| Presentation | 2018-07-02 Solving Constraint Satisfaction Problems Using Ant Colony Optimization with Multi-Pheromones Takuya Masukane, Kazunori Mizuno, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Ant colony optimization, ACO, is one of the meta-heuristics. ACO has been effective to solve constraint satisfaction problems. However, once pheromones become flat, the pheromones tend to be ineffective. In this paper, we propose the ACO model applying another kind of pheromones stored negative information for updating usual pheromones. We also implement the proposed model to the ACO based algorithm, the cunning ant system, and evaluate the effectiveness of the proposed model for solving graph coloring problems which are one of constraint satisfaction problems. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | constraint satisfaction / search / meta heuristics / ant colony optimization / graph coloring |
| Paper # | AI2018-2 |
| Date of Issue | 2018-06-25 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2018/7/2(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tsunenori Mine(Kyushu Univ.) |
| Vice Chair | Daisuke Katagami(Tokyo Polytechnic Univ.) / Naoki Fukuta(Shizuoka Univ.) |
| Secretary | Daisuke Katagami(Ritsumeikan Univ.) / Naoki Fukuta(Univ. of Electro-Comm.) |
| Assistant | Yuko Sakurai(AIST) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Solving Constraint Satisfaction Problems Using Ant Colony Optimization with Multi-Pheromones |
| Sub Title (in English) | |
| Keyword(1) | constraint satisfaction |
| Keyword(2) | search |
| Keyword(3) | meta heuristics |
| Keyword(4) | ant colony optimization |
| Keyword(5) | graph coloring |
| 1st Author's Name | Takuya Masukane |
| 1st Author's Affiliation | Takushoku University(Takushoku Univ.) |
| 2nd Author's Name | Kazunori Mizuno |
| 2nd Author's Affiliation | Takushoku University(Takushoku Univ.) |
| Date | 2018-07-02 |
| Paper # | AI2018-2 |
| Volume (vol) | vol.118 |
| Number (no) | AI-116 |
| Page | pp.pp.7-10(AI), |
| #Pages | 4 |
| Date of Issue | 2018-06-25 (AI) |