centred, source-resolved approach to school indoor acoustics and provide hypotheses for future multi-school testing. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
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22 pages, 3509 KB  
Article
An Image-Recognition-Triggered Acoustic Bird Repellent Prototype System for Orchards Based on Improved MobileViT-S
by Jingjing Xie, Shidi Wang, Shuhao Yang, Jiaqiang Zheng, Dachen Wang and Qing Chen
Agriculture 2026, 16(13), 1481; https://doi.org/10.3390/agriculture16131481 - 7 Jul 2026
Viewed by 352
Abstract
To address the lack of bird perception, ineffective output, and sound-source habituation in conventional orchard acoustic bird-repellent devices, this study develops an image-recognition-triggered acoustic bird-repellent prototype system based on an improved MobileViT-S. The system discriminates between “bird” and “no bird” in orchard images [...] Read more.
To address the lack of bird perception, ineffective output, and sound-source habituation in conventional orchard acoustic bird-repellent devices, this study develops an image-recognition-triggered acoustic bird-repellent prototype system based on an improved MobileViT-S. The system discriminates between “bird” and “no bird” in orchard images and controls an STM32 terminal via TCP Socket to output audible sound and variable-frequency acoustic waves on demand. To improve performance under small-target, foliage-occlusion, and complex-background conditions, multi-scale feature fusion and the CBAM attention mechanism are introduced into MobileViT-S. Ablation experiments show that the improved model achieves an Accuracy of 93.9% and an F1-score of 92.6%. Eighteen days of field operation show that the system can continuously complete image acquisition, bird-presence discrimination, command transmission, acoustic-terminal start/stop control, and switching among three operating modes, thereby verifying the operational feasibility of the system. Because no concurrent control, randomization, or independent replication was included, and because the three acoustic modes were implemented sequentially over time, the present results can only demonstrate the operational feasibility of the prototype system and should not be interpreted as evidence of bird-repelling efficacy or fruit-damage reduction. These effects require further validation through controlled field trials. Full article
(This article belongs to the Section Artificial Intelligence and Digital Agriculture)
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15 pages, 1706 KB  
Article
Low-Frequency Components of the Heart Sound Corresponding to the Fourth Heart Sound Phase, Assessed by Phonocardiography, Correlate with Early Variations in Echocardiographic Indices Related to Diastolic Function
by Kunimasa Yagi, Yuhei Yasui, Shumpei Saito, Makoto Iwazawa, Shimpei Ogawa, Taketsugu Tsuchiya, Tomoya Kaneda, Masaji Miyamoto, Fuminori Yamagishi, Junji Kobayashi, Hideki Origasa, Tatsuya Kawasaki, Naohito Yamasaki, Takashi Muro and Nobuo Fukuda
Medicina 2026, 62(7), 1300; https://doi.org/10.3390/medicina62071300 - 6 Jul 2026
Viewed by 324
Abstract
Background and Objectives: The fourth heart sound (S4) is a recognized marker of left ventricular (LV) diastolic dysfunction, suggesting a potential risk of congestive heart failure (CHF). However, low-frequency sounds are often audible during the S4-corresponding phase in the general population without [...] Read more.
