バイオインスピレーションによる最適化アルゴリズムの探査-利用バランスの進化と動向:メタヒューリスティックの図書館的分析
Yoslandy Lazo1, Broderick Crawford1, Felipe Cisternas-Caneo1
1Escuela de Ingeniería Informática, Pontificia Universidad Católica de Valparaíso, Avenida Brasil 2241, Valparaíso 2362807, Chile.
Biomimetics (Basel, Switzerland)
|August 27, 2025
まとめ
この文献計測研究は,バイオインスピレーションによる最適化アルゴリズムにおける探査-利用バランスに関する研究を分析しています. メタヒューリスティックアルゴリズムは このバランスを進めるための鍵であり, 重要な成長と影響を示しています.
科学分野:
- コンピュータ科学
- 人工知能
- 運用研究
背景:
- バイオインスピレーションによる最適化アルゴリズムには 探査と利用のバランスが重要です
- このバランスの体系的な文献分析は科学文献に欠けている.
研究 の 目的:
- 探査と採掘のバランスに関する研究を徹底的に分析する.
- その概念的進化と科学的処理を特徴づける.
主な方法:
- Web of Science (WoS) のデータベースから抽出したデータです.
- 分析のために使われたBibliometrix (Rパッケージ) とVOSviewer.
- 生産性の定量化,コラボレーションネットワークのマッピング,トレンドの可視化
主要な成果:
- 過去10年間で出版物の持続的な増加
- 学術協力ネットワークの強化
- メタヘウリスティックアルゴリズムが重要な影響を及ぼしている.
結論:
- メタヒューリスティック・アルゴリズムは 探査と採掘のバランスを進める上で 根本的な役割を果たします
- この研究は,定量的枠組みを提供し,研究傾向と機会を特定します.
- バイオインスピレーションによる最適化におけるメタヒューリスティックの重要性を強調しています.
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