Presentation | 2023-01-27 On approximating chaotic behavior of a Colpitts circuit using residual nets and LSTM Kazuya Ozawa, Hideaki Okazaki, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | LSTM (Long-Short Term Memory) is a neural network suitable for processing time series data. In this report, we apply LSTM to infer the chaotic behavior of a Colpitts oscillation circuit, and investigate the numerical approximate solution of the ordinary differential equation of the Colpitts oscillation circuit using LSTM neural networks and residual nets. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | LSTM Neural Network / Residual Network / Colpitts Oscillator / Differential equations / Approximation / Chaos / Lyapunov exponents |
Paper # | CAS2022-76,ICTSSL2022-40 |
Date of Issue | 2023-01-19 (CAS, ICTSSL) |
Conference Information | |
Committee | ICTSSL / CAS |
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Conference Date | 2023/1/26(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | TBD |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Student Session, General Session |
Chair | Tomotaka Wada(Kansai Univ.) / Yoshinobu Maeda(Niigata Univ.) |
Vice Chair | Munenari Inoguchi(Toyama Univ.) / Osamu Uchida(Tokai Univ.) / Yasutoshi Aibara(OmniVision) |
Secretary | Munenari Inoguchi(Tokai Univ.) / Osamu Uchida(Hiroshima City Univ.) / Yasutoshi Aibara(NIT, Toyama college) |
Assistant | Shunichi Yokoyama(Shinshu Univ.) / Takahide Sato(Univ. of Yamanashi) / Motoi Yamaguchi(TECHNOPRO) / Shinji Shimoda(Sony Semiconductor Solutions) / Shunsuke Koshita(Hachinohe Inst. of Tech.) |
Paper Information | |
Registration To | Technical Committee on Information and Communication Technologies for Safe and Secure Life / Technical Committee on Circuits and Systems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | On approximating chaotic behavior of a Colpitts circuit using residual nets and LSTM |
Sub Title (in English) | |
Keyword(1) | LSTM Neural Network |
Keyword(2) | Residual Network |
Keyword(3) | Colpitts Oscillator |
Keyword(4) | Differential equations |
Keyword(5) | Approximation |
Keyword(6) | Chaos |
Keyword(7) | Lyapunov exponents |
1st Author's Name | Kazuya Ozawa |
1st Author's Affiliation | Shonan Institute of Technology(Shonan Inst. Tech) |
2nd Author's Name | Hideaki Okazaki |
2nd Author's Affiliation | Shonan Institute of Technology(Shonan Inst. Tech) |
Date | 2023-01-27 |
Paper # | CAS2022-76,ICTSSL2022-40 |
Volume (vol) | vol.122 |
Number (no) | CAS-360,ICTSSL-361 |
Page | pp.pp.77-82(CAS), pp.77-82(ICTSSL), |
#Pages | 6 |
Date of Issue | 2023-01-19 (CAS, ICTSSL) |