Background and Objectives: The fourth heart sound (S4) is a recognized marker of left ventricular (LV) diastolic dysfunction, suggesting a potential risk of congestive heart failure (CHF). However, low-frequency sounds are often audible during the S4-corresponding phase in the general population without symptoms or a history of CHF. The present retrospective cross-sectional exploratory study examined the acoustic features of the S4 phase sound in patients with stage A or B heart failure in association with echocardiographic markers. Materials and Methods: Sixty asymptomatic male patients underwent simultaneous phonocardiographic and electrocardiographic recordings using Cardio-EGG (AMI Inc.). The amplitude of acoustic signals during the S4 phase was quantified across ten frequency bands using a continuous wavelet transform. Echocardiographic parameters of LV diastolic function were also assessed. Results: Several lower-frequency bands demonstrated significant correlations with LV diastolic indices. After adjustment for age, systolic blood pressure, HbA1c, interventricular septal thickness, and coronary artery disease, strong associations were observed at the fourth left sternal border signals in the [7.81, 15.63) Hz band and septal E/e′ (r = 0.41, p = 0.0012). The [15.63, 31.25) Hz band was associated with septal E/e′, septal and lateral e′ velocities, and the E/A ratio. This frequency range at the apex also correlated with A-wave velocity (p = 0.0011). Conclusions: Specific low-frequency acoustic components observed during the S4 phase are closely associated with echocardiographic markers of left ventricular diastolic function in asymptomatic individuals. These characteristics resemble those of the standard S4, indicating that digital phonocardiography could facilitate the identification of early cardiac dysfunction before the onset of heart failure. Full article
(This article belongs to the Section Cardiology)
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28 pages, 756 KB  
Systematic Review
Experimental Observations of Long-Range Atmospheric Acoustics with Concurrent Meteorological Profiling: A Systematic Review
by Matthew Stengrim, Sophie Arruza, John Judge, Diego Turo and Teresa Ryan
Acoustics 2026, 8(2), 39; https://doi.org/10.3390/acoustics8020039 - 11 Jun 2026
Viewed by 613
Abstract
This systematic review summarizes experimental studies in atmospheric acoustics that quantify environmental influences on long-range sound propagation. A keyword-based search was conducted in Scopus and Google Scholar to identify relevant records. Studies were included if they were published in English between January 1977 [...] Read more.
This systematic review summarizes experimental studies in atmospheric acoustics that quantify environmental influences on long-range sound propagation. A keyword-based search was conducted in Scopus and Google Scholar to identify relevant records. Studies were included if they were published in English between January 1977 and April 2026, investigated long-range sound propagation within the human audibility range using specific sound sources, and incorporated concurrent meteorological measurements. Two reviewers worked independently to assess eligibility of the studies included in this review. Following the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines, this systematic review surveys the methodological content of these studies with respect to sound sources, signal content and processing, microphone configuration, treatment of the ground and topography, and meteorological measurements to identify common practices. Some studies provide only limited information about the acoustic source properties, postprocessing of acoustic data, and/or configuration of meteorological measurements. Key experimental details for the 40 included studies are tabulated and summarized via histograms for reference. Most experimental acoustic studies have measured propagation within a range of 2 km on relatively flat land and have utilized tower-based meteorological measurements. The results of the studies surveyed here have implications for understanding long-range outdoor sound propagation, including development of accurate numerical models. Some contributing authors were funded by the Office of Naval Research: ONR Award N00014 24-1-2400, ONR Award N00014-24-1-2437. Full article
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22 pages, 7046 KB  
Article
Audible Sound Stress Alters Behavior and Gene Transcription, and Negatively Impacts Development, Survival and Reproductive Fitness in Spodoptera frugiperda
by Chao-Yang Duan, Yun-Ju Xiang, Jun-Bo Li, Jun-Zhong Zhang, Da-Ying Fu, Wei Gao and Jin Xu
Insects 2026, 17(5), 467; https://doi.org/10.3390/insects17050467 - 30 Apr 2026
Viewed by 573
Abstract
Moth auditory systems, evolutionarily adapted and structurally diverse with ultrasonic sensitivity, underpin the development of acoustic-based pest management strategies. Here, based on hypotheses derived from previous findings, we tested whether and how audible sounds (music, bird chirp, noise; 0.25–1 kHz, 80/120 dB) affect [...] Read more.
