| Presentation | 2006-01-24 Prediction of Time Series with CNN Masatomo INOUE, Yuta WATANABE, Tatsuro SHIMADA, Masayuki YAMAUCHI, Mamoru TANAKA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose the prediction of a chaos attractor from Discrete Time Cellular Neural Network (DT-CNN) learning machine of the differential equations. The coefficients of the equations can be obtained by equilibrium points of the DT-CNN state equation. In this process, House Holder Transformation is used to transform the feedback A-template into tri-diagonal sparse matrix. The differential equations can be solved by Runge-Kutta Method. As a simulation, we predict the chaos attractor of Chua's circuit. We consider how much the attractor is predicted from the observal time sequence based on our method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Cellular Neural Network / Time Series / Prediction |
| Paper # | NLP2005-105 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2006/1/17(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Nonlinear Problems (NLP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Prediction of Time Series with CNN |
| Sub Title (in English) | |
| Keyword(1) | Cellular Neural Network |
| Keyword(2) | Time Series |
| Keyword(3) | Prediction |
| 1st Author's Name | Masatomo INOUE |
| 1st Author's Affiliation | Department of Electrical and Electronics Engineering, Sophia University() |
| 2nd Author's Name | Yuta WATANABE |
| 2nd Author's Affiliation | Department of Electrical and Electronics Engineering, Sophia University |
| 3rd Author's Name | Tatsuro SHIMADA |
| 3rd Author's Affiliation | Engine Management Design Dept. No.2, Engine Engineering Div.II, Powertrain Development Group, Toyota Motor Corporation |
| 4th Author's Name | Masayuki YAMAUCHI |
| 4th Author's Affiliation | Department of Electrical and Electronics Engineering, Sophia University |
| 5th Author's Name | Mamoru TANAKA |
| 5th Author's Affiliation | Department of Electrical and Electronics Engineering, Sophia University |
| Date | 2006-01-24 |
| Paper # | NLP2005-105 |
| Volume (vol) | vol.105 |
| Number (no) | 547 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |