Audio File Compression Using Counter Propagation Neural Network
In this paper audio files are compressed using counter propagation neural network (CPNN) which is one of the fastest neural networks in multi media. The utilized counter propagation neural network was trained on uncompressed sound file to obtain the final weights of this CPNN (Kohonen layer, Grossbe...
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| Format: | Article |
| Language: | English |
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Mosul University
2010-06-01
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| Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
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| Online Access: | https://csmj.mosuljournals.com/article_163869_c8facf3ec6f5260da9e51a4bf2034d81.pdf |
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| _version_ | 1849727065750765568 |
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| author | Saja Mohammed |
| author_facet | Saja Mohammed |
| author_sort | Saja Mohammed |
| collection | DOAJ |
| description | In this paper audio files are compressed using counter propagation neural network (CPNN) which is one of the fastest neural networks in multi media. The utilized counter propagation neural network was trained on uncompressed sound file to obtain the final weights of this CPNN (Kohonen layer, Grossberg layer ).
In compression operation: the sound signal segmented to number of frames equal in size. Then these frames are applied step by step, to the first layer of the neural network(kohonen layer) to obtain some compression results. The decompression operation done by retrieve stored information in resulted file. This information is applied to second layer of this CPNN (Grosberg layer) which will perform decompression operation and retrieve the original sound file. The proposed algorithm is applied on (.wav) audio files , The results show high performance in addition to short time in compression and decompression operation. |
| format | Article |
| id | doaj-art-e494c220fcb14693917f766d86c9c757 |
| institution | DOAJ |
| issn | 1815-4816 2311-7990 |
| language | English |
| publishDate | 2010-06-01 |
| publisher | Mosul University |
| record_format | Article |
| series | Al-Rafidain Journal of Computer Sciences and Mathematics |
| spelling | doaj-art-e494c220fcb14693917f766d86c9c7572025-08-20T03:09:58ZengMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902010-06-017115316810.33899/csmj.2010.163869163869Audio File Compression Using Counter Propagation Neural NetworkSaja Mohammed0University of Mosul/ College of Computer Science and MathematicsIn this paper audio files are compressed using counter propagation neural network (CPNN) which is one of the fastest neural networks in multi media. The utilized counter propagation neural network was trained on uncompressed sound file to obtain the final weights of this CPNN (Kohonen layer, Grossberg layer ). In compression operation: the sound signal segmented to number of frames equal in size. Then these frames are applied step by step, to the first layer of the neural network(kohonen layer) to obtain some compression results. The decompression operation done by retrieve stored information in resulted file. This information is applied to second layer of this CPNN (Grosberg layer) which will perform decompression operation and retrieve the original sound file. The proposed algorithm is applied on (.wav) audio files , The results show high performance in addition to short time in compression and decompression operation.https://csmj.mosuljournals.com/article_163869_c8facf3ec6f5260da9e51a4bf2034d81.pdfneural networkcounter propagationcompressionaudio file |
| spellingShingle | Saja Mohammed Audio File Compression Using Counter Propagation Neural Network Al-Rafidain Journal of Computer Sciences and Mathematics neural network counter propagation compression audio file |
| title | Audio File Compression Using Counter Propagation Neural Network |
| title_full | Audio File Compression Using Counter Propagation Neural Network |
| title_fullStr | Audio File Compression Using Counter Propagation Neural Network |
| title_full_unstemmed | Audio File Compression Using Counter Propagation Neural Network |
| title_short | Audio File Compression Using Counter Propagation Neural Network |
| title_sort | audio file compression using counter propagation neural network |
| topic | neural network counter propagation compression audio file |
| url | https://csmj.mosuljournals.com/article_163869_c8facf3ec6f5260da9e51a4bf2034d81.pdf |
| work_keys_str_mv | AT sajamohammed audiofilecompressionusingcounterpropagationneuralnetwork |