| Presentation | 2000/5/11 One the Prediction of the Best Listening Level with Neural Network : Effect of Data Selection for Learning Hironori Ueda, Katsuyuki Hagiwara, Yuichi Noro, Kazuhiro Kuno, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this report, we investigated influence which the data selection for training of the neural network exerted on the prediction of the best listening level. Seven neural networks were trained by using various combinations in three data sets(the best listening levels under various noises)where the group of subjects and the experiment day were different. The results suggensted that the prediction error for unlearned data is reduced if the noises in the training data set have various spectrum patterns. Moreover, twelve subjects listened the broadcasting speech, which the volume was changed according to the predicted level of the network trained by all data sets, with actual noise in a soccer stadium. As a result, the subjects of about 60 percent answered that the speech was listened comfortably. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | public address system / neural network / fluctuating noise / broadcasting level / prediction |
| Paper # | EA2000-5 |
| Date of Issue |
| Conference Information | |
| Committee | EA |
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| Conference Date | 2000/5/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Engineering Acoustics (EA) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | One the Prediction of the Best Listening Level with Neural Network : Effect of Data Selection for Learning |
| Sub Title (in English) | |
| Keyword(1) | public address system |
| Keyword(2) | neural network |
| Keyword(3) | fluctuating noise |
| Keyword(4) | broadcasting level |
| Keyword(5) | prediction |
| 1st Author's Name | Hironori Ueda |
| 1st Author's Affiliation | Faculty of Engineering, Mie University() |
| 2nd Author's Name | Katsuyuki Hagiwara |
| 2nd Author's Affiliation | Faculty of Engineering, Mie University |
| 3rd Author's Name | Yuichi Noro |
| 3rd Author's Affiliation | Faculty of Engineering, Mie University |
| 4th Author's Name | Kazuhiro Kuno |
| 4th Author's Affiliation | Faculty of Engineering, Mie University |
| Date | 2000/5/11 |
| Paper # | EA2000-5 |
| Volume (vol) | vol.100 |
| Number (no) | 53 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |