Development of a Framework for Classification of Impulsive Urban Sounds using BiLSTM Network
Katayev N. Altayeva A. Abduraimova B. Kurmanbekkyzy N. Madibaiuly Z. Kulambayev B.
2023Science and Information Organization
International Journal of Advanced Computer Science and Applications
2023#14Issue 11464 - 472 pp.
Urban environments are awash with myriad sounds, among which impulsive noises stand distinct due to their brief and often disruptive nature. As cities evolve and expand, the accurate classification and management of these impulsive sounds become paramount for urban planners, environmental scientists, and public health advocates. This paper introduces a novel framework leveraging the Bidirectional Long Short-Term Memory (BiLSTM) Network for the systematic categorization of impulsive urban sounds. Traditional methodologies often falter in recognizing the nuanced intricacies of such noises. In contrast, the presented BiLSTM-based approach adapts to the temporal variability intrinsic to these sounds, thereby enhancing classification accuracy. The research harnesses an expansive dataset, curated from various urban settings, to train and validate the model. Preliminary findings suggest that our BiLSTM framework outperforms existing models, with a marked increase in both specificity and sensitivity metrics. The outcome of this study holds profound implications for city acoustics management, noise pollution control, and urban health interventions. Moreover, the frameworks adaptability paves the way for its application across diverse acoustic landscapes beyond the urban realm. Future endeavors should seek to further optimize the model by integrating more diverse soundscapes and addressing potential biases in data collection.
classification , CNN , deep learning , Impulsive sound , LSTM , machine learning
Text of the article Перейти на текст статьи
Kazakh National Womens Teacher Training University, Almaty, Kazakhstan
Al-Farabi Kazakh National University, Almaty, Kazakhstan
L. N. Gumilyov Eurasian National University, Astana, Kazakhstan
Kazakh-Russian Medical University, Almaty, Kazakhstan
Joldasbekov Institute of Mechanics and Engineering, Almaty, Kazakhstan
Academy of Logistics and Transport, Almaty, Kazakhstan
Turan University, Almaty, Kazakhstan
Kazakh National Womens Teacher Training University
Al-Farabi Kazakh National University
L. N. Gumilyov Eurasian National University
Kazakh-Russian Medical University
Joldasbekov Institute of Mechanics and Engineering
Academy of Logistics and Transport
Turan University
10 лет помогаем публиковать статьи Международный издатель
Книга Публикация научной статьи Волощук 2026 Book Publication of a scientific article 2026