| Presentation | 2013-05-28 An Improved Artificial Bee Colony Optimizer for Dynamic Optimization Problems Masataka KOJIMA, Hidehiro NAKANO, Arata MIYAUCHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Artificial Bee Colony (ABC) is a fast and robust algorithm to solve various optimization problems with complex nonlinearity. Especially, ABC is effective for high dimensional problems, compared with the other metaheuristic algorithms. However, the basic ABC is assumed to be used to static optimization problems and has not been sufficiently considered for dynamic optimization problems including temporal changes of environments. Recently, improved ABC methods for computing dynamic optimization problems have been proposed. However, it is difficult for these methods to balance the flexibility to temporal changes of environments and the convergent speed to solutions. This paper proposes an ABC algorithms for computing dynamic optimization problems with simple procedures. The proposed method can realize fast solution search for various dynamic optimization problems, suppressing excessive convergence to each solution. In numerical simulations, the effectiveness of the proposed method is verified. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Optimization / Artificial Bee Colony / Dynamic Optimization Problems / Time Dependence |
| Paper # | NLP2013-20 |
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| Conference Information | |
| Committee | NLP |
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| Conference Date | 2013/5/20(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) | An Improved Artificial Bee Colony Optimizer for Dynamic Optimization Problems |
| Sub Title (in English) | |
| Keyword(1) | Optimization |
| Keyword(2) | Artificial Bee Colony |
| Keyword(3) | Dynamic Optimization Problems |
| Keyword(4) | Time Dependence |
| 1st Author's Name | Masataka KOJIMA |
| 1st Author's Affiliation | Tokyo City University() |
| 2nd Author's Name | Hidehiro NAKANO |
| 2nd Author's Affiliation | Tokyo City University |
| 3rd Author's Name | Arata MIYAUCHI |
| 3rd Author's Affiliation | Tokyo City University |
| Date | 2013-05-28 |
| Paper # | NLP2013-20 |
| Volume (vol) | vol.113 |
| Number (no) | 69 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |