Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network

CSpace

	Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network
	Liu, Zhenfang
	2024
发表期刊	JOURNAL OF ELECTRICAL SYSTEMS
ISSN	1112-5209
卷号	20 期号:9 页码:1425-1431
摘要	- This study investigates the application of Convolutional Neural Networks (CNNs) in the domain of audio feature extraction and classification. Through systematic experimentation, diverse datasets spanning speech, music, and environmental sounds are utilized to train and evaluate CNN models. The statistical results demonstrate the efficacy of CNN -based approaches, with high accuracy, precision, recall, and F1 -score achieved across various audio processing tasks, including speech recognition, music genre classification, and environmental sound monitoring. Comparative analysis against baseline models and alternative deep learning architectures reaffirms the superiority of CNNs, showcasing their ability to capture intricate patterns present in audio signals and overcome the limitations of traditional methods. Challenges such as dataset annotation, computational complexity, and robustness to noise are discussed, along with potential avenues for future research. Overall, this study contributes to the advancement of intelligent audio processing systems, highlighting the transformative potential of CNNs in unlocking new dimensions in auditory data analysis and interpretation.
关键词	Convolutional Neural Networks (CNNs) audio feature extraction audio classification speech recognition music genre classification environmental sound monitoring statistical analysis comparative evaluation robustness future research directions
收录类别	ESCI
语种	英语
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:001265070700032
出版者	ENGINEERING & SCIENTIFIC RESEARCH GROUPS
原始文献类型	Article
文献类型	期刊论文
条目标识符	http://ir.library.ouchn.edu.cn/handle/39V7QQFX/171581
专题	国家开放大学
通讯作者	Liu, Zhenfang
作者单位	Henan Open Univ, Coll Arts & Sports, Zhengzhou 450046, Henan, Peoples R China
推荐引用方式 GB/T 7714	Liu, Zhenfang. Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network[J]. JOURNAL OF ELECTRICAL SYSTEMS,2024,20(9):1425-1431.
APA	Liu, Zhenfang.(2024).Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network.JOURNAL OF ELECTRICAL SYSTEMS,20(9),1425-1431.
MLA	Liu, Zhenfang."Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network".JOURNAL OF ELECTRICAL SYSTEMS 20.9(2024):1425-1431.