Presentation | 1998/1/30 A Hardware-Based Genetic Algorithm with Adaptive Selection of Crossover Operators:LSI Implementation and Its Evaluation Shin'ichi WAKABAYASHI, Tetsushi KOIDE, Yoshikatsu NAKAYAMA, Koichi HATTA, Mutsuaki GOTO, Naoyoshi TOSHINE, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Genetic Algorithms (GAs) have been widely used to solve large-scaled optimization problems with complex constraints. Since GAs have many parameters, it's difficult to set these parameters to appropriate values for obtaining good performance. Therefore many parameter setting methods have been proposed, in which parameter values are adaptively changed during execution of GAs. This paper presents an LSI implementation of a GA which selects crossover operators adaptively during its execution based on a new measure called "elite degree" that we have proposed. Simulation results to evaluate the proposed chip are also given. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Genetic Algorithm / Adaptive Crossover Selection / Hardware / Elite degree / HDL |
Paper # | CPSY97-108 |
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Committee | CPSY |
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Conference Date | 1998/1/30(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Computer Systems (CPSY) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Hardware-Based Genetic Algorithm with Adaptive Selection of Crossover Operators:LSI Implementation and Its Evaluation |
Sub Title (in English) | |
Keyword(1) | Genetic Algorithm |
Keyword(2) | Adaptive Crossover Selection |
Keyword(3) | Hardware |
Keyword(4) | Elite degree |
Keyword(5) | HDL |
1st Author's Name | Shin'ichi WAKABAYASHI |
1st Author's Affiliation | Faculty of Engineering, Hiroshima University() |
2nd Author's Name | Tetsushi KOIDE |
2nd Author's Affiliation | Faculty of Engineering, Hiroshima University |
3rd Author's Name | Yoshikatsu NAKAYAMA |
3rd Author's Affiliation | Faculty of Engineering, Hiroshima University |
4th Author's Name | Koichi HATTA |
4th Author's Affiliation | Faculty of Engineering, Hiroshima University |
5th Author's Name | Mutsuaki GOTO |
5th Author's Affiliation | Faculty of Engineering, Hiroshima University |
6th Author's Name | Naoyoshi TOSHINE |
6th Author's Affiliation | Faculty of Engineering, Hiroshima University |
Date | 1998/1/30 |
Paper # | CPSY97-108 |
Volume (vol) | vol.97 |
Number (no) | 524 |
Page | pp.pp.- |
#Pages | 8 |
Date of Issue |