Moth auditory systems, evolutionarily adapted and structurally diverse with ultrasonic sensitivity, underpin the development of acoustic-based pest management strategies. Here, based on hypotheses derived from previous findings, we tested whether and how audible sounds (music, bird chirp, noise; 0.25–1 kHz, 80/120 dB) affect the development, survival, behavior and fecundity, as well as the molecular responses, using both short-term and long-term exposure (three successive generations) experimental designs. Behavioral assays showed dose-specific responses: high-intensity (120 dB) bird chirp and noise suppressed larval and adult activity, while low-intensity (80 dB) counterparts promoted larval crawling. Long-term exposure revealed that bird chirp and noise significantly impaired fitness, reducing larval/pupal body weight, pupation/eclosion rates, and egg hatching rate, with 120 dB noise exerting the strongest effects; 80 dB music showed neutral or positive impacts. Transcriptomic analysis identified 71–235 differentially expressed genes (DEGs) across treatment groups, with bird chirp and noise inducing more downregulated DEGs related to metabolism, immunity, and development. Notably, all cuticle-related DEGs in the 80 dB noise group and 53.2% in the 120 dB noise group were upregulated, suggesting stress-induced cuticular remodeling. GO/KEGG enrichment indicated distinct patterns: 80 dB music, bird chirp and 120 dB noise groups only had downregulated DEGs enriched in certain terms/pathways, mainly associated with cellular components; the 80 dB noise group had upregulated DEGs enriched in sensory, cuticle, metabolism and longevity-related terms/pathways, and downregulated DEGs in metabolism and human disease-related terms/pathways. Analysis of the expression patterns of all the longevity pathway-related genes suggested that sound stress induces lifespan regulation in this insect. These findings clarify S. frugiperda’s multidimensional responses to audible sound, providing a foundation for sound-based pest management. Full article
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13 pages, 13564 KB  
Article
Evaluation of the Effect of Vibration and Acoustic Signals in a Class II Biological Safety Cabinet on Wound Healing in Keratinocytes
by Mete Öğüç and Zeynep Güneş Özünal
Acoustics 2026, 8(2), 29; https://doi.org/10.3390/acoustics8020029 - 29 Apr 2026
Viewed by 845
Abstract
Class II biological safety cabinets (BSCs) are designed to protect the user, the product, and the laboratory environment by maintaining HEPA-filtered airflow; however, their fans, alarms, and structural resonances introduce acoustic and vibrational stimuli that may confound mechanosensitive cell-culture assays. In this study, [...] Read more.
Class II biological safety cabinets (BSCs) are designed to protect the user, the product, and the laboratory environment by maintaining HEPA-filtered airflow; however, their fans, alarms, and structural resonances introduce acoustic and vibrational stimuli that may confound mechanosensitive cell-culture assays. In this study, we characterized the vibroacoustic environment of a cell-culture laboratory and a Class II BSC, selected representative tray locations based on measured and modeled stimuli, and evaluated in vitro wound closure in HaCaT keratinocytes using a scratch assay under alarm-induced acoustic exposure. Wound closure after 24 h was quantified using a relative area-closure metric defined as one minus the ratio of wound area at 24 h to wound area at 0 h. For each biological replicate (one flask and one scratch), two non-overlapping image regions were treated as technical subsamples and averaged to obtain a single flask-level value. Three independent experimental runs were performed, each including one flask per tray point, yielding n equals 3 independent flasks per tray point. Mean wound closure values were 73.7 percent plus or minus 15.6 percent, 75.6 percent plus or minus 7.2 percent, and 79.4 percent plus or minus 14.8 percent for tray points P1, P5, and P6, respectively (mean plus or minus standard deviation). No statistically significant differences were detected among points (one-way ANOVA on flask-level values, F equals 0.15, p equals 0.86). These findings highlight that BSC-associated acoustic and vibration stimuli should be documented when interpreting scratch-assay outcomes and motivate larger, sham-controlled studies to resolve small effect sizes relevant for assay reproducibility. Full article
(This article belongs to the Special Issue Vibration and Noise (3rd Edition))
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36 pages, 6746 KB  
Article
An Archaeoacoustic Analysis of a Single-Nave Hall in the Cellars of Diocletian’s Palace in Split, Croatia
by Mateja Nosil Mešić, Marko Horvat and Zoran Veršić
Acoustics 2026, 8(2), 26; https://doi.org/10.3390/acoustics8020026 - 20 Apr 2026
Viewed by 821
Abstract
Diocletian’s palace with its cellars represents one of the most important cultural heritage sites of the ancient Roman civilisation on the present-day Croatian territory. The cellar complex has been rediscovered only recently and has been preserved remarkably well due to its centuries-long concealment [...] Read more.
