Detailed analysis of DISE algorithm and its application
In this report, the author has a detailed discussion on the Direction-Informed Speech Extraction (DISE) method based on the performance. The application of implementing the algorithm on hand phone is also proposed. DISE is a blind source separation method. With specific direction informed, it give...
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| Other Authors: | |
| Format: | Final Year Project (FYP) |
| Language: | English |
| Published: |
2016
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| Online Access: | http://hdl.handle.net/10356/68231 |
| _version_ | 1826128577741979648 |
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| author | Dong, Fangming |
| author2 | Andy Khong Wai Hoong |
| author_facet | Andy Khong Wai Hoong Dong, Fangming |
| author_sort | Dong, Fangming |
| collection | NTU |
| description | In this report, the author has a detailed discussion on the Direction-Informed Speech Extraction (DISE) method based on the performance. The application of implementing the algorithm on hand phone is also proposed.
DISE is a blind source separation method. With specific direction informed, it gives similar results as fixed beam forming producing. To test the capability of reducing undesired signal, the tests on signal to noise and interference ratio (SIR), signal to distortion ratio (SDR) and signal to artifacts ratio (SAR) are performed with the variable of input SIR, microphone number, reverberation time and source number. The results show DISE has a better overall performance that fixed beamforming. The performance for sound classification is adopted from peer work. Overall it has a negative effect on sound classification. The application of the algorithm on phone is tested with 12 designs for 3 to 5 microphones. The designs with most aperture size give the best performances.
To further test the algorithm in real life, more tests are suggested to be carried on with more variation of input such as different source heights, different source types and more tests that implemented on physical model is also recommended.
Keywords: Blind Source Separation, DISE, Fixed Beamforming, Delay and Sum, Filter and Sum, Noise Reducing on Cell Phone, Sound Classification. |
| first_indexed | 2024-10-01T07:27:12Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/68231 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T07:27:12Z |
| publishDate | 2016 |
| record_format | dspace |
| spelling | ntu-10356/682312023-07-07T16:10:11Z Detailed analysis of DISE algorithm and its application Dong, Fangming Andy Khong Wai Hoong School of Electrical and Electronic Engineering DRNTU::Engineering In this report, the author has a detailed discussion on the Direction-Informed Speech Extraction (DISE) method based on the performance. The application of implementing the algorithm on hand phone is also proposed. DISE is a blind source separation method. With specific direction informed, it gives similar results as fixed beam forming producing. To test the capability of reducing undesired signal, the tests on signal to noise and interference ratio (SIR), signal to distortion ratio (SDR) and signal to artifacts ratio (SAR) are performed with the variable of input SIR, microphone number, reverberation time and source number. The results show DISE has a better overall performance that fixed beamforming. The performance for sound classification is adopted from peer work. Overall it has a negative effect on sound classification. The application of the algorithm on phone is tested with 12 designs for 3 to 5 microphones. The designs with most aperture size give the best performances. To further test the algorithm in real life, more tests are suggested to be carried on with more variation of input such as different source heights, different source types and more tests that implemented on physical model is also recommended. Keywords: Blind Source Separation, DISE, Fixed Beamforming, Delay and Sum, Filter and Sum, Noise Reducing on Cell Phone, Sound Classification. Bachelor of Engineering 2016-05-25T02:32:28Z 2016-05-25T02:32:28Z 2016 Final Year Project (FYP) http://hdl.handle.net/10356/68231 en Nanyang Technological University 68 p. application/pdf |
| spellingShingle | DRNTU::Engineering Dong, Fangming Detailed analysis of DISE algorithm and its application |
| title | Detailed analysis of DISE algorithm and its application |
| title_full | Detailed analysis of DISE algorithm and its application |
| title_fullStr | Detailed analysis of DISE algorithm and its application |
| title_full_unstemmed | Detailed analysis of DISE algorithm and its application |
| title_short | Detailed analysis of DISE algorithm and its application |
| title_sort | detailed analysis of dise algorithm and its application |
| topic | DRNTU::Engineering |
| url | http://hdl.handle.net/10356/68231 |
| work_keys_str_mv | AT dongfangming detailedanalysisofdisealgorithmanditsapplication |