| Presentation | 1996/2/3 A solution of nonlinear programming problems by fluctuation driven multi-layered neural networks Masanori SANADA, Takahumi OOHORI, Kazuhisa WATANABE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a process to solve nonlinear programing problems by the fluctuation-driven multi-layered neural networks(NN). Going by the fluctuation-driven learning(FDL) rule, the connection weights to each neuron are modified by time averages of product sequences of the output errors of NN, the fluctuation in the neuron and the outputs from the presynaptic neurons. The solution process consists of two phases, function-learning phase and variable-optimizing phase. In the former, the FDL rule makes the NN learn the objectiv function. In the latter, the FDL rule with 'slicing-off' operation modifies the NN's input values toward the global minimum across the local minima. Simulation results show the expected performances. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | fluctuation-driven learning rule / multi-layered NN / nonlinear programming problem / steepest descent method |
| Paper # | NC95-107 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1996/2/3(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A solution of nonlinear programming problems by fluctuation driven multi-layered neural networks |
| Sub Title (in English) | |
| Keyword(1) | fluctuation-driven learning rule |
| Keyword(2) | multi-layered NN |
| Keyword(3) | nonlinear programming problem |
| Keyword(4) | steepest descent method |
| 1st Author's Name | Masanori SANADA |
| 1st Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology() |
| 2nd Author's Name | Takahumi OOHORI |
| 2nd Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
| 3rd Author's Name | Kazuhisa WATANABE |
| 3rd Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
| Date | 1996/2/3 |
| Paper # | NC95-107 |
| Volume (vol) | vol.95 |
| Number (no) | 506 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |