Diversity Measurement and its Application to Selection Strategies in Genetic Algorithms

多样性测量及其在遗传算法选择策略中的应用

• 批准号: 15K00347
• 负责人: Takahashi Ryouei
• 金额: $ 2.91万
• 依托单位: Kyoto College of Graduate Studies for Informatics (2017-2019)Hachinohe Institute of Technology (2015-2016)
• 依托单位国家: 日本
• 项目类别: Grant-in-Aid for Scientific Research (C)
• 财政年份: 2015
• 资助国家: 日本
• 起止时间: 2015-10-21 至 2020-03-31
• 项目状态: 已结题
• 来源: https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-15K00347/
• 关键词: ACO; GA; Neural Network; CMA-ES; Classification; Function Optimization; Diversity measurements; 段階的探索空間局所化機能; Neural Network; Cross Entropy; Stepwise localization; FOP; Real Coded GA; Ant colony optimization; Explore search space; Statistic

项目成果

Experimental Evaluation of ACO for Continuous Domains to Solve Function Optimization Problems

连续域蚁群算法解决函数优化问题的实验评估

• DOI: 10.1007/978-3-030-00533-7_30
• 发表时间: 2018
• 期刊: @Springer Nature Switzerland AG 2018 M. Dorigo et al. (Eds.): ANTS 2018, LNCS
• 作者: Ryouei Takahashi;Yukihiro Nakamura;Toshihide Ibaraki
• 通讯作者: Toshihide Ibaraki

関数最適化問題を解く熱力学的遺伝アルゴリズムの有効性の検証

验证热力学遗传算法求解函数优化问题的有效性

Ant Colony Optimization with Stepwise Localization of the Discrete Search Space to Solve Function Optimization

通过离散搜索空间逐步定位的蚁群优化来求解函数优化

• DOI: 10.1109/icmla.2017.00-78
• 发表时间: 2017
• 期刊: Proceedings of 16th IEEE International Conference on Machine Learning and Applications (ICMLA), 2017
• 作者: Yuya Kaneda;Yan Pei;Qiangfu Zhao;Yong Liu;Asaki Saito and Akihiro Yamaguchi;Yukiko Yamamoto; Setsuo Tsuruta; Takayuki Muranushi; Yuko Hada-Muranushi; Syoji Kobashi; Yoshiyuki Mizuno; Rainer Knauf;Mikawa Masahiko;Takuya Yoshimoto and Hiroyuki Torikai;笹山 友裕，伊藤 秀昭，福本 尚生，和久屋 寛，古川 達也;Ryouei Takahashi and Yukihiro Nakamura
• 通讯作者: Ryouei Takahashi and Yukihiro Nakamura

Empirical Evaluation of Changing Crossover Operators to Solve Function Optimization Problems

改变交叉算子解决函数优化问题的实证评估

• DOI: 10.1109/ssci.2016.7850141
• 发表时间: 2016
• 期刊: Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence(IEEE SSCI 2016)
• 作者: Naohiro Ishii;Ippei Torii;Kazunori Iwata;Kazuya Odagiri;Toyoshiro Nakashima;Kanata Isobe and Hiroyuki Torikai;Ryouei Takahashi
• 通讯作者: Ryouei Takahashi

Verification of Thermo-dynamical Genetic Algorithm to Solve the Function Optimization Problem through Diversity Measurement

通过多样性测量解决函数优化问题的热力学遗传算法验证

• 发表时间: 2016
• 期刊: Proceeding of IEEE CEC 2016
• 作者: Naohiro Ishii;T .Deguchi;M. Kawaguchi;H. Sasaki;Ryouei Takahashi
• 通讯作者: Ryouei Takahashi