Diocletian’s palace with its cellars represents one of the most important cultural heritage sites of the ancient Roman civilisation on the present-day Croatian territory. The cellar complex has been rediscovered only recently and has been preserved remarkably well due to its centuries-long concealment beneath mediaeval urban matrices. An archaeoacoustic analysis was performed on a selected single-nave hall as a small part of this complex. A model of the hall was developed in room acoustics simulation software and calibrated based on the results of field measurements. Acoustic suitability of the hall for speech-based events and music performances was then evaluated according to contemporary objective criteria, and the findings were compared with the results of similar studies performed on other heritage sites. The hall was found to be very well suited for speech in terms of intelligibility and mid-frequency reverberation, thus showing potential for revitalisation, with excessive low-frequency reverberation in the hall and reduced audibility in the farthest part of the audience as potential issues. With a feasible audience size, the hall is not reverberant enough for music performances but provides high clarity. In terms of sound strength, the hall is suitable for solo performers or small ensembles. Excessive perceptive broadening of the sound source is expected due to strong early lateral energy. In terms of traditional Dalmatian a cappella singing, the acoustics of the hall are likely to support and enhance such performances. Full article
(This article belongs to the Collection Historical Acoustics)
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16 pages, 7722 KB  
Article
Electroacoustic Verification Comparison of AirPods Pro 2nd and 3rd Generations and Traditional Hearing Aids
by Seeon Kim and Linda Thibodeau
Audiol. Res. 2026, 16(2), 55; https://doi.org/10.3390/audiolres16020055 - 9 Apr 2026
Cited by 1 | Viewed by 1941
Abstract
Background: The recent U.S. Food and Drug Administration authorization of AirPods Pro as over-the-counter hearing aids (HAs) has increased interest in consumer devices as potential alternatives to traditional amplification; however, their electroacoustic performance relative to clinically fitted HAs remains unclear. The purpose of [...] Read more.
Background: The recent U.S. Food and Drug Administration authorization of AirPods Pro as over-the-counter hearing aids (HAs) has increased interest in consumer devices as potential alternatives to traditional amplification; however, their electroacoustic performance relative to clinically fitted HAs remains unclear. The purpose of this study was to compare the electroacoustic characteristics and real-ear measures of AirPods Pro 2nd generation (APP2), AirPods Pro 3rd generation (APP3), and a traditional receiver-in-the-canal HA across mild flat, mild-to-moderate sloping, and moderate flat hearing loss configurations. Methods: Outcome measures included 2cc coupler output curves, saturation sound pressure level for a 90 dB input (SSPL90), real-ear speech mapping, maximum power output (MPO), and real-ear-to-coupler differences. Results: Coupler-based electroacoustic measures showed that APP2 and APP3 produced output comparable to the traditional HA (within 7 dB). SSPL90 outputs were similar for APP2 and APP3, whereas the HA demonstrated profile-dependent increases. In contrast, real-ear measurements demonstrated that both APP2 and APP3 consistently produced less output relative to the HA that was fitted to NAL-NL2 targets, with the largest deviations observed for moderate hearing loss and at higher frequencies (up to 14 dB). Across all configurations, MPO was consistently highest for the HA, with both AirPods devices exhibiting reduced maximum output, especially in speech-critical frequency regions. Real-ear-to-coupler difference findings indicated reduced acoustic coupling for APP3 relative to APP2 and the HA, contributing to reduced in-ear amplification despite comparable coupler outputs. Conclusions: While AirPods Pro may offer benefit for mild hearing loss or moderate high-frequency hearing loss, they do not provide output comparable to prescriptively fitted HAs. These findings underscore the continued importance of clinical verification and prescription-based fitting of hearing assistive technology for achieving appropriate audibility across hearing loss configurations. Full article
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10 pages, 264 KB  
Article
Clinical Performance of a Smartphone-Based Sound Amplification Device Versus a Personal Sound Amplification Product in Elders with Mild-to-Moderate Hearing Loss: A Prospective Cohort Study
by Cheng-Jung Wu, Sheng-Yu Wu, Cheng-Yu Tsai, Arnab Majumdar, Jeffrey Yang, Jinn-Moon Yang and Lok-Yee Joyce Li
Medicina 2026, 62(3), 516; https://doi.org/10.3390/medicina62030516 - 10 Mar 2026
Viewed by 934
Abstract
Background and Objectives: To evaluate the clinical performance of a smartphone-based sound amplification device (SBSAD) compared to a conventional personal sound amplification product (PSAP) in older adults with mild-to-moderate sensorineural hearing loss (SNHL), ad-dressing the need for accessible alternatives given the low [...] Read more.
