| Presentation | 2012-07-31 Improvement of Transient Response of DC-DC Converter with Neural Network Masashi Motomura, Hidenori Maruta, Fujio Kurokawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The purpose of this paper is to present a new digital control method for dc-dc converters by reference modification with the neural network (NN). In the presented method, the reference in the proportional control term of the conventional PID control is modified using the neural network predictor during the transient interval. The neural network is repeatedly trained to predict the output voltage using former predicted data for the modification of the reference. After the training, the reference in the P control is modified by the predictor to improve the transient response. By using the proposed method, the undershoot of output voltage is suppressed to 41% compared with the conventional method's one. The convergence time is also improved to 48% compared with the conventional method's one. Therefore, it is confirmed that the proposed method has the superior performance to control dc-dc converters. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | DC-DC Converter / PID Control / Neural Network / Reference |
| Paper # | EE2012-14 |
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| Conference Information | |
| Committee | EE |
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| Conference Date | 2012/7/23(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Energy Engineering in Electronics and Communications (EE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Improvement of Transient Response of DC-DC Converter with Neural Network |
| Sub Title (in English) | |
| Keyword(1) | DC-DC Converter |
| Keyword(2) | PID Control |
| Keyword(3) | Neural Network |
| Keyword(4) | Reference |
| 1st Author's Name | Masashi Motomura |
| 1st Author's Affiliation | Graduate School of Engineering, Nagasaki University() |
| 2nd Author's Name | Hidenori Maruta |
| 2nd Author's Affiliation | Graduate School of Engineering, Nagasaki University |
| 3rd Author's Name | Fujio Kurokawa |
| 3rd Author's Affiliation | Graduate School of Engineering, Nagasaki University |
| Date | 2012-07-31 |
| Paper # | EE2012-14 |
| Volume (vol) | vol.112 |
| Number (no) | 167 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |