AIMC Topic: Sound

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Moving beyond the noise: geospatial modelling of urban sound environments in a sub-Saharan African city.

Scientific reports Jul 1, 2025
Cities encompass a mixture of artificial, human, animal, and nature-based sounds, which through long and short-term exposures, can impact on physical and mental health. Yet, most epidemiological research has focused on only transportation noise, leav...
Humans Cities Africa South of the Sahara Ghana Noise, Transportation Noise Sound Models, Theoretical
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Annotated dataset of simulated voiding sound for urine flow estimation.

Scientific data Jun 13, 2025
Sound-based uroflowmetry is a non-invasive test emerging as an alternative to standard uroflowmetry, estimating voiding characteristics from the sound generated by urine striking water in a toilet bowl. The lack of labeled flow sound datasets limits ...
Humans Urine Algorithms Sound Urination Urodynamics
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Optimal feature selection and model explanation for reef fish sound classification.

Philosophical transactions of the Royal Society of London. Series B, Biological sciences Jun 12, 2025
Fish produce a wide variety of sounds that contribute to the soundscapes of aquatic environments. In reef systems, these sounds are important acoustic cues for various ecological processes. Artificial intelligence methods to detect, classify and iden...
Coral Reefs Artificial Intelligence Acoustics Algorithms Fishes Animals Sound Vocalization, Animal
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Decoding Poultry Welfare from Sound-A Machine Learning Framework for Non-Invasive Acoustic Monitoring.

Sensors (Basel, Switzerland) May 5, 2025
Acoustic monitoring presents a promising, non-invasive modality for assessing animal welfare in precision livestock farming. In poultry, vocalizations encode biologically relevant cues linked to health status, behavioral states, and environmental str...
Vocalization, Animal Poultry Chickens Sound Animal Welfare Acoustics Machine Learning Animals
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Honeybee colony soundscapes: Decoding distance-based cues and environmental stressors.

Ecotoxicology and environmental safety Apr 28, 2025
Honey bees play a crucial role in agricultural productivity and ecological stability, yet their interactions with environmental stressors, particularly volatile organic compounds (VOCs) and pollutants, pose significant challenges to their cognitive f...
Acetone Acetates Sound Animals Behavior, Animal Animal Communication Volatile Organic Compounds Bees Cues
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Elephant Sound Classification Using Deep Learning Optimization.

Sensors (Basel, Switzerland) Jan 9, 2025
Elephant sound identification is crucial in wildlife conservation and ecological research. The identification of elephant vocalizations provides insights into the behavior, social dynamics, and emotional expressions, leading to elephant conservation....
Animals Bayes Theorem Sound Deep Learning Elephants Sound Spectrography Vocalization, Animal
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Enhancing bowel sound recognition with self-attention and self-supervised pre-training.

PloS one Dec 31, 2024
Bowel sounds, a reflection of the gastrointestinal tract's peristalsis, are essential for diagnosing and monitoring gastrointestinal conditions. However, the absence of an effective, non-invasive method for assessing digestion through auscultation ha...
Signal Processing, Computer-Assisted Adult Sound Male Humans Auscultation Deep Learning Neural Networks, Computer
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Construction of a CNN-SK weld penetration recognition model based on the Mel spectrum of a CMT arc sound signal.

PloS one Nov 25, 2024
Arc sound signals are considered appropriate for detecting penetration states in cold metal transfer (CMT) welding because of their noninvasive nature and immunity to interference from splatter and arc light. Nevertheless, the stability of arc sound ...
Fourier Analysis Welding Algorithms Sound Humans Neural Networks, Computer
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Assessment of simulated snoring sounds with artificial intelligence for the diagnosis of obstructive sleep apnea.

Sleep medicine Nov 16, 2024
BACKGROUND: Performing simulated snoring (SS) is a commonly used method to evaluate the source of snoring in obstructive sleep apnea (OSA). SS sounds is considered as a potential biomarker for OSA. SS sounds can be easily recorded, which is a cost-ef...
Artificial Intelligence Machine Learning Female Adult Algorithms Polysomnography Support Vector Machine Humans Snoring Sleep Apnea, Obstructive Male Sound Middle Aged
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MosquitoSong+: A noise-robust deep learning model for mosquito classification from wingbeat sounds.

PloS one Oct 30, 2024
In order to assess risk of mosquito-vector borne disease and to effectively target and monitor vector control efforts, accurate information about mosquito vector population densities is needed. The traditional and still most common approach to this i...
Female Flight, Animal Deep Learning Wings, Animal Culicidae Sound Noise Mosquito Vectors Animals Male
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