Background and Objectives: To evaluate the clinical performance of a smartphone-based sound amplification device (SBSAD) compared to a conventional personal sound amplification product (PSAP) in older adults with mild-to-moderate sensorineural hearing loss (SNHL), ad-dressing the need for accessible alternatives given the low adoption of traditional hearing aids. Materials and Methods: Forty-nine participants (mean age 68 years) with mild-to-moderate SNHL underwent audiometric testing and subjective evaluation under three conditions: unaided, aided with a commercial PSAP, and aided with an SBSAD (iPhone with wireless earbuds). Primary outcomes included functional gain in sound field thresholds and user ratings of sound quality and acceptability via a custom questionnaire. Results: Both devices yielded significant threshold improvements compared to the unaided condition (p < 0.001). Mean functional gain was 16.0 dB for the PSAP and 15.3 dB for the SBSAD, with no statistically significant difference (p > 0.5). Subjective ratings for sound quality, comfort, cosmetic acceptability, and future willingness to use were comparable between devices (all p > 0.05). Conclusions: The SBSAD performed equivalently to a traditional PSAP in improving audibility and user satisfaction. Smartphone-based technologies offer a viable, accessible mobile health solution to bridge the gap for older adults who lack conventional hearing aids. Full article
(This article belongs to the Special Issue Diagnosis, Management, and Treatment of Hearing Loss)
15 pages, 5051 KB  
Article
A Fixed-End Beam–Cantilever Piezoelectric MEMS Speaker with Flexible Supporting Layer
by Guanzong Shao, Yujiang Li, Zhiyong Hu, Qi Wang and Jinshi Zhao
Micromachines 2026, 17(2), 215; https://doi.org/10.3390/mi17020215 - 5 Feb 2026
Cited by 1 | Viewed by 1880
Abstract
Conventionally designed piezoelectric micro-electro-mechanical systems (MEMS) speakers with thin-film-type, piston-type, and cantilever-type vibration membranes still adopt a Si supporting layer, which not only hinders the improvement of sound pressure level (SPL) but also lacks characterization of reliability. In this paper, we propose a [...] Read more.
Conventionally designed piezoelectric micro-electro-mechanical systems (MEMS) speakers with thin-film-type, piston-type, and cantilever-type vibration membranes still adopt a Si supporting layer, which not only hinders the improvement of sound pressure level (SPL) but also lacks characterization of reliability. In this paper, we propose a fixed-end beam–cantilever piezoelectric MEMS speaker with a flexible supporting layer, achieving an SPL comparable to that of traditional three types of piezoelectric MEMS speakers with a Si supporting layer, and displaying good reliability. The measured results performed on encapsulated prototypes mounted to an acoustic test adaptor demonstrate that under a driving voltage of 1 Vrms, the SPL exceeds 51.6 dB in the human audible frequency range of 20 Hz–20 kHz, the total harmonic distortion (THD) remains below 3.4% above 430 Hz, satisfying the basic requirements for human auditory perception. Moreover, further experiments also prove its reliability by revealing no abnormal sound output, no fracture after being dropped from heights of 1 to 5 m, and the retention of over 92% SPL following 100 h of continuous music playback. This fixed-end beam–cantilever piezoelectric MEMS speakers with a flexible supporting layer provide researchers and enterprises with brand-new design ideas and a fresh perspective, which may potentially promote their development and practical application. Full article
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22 pages, 50957 KB  
Article
Mechanism Analysis and Integrated Optimization for Reducing Low-Speed Starting Noise in Electric Vehicles
by Wei Huang, Youjun Yin, Xinkun Xu, Qiucheng Xia and Keying Luo
World Electr. Veh. J. 2026, 17(2), 63; https://doi.org/10.3390/wevj17020063 - 30 Jan 2026
Cited by 1 | Viewed by 896
Abstract
To address the low-speed starting noise in a small electric vehicle, this study proposes and validates a systematic diagnostic and optimization methodology. A novel objective testing method, based on energy tracking and matching, is first employed for precise noise source localization. Combined with [...] Read more.
