| Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network |
| Liu, Zhenfang
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| 2024
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发表期刊 | JOURNAL OF ELECTRICAL SYSTEMS
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ISSN | 1112-5209
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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
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收录类别 | ESCI
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语种 | 英语
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WOS研究方向 | Engineering
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WOS类目 | Engineering, Electrical & Electronic
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WOS记录号 | WOS:001265070700032
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出版者 | ENGINEERING & SCIENTIFIC RESEARCH GROUPS
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原始文献类型 | Article
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文献类型 | 期刊论文
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条目标识符 | http://ir.library.ouchn.edu.cn/handle/39V7QQFX/171581
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专题 | 国家开放大学
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通讯作者 | Liu, Zhenfang |
作者单位 | Henan Open Univ, Coll Arts & Sports, Zhengzhou 450046, Henan, Peoples R China
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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.
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APA |
Liu, Zhenfang.(2024).Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network.JOURNAL OF ELECTRICAL SYSTEMS,20(9),1425-1431.
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MLA |
Liu, Zhenfang."Audio Feature Extraction and Classification Technology Based on Convolutional Neural Network".JOURNAL OF ELECTRICAL SYSTEMS 20.9(2024):1425-1431.
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