| Presentation | 2023-03-01 A Study on Selective Fixed-Filter ANC Using 2D-CNN with Sliding DCT input Kenya Doi, Yoshinobu Kajikawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose a Selective Fixed filter Active Noise Control (SFANC) system using 2 Dimension Convolutional Neural Network (2D-CNN) with Sliding Discrete Cosine Transform (Sliding DCT) input. The proposed method speed up the switching of noise control filters in SFANC systems by using sliding DCT as the input preprocessing of noise signals to the CNN. Since the sliding DCT can be recursively converted to a frequency domain representation, it is expected to be faster than the short-time Fourier transform (STFT), which has been used for signal preprocessing in acoustic class classification. A similar technique is the Sliding Discrete Fourier Transform (Sliding DFT), but compared to DCT, it requires an additional operation of taking absolute values to convert real numbers to complex numbers. The classification accuracy of the CNN withsliding DCT is comparable to that with spectrogram, and the preprocessing time required for noise control filter selection is about 0.0058 ms for the sliding DCT input SFANC, which is about 1/240 of the spectrogram input SFANC. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | ANC system / Feedfoward ANC / Fixed filter ANC / SFANC / Filtered-x NLMS Algorithm / CNN / Sliding DCT |
| Paper # | EA2022-113,SIP2022-157,SP2022-77 |
| Date of Issue | 2023-02-21 (EA, SIP, SP) |
| Conference Information | |
| Committee | SP / IPSJ-SLP / EA / SIP |
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| Conference Date | 2023/2/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tomoki Toda(Nagoya Univ.) / Tomoki Toda(Nagoya Univ.) / Kenichi Furuya(Oita Univ.) / Toshihisa Tanaka(Tokyo Univ. Agri.&Tech.) |
| Vice Chair | / / Tatsuya Kako(NTT) / Junki Ono(Tokyo Metropolitan Univ.) / Koichi Ichige(Yokohama National Univ.) / Takayuki Nakachi(Ryukyu Univ.) |
| Secretary | (NTT) / (Univ. of Electro-Comm.) / Tatsuya Kako(NTT) / Junki Ono(Univ. of Electro-Comm.) / Koichi Ichige(NTT) / Takayuki Nakachi(RitsumeikanUniv.) |
| Assistant | Ryo Aihara(Mitsubishi Electric) / Daisuke Saito(Univ. of Tokyo) / Ryo Aihara(Mitsubishi Electric) / Daisuke Saito(Univ. of Tokyo) / Masato Nakayama(Osaka Sangyo Univ.) / Kouhei Yatabe(Tuat) / Taichi Yoshida(UEC) / Shoko Imaizumi(Chiba Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Speech / Special Interest Group on Spoken Language Processing / Technical Committee on Engineering Acoustics / Technical Committee on Signal Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Selective Fixed-Filter ANC Using 2D-CNN with Sliding DCT input |
| Sub Title (in English) | |
| Keyword(1) | ANC system |
| Keyword(2) | Feedfoward ANC |
| Keyword(3) | Fixed filter ANC |
| Keyword(4) | SFANC |
| Keyword(5) | Filtered-x NLMS Algorithm |
| Keyword(6) | CNN |
| Keyword(7) | Sliding DCT |
| 1st Author's Name | Kenya Doi |
| 1st Author's Affiliation | Kansai University(KU) |
| 2nd Author's Name | Yoshinobu Kajikawa |
| 2nd Author's Affiliation | Kansai University(KU) |
| Date | 2023-03-01 |
| Paper # | EA2022-113,SIP2022-157,SP2022-77 |
| Volume (vol) | vol.122 |
| Number (no) | EA-387,SIP-388,SP-389 |
| Page | pp.pp.227-231(EA), pp.227-231(SIP), pp.227-231(SP), |
| #Pages | 5 |
| Date of Issue | 2023-02-21 (EA, SIP, SP) |