To address the low-speed starting noise in a small electric vehicle, this study proposes and validates a systematic diagnostic and optimization methodology. A novel objective testing method, based on energy tracking and matching, is first employed for precise noise source localization. Combined with electromagnetic force wave analysis, this method identifies the coupling between a 24th-order motor excitation and a powertrain structural mode as the root cause. Subsequently, a low-cost, integrated optimization scheme is presented, which synergistically combines three strategies: motor control refinement, powertrain natural frequency tuning, and mount isolation enhancement. Experimental validation demonstrates that this multi-domain approach reduces the sound pressure level at the driver’s ear by 4–6 dB(A), effectively eliminating the abnormal audible noise during starting and significantly improving the in-cabin sound quality. This paper offers a cost-effective engineering framework for resolving low-speed, low-frequency noise problems in electric vehicles. Full article
(This article belongs to the Section Manufacturing)
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23 pages, 12389 KB  
Article
Possible Merits of the Orchestra Pit Covering for Speech Activities in Baroque Theatres
by Silvana Sukaj, Umberto Derme and Gino Iannace
Appl. Sci. 2026, 16(2), 819; https://doi.org/10.3390/app16020819 - 13 Jan 2026
Viewed by 718
Abstract
Acoustically, Baroque theatres have prove remarkably appropriate for opera, and, in the past, little distinction was drawn in design between drama and opera use, except for the inclusion of an orchestra pit, because both music and words were audible and balanced, reverberation times [...] Read more.
Acoustically, Baroque theatres have prove remarkably appropriate for opera, and, in the past, little distinction was drawn in design between drama and opera use, except for the inclusion of an orchestra pit, because both music and words were audible and balanced, reverberation times being shorter than in concert halls but longer than in speech auditoria. In a drama configuration, scenery is set in the fly tower on stage, while for opera pieces, in most cases, the orchestra pit platform raises to the main floor level of the stalls to set additional seats rows. Considering the characteristics of the Opera di Roma (IT), the case study, the main physical parameters that contribute to the sound quality are evaluated and compared in relation to the pit position level, in order to understand the possible merits of the covering seats on the pit surface for drama representations and, more generally, for speech activities. Eight different configurations are compared and, to evaluate the acoustic parameters’ sensitivity, the JND (just noticeable difference) is analyzed. The parameters’ trend is described. Full article
(This article belongs to the Special Issue Acoustics Analysis and Noise Control for Buildings)
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11 pages, 1272 KB  
Article
Effect of Inaudible Binaural Beats Stimulation Timing and Task Performance Level on Visuospatial Working Memory
by Kyu-Beom Kim, Min-Kyun Lee, Yong-Bin Jeong, Jeong-Min Kim, Mi-Hyun Choi, Hyung-Sik Kim, Byung-Chan Min and Soon-Cheol Chung
Behav. Sci. 2026, 16(1), 76; https://doi.org/10.3390/bs16010076 - 6 Jan 2026
Viewed by 813
Abstract
This study aimed to investigate the effect of inaudible-frequency binaural beats (BB), excluding the influence of audible sound, on visuospatial working memory performance (VSWMP). In particular, the effects were examined in relation to the stimulation timing of the stimulus and the task performance [...] Read more.
