2016 Fiscal Year Final Research Report
Elucidation of the mystery of metaheuristics and its application
Project/Area Number |
23510153
|
Research Category |
Grant-in-Aid for Scientific Research (C)
|
Allocation Type | Multi-year Fund |
Section | 一般 |
Research Field |
Social systems engineering/Safety system
|
Research Institution | Otaru University of Commerce |
Principal Investigator |
KAJI Taichi 小樽商科大学, 商学部, 教授 (60214300)
|
Project Period (FY) |
2011-04-28 – 2017-03-31
|
Keywords | オペレーションズ・リサーチ / 最適化 / メタヒューリスティクス / 近傍構造 / 確率的解析 / 粒子群最適化法 |
Outline of Final Research Achievements |
Many studies have also shown that metaheuristics empirically derived good solutions. However, why metaheuristics can derive a good solution can be said to be a mystery. Therefore, in this study, we analyze the solution structure of problem using time series analysis method and take out its characteristic properties. By doing so, we aim to theoretically estimate the performance of each method of metaheuristics, clarify its performance, and aim to unravel the mystery of its capability. Also, we develop a new algorithm design based on the theoretical knowledge obtained from it.
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Free Research Field |
オペレーションズ・リサーチ
|