Presentation | 2019-03-04 A study of the Multi Resolution CONP using variable time constants for time series signals Haruka Kato, Susumu Kuroyanagi, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Hearing is an important sense for understanding the surrounding environment because it can obtain information from the back which cannot be perceived visually. In this study, we aim to classify and visualize the type of sound with a sound source identification system using a Self-Organizing Map. In this paper, we proposed a hierarchical system that allows temporal resolution to be varied for each hierarchy, in order to enable classification of sounds modulating with the passage of time. By using the proposed method, we can cope with the sounds by capturing the global features of the sound in the upper layer and the local features in the lower layer. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Neural network / Pulsed neuron model / Self-Organizing Map / Multi-resolution analysis |
Paper # | NC2018-57 |
Date of Issue | 2019-02-25 (NC) |
Conference Information | |
Committee | NC / MBE |
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Conference Date | 2019/3/4(3days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | University of Electro Communications |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Yutaka Hirata(Chubu Univ.) / Masaki Kyoso(TCU) |
Vice Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
Secretary | Hayaru Shouno(Nagoya Univ.) / Taishin Nomura(NAIST) |
Assistant | Keiichiro Inagaki(Chubu Univ.) / Takashi Shinozaki(NICT) / Takumi Kobayashi(YNU) / Yasuyuki Suzuki(Osaka Univ.) |
Paper Information | |
Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A study of the Multi Resolution CONP using variable time constants for time series signals |
Sub Title (in English) | |
Keyword(1) | Neural network |
Keyword(2) | Pulsed neuron model |
Keyword(3) | Self-Organizing Map |
Keyword(4) | Multi-resolution analysis |
1st Author's Name | Haruka Kato |
1st Author's Affiliation | Nagoya Institute of Technology(NIT) |
2nd Author's Name | Susumu Kuroyanagi |
2nd Author's Affiliation | Nagoya Institute of Technology(NIT) |
Date | 2019-03-04 |
Paper # | NC2018-57 |
Volume (vol) | vol.118 |
Number (no) | NC-470 |
Page | pp.pp.79-84(NC), |
#Pages | 6 |
Date of Issue | 2019-02-25 (NC) |