This study aimed to investigate the effect of inaudible-frequency binaural beats (BB), excluding the influence of audible sound, on visuospatial working memory performance (VSWMP). In particular, the effects were examined in relation to the stimulation timing of the stimulus and the task performance level of participants. Thirty adults in their 20 s (20 males, 25.7 ± 1.8 years; 10 females, 24.3 ± 1.6 years) participated in the experiment. A 10 Hz BB stimulus was generated by simultaneously presenting 18,000 Hz and 18,010 Hz tones to the left and right ears, respectively. The experiment employed a within-participant design consisting of a rest phase (5 min) and a task phase (5 min), with four BB stimulation conditions: Control (no BB), Exp1 (BB during both rest and task phases), Exp2 (BB during rest only), and Exp3 (BB during task only). VSWMP was assessed using corrected hit rate and reaction time in a 3-back task. Results indicated that all BB conditions (Exp1, Exp2, Exp3) significantly improved VSWMP compared to the Control condition, regardless of the stimulation timing. When participants were grouped based on task performance level into high- and low-performing groups (HPG, LPG), significant improvements in VSWMP were particularly evident in the LPG across all BB conditions compared to the Control. Notably, in Exp3, LPG participants demonstrated VSWMP comparable to that of the HPG. In conclusion, while BB stimulation enhances VSWMP regardless of its stimulation timing, its effectiveness may vary depending on the task performance level. Full article
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11 pages, 1725 KB  
Article
Tool Wear Detection in Milling Using Convolutional Neural Networks and Audible Sound Signals
by Halil Ibrahim Turan and Ali Mamedov
Machines 2026, 14(1), 59; https://doi.org/10.3390/machines14010059 - 2 Jan 2026
Cited by 4 | Viewed by 1424
Abstract
Timely tool wear detection has been an important target for the metal cutting industry for decades because of its significance for part quality and production cost control. With the shift toward intelligent and sustainable manufacturing, reliable tool-condition monitoring has become even more critical. [...] Read more.
Timely tool wear detection has been an important target for the metal cutting industry for decades because of its significance for part quality and production cost control. With the shift toward intelligent and sustainable manufacturing, reliable tool-condition monitoring has become even more critical. One of the main challenges in sound-based tool wear monitoring is the presence of noise interference, instability and the highly volatile nature of machining acoustics, which complicates the extraction of meaningful features. In this study, a Convolutional Neural Network (CNN) model is proposed to classify tool wear conditions in milling operations using acoustic signals. Sound recordings were collected from tools at different wear stages under two cutting speeds, and Mel-Frequency Cepstral Coefficients (MFCCs) were extracted to obtain a compact representation of the short-term power spectrum. These MFCC matrices enabled the CNN to learn discriminative spectral patterns associated with wear. To evaluate model stability and reduce the effects of algorithmic randomness, training was repeated three times for each cutting speed. For the 520 rpm dataset, the model achieved an average validation accuracy of 96.85 ± 2.07%, while for the 635 rpm dataset it achieved 93.69 ± 2.07%. The results demonstrate the feasibility of using acoustic signals, despite inherent noise challenges, as a complementary approach for identifying suitable tool replacement intervals in milling. Full article
(This article belongs to the Special Issue Intelligent Tool Wear Monitoring)
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24 pages, 11690 KB  
Article
Research on Vibration and Noise of Oil Immersed Transformer Considering Influence of Transformer Oil
by Xueyan Hao, Sheng Ma, Xuefeng Zhu, Yubo Zhang, Ruge Liu and Bo Zhang
Energies 2025, 18(23), 6155; https://doi.org/10.3390/en18236155 - 24 Nov 2025
Cited by 2 | Viewed by 1469
Abstract
This study investigates the vibration and noise characteristics of oil-immersed power transformers, with a particular focus on the influence of transformer oil on structural dynamics and acoustic emission. The research integrates multi-physics modelling, finite-element simulation, and field measurements to analyze the vibration transmission [...] Read more.
This study investigates the vibration and noise characteristics of oil-immersed power transformers, with a particular focus on the influence of transformer oil on structural dynamics and acoustic emission. The research integrates multi-physics modelling, finite-element simulation, and field measurements to analyze the vibration transmission paths from the core and windings to the tank wall. A fluid–structure interaction (FSI) model is developed to account for the damping effect of insulating oil, and a correction factor is introduced to adjust modal parameters. Simulation results reveal that oil significantly enhances vibration propagation, especially in the vertical direction, while structural ribs and clamping configurations affect local vibration intensity. Noise simulations show that magnetostriction is the dominant source of audible sound, with harmonic components sensitive to load and voltage variations. Experimental validation using a portable sound level meter confirms the simulation trends and highlights the spatial variability of acoustic pressure. The findings provide a theoretical and practical basis for optimizing sensor placement and developing voiceprint-based diagnostic tools for transformer condition monitoring. Full article
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