Presentation | 2012-11-27 A Method to Parallelize Simulated Annealing Algorithm by Generating Look-ahead Neighbor Solutions Yusuke OTA, Kazuhito ITO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Simulated annealing (SA) is a general method to solve combinational optimization problems. SA generates a neighbor solution from a current solution randomly and evaluates the solution by a cost function. If a neighbor solution is better than a current solution, or otherwise stochastically, the neighbor solution is accepted as a new current solution. SA needs long execution time because it must iterate generating and evaluating a neighbor solution many times. We propose a fast SA method where some neighbor solutions are generated at a time in a look-ahead manner and evaluated in parallel. A method to adaptively generate neighbor solutions is proposed to reduce void solutions which are not used in a SA chain. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | combinational optimization / simulated annealing / parallelize / look-ahead / neighbor solution generation |
Paper # | VLD2012-73,DC2012-39 |
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Committee | DC |
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Conference Date | 2012/11/19(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 | Dependable Computing (DC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Method to Parallelize Simulated Annealing Algorithm by Generating Look-ahead Neighbor Solutions |
Sub Title (in English) | |
Keyword(1) | combinational optimization |
Keyword(2) | simulated annealing |
Keyword(3) | parallelize |
Keyword(4) | look-ahead |
Keyword(5) | neighbor solution generation |
1st Author's Name | Yusuke OTA |
1st Author's Affiliation | Graduate School of Science and Engineering Saitama University() |
2nd Author's Name | Kazuhito ITO |
2nd Author's Affiliation | Graduate School of Science and Engineering Saitama University |
Date | 2012-11-27 |
Paper # | VLD2012-73,DC2012-39 |
Volume (vol) | vol.112 |
Number (no) | 321 |
Page | pp.pp.- |
#Pages | 6 |
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