| Presentation | 1999/5/28 A Parallel Genetic Algorithm with Distributed Environment Schema M. Miki, T. Hiroyasu, M. Kaneko, K. Hatanaka, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper introduces an alternative approach to relieving the task of choosing optimal mutation and crossover rates by using a parallel and distributed GA with distributed environments. It is shown that the best mutation and crossover rates depend on the population sizes and the problems, and those are different between a single and multiple populations. The proposed distributed environment GA uses various combination of the parameters as the fixed values in the subpopulations. The excellent performance of the new schema is experimentally recognized for two different types of optimization problems. It is concluded that the distributed environment GA is the fastest /ay to gain the best solution under the given population size and uncertainty of the appropriate crossover and mutation rates. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Optimization / Evolutionary strategy / Genetic Algorithms / Distributed Populations / Parallel Processing / Distributed Environment |
| Paper # | AI99-21 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 1999/5/28(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 | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Parallel Genetic Algorithm with Distributed Environment Schema |
| Sub Title (in English) | |
| Keyword(1) | Optimization |
| Keyword(2) | Evolutionary strategy |
| Keyword(3) | Genetic Algorithms |
| Keyword(4) | Distributed Populations |
| Keyword(5) | Parallel Processing |
| Keyword(6) | Distributed Environment |
| 1st Author's Name | M. Miki |
| 1st Author's Affiliation | Department of Knowledge Engineering, Doshisha University() |
| 2nd Author's Name | T. Hiroyasu |
| 2nd Author's Affiliation | Department of Knowledge Engineering, Doshisha University |
| 3rd Author's Name | M. Kaneko |
| 3rd Author's Affiliation | Graduate School of Engineering, Doshisha University |
| 4th Author's Name | K. Hatanaka |
| 4th Author's Affiliation | Graduate School of Engineering, Doshisha University |
| Date | 1999/5/28 |
| Paper # | AI99-21 |
| Volume (vol) | vol.99 |
| Number (no) | 96 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |