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Self-interacting CBO: Existence, uniqueness, and long-time convergence
Applied Mathematics Letters ( IF 2.9 ) Pub Date : 2024-11-06 , DOI: 10.1016/j.aml.2024.109372 Hui Huang, Hicham Kouhkouh
Applied Mathematics Letters ( IF 2.9 ) Pub Date : 2024-11-06 , DOI: 10.1016/j.aml.2024.109372 Hui Huang, Hicham Kouhkouh
A self-interacting dynamics that mimics the standard Consensus-Based Optimization (CBO) model is introduced. This single-particle dynamics is shown to converge to a unique invariant measure that approximates the global minimum of a given function. As an application, its connection to CBO with Personal Best introduced by C. Totzeck and M.-T. Wolfram (Math. Biosci. Eng., 2020) has been established.
中文翻译:
自交互 CBO:存在、唯一性和长期收敛
引入了一种模拟标准基于共识的优化 (CBO) 模型的自交互动力学。这种单粒子动力学被证明收敛到一个唯一的不变度量,该度量近似于给定函数的全局最小值。作为一个应用程序,它与 CBO 的联系与 C. Totzeck 和 M.-T.Wolfram (Math. Biosci. Eng., 2020) 已经成立。
更新日期:2024-11-06
中文翻译:
自交互 CBO:存在、唯一性和长期收敛
引入了一种模拟标准基于共识的优化 (CBO) 模型的自交互动力学。这种单粒子动力学被证明收敛到一个唯一的不变度量,该度量近似于给定函数的全局最小值。作为一个应用程序,它与 CBO 的联系与 C. Totzeck 和 M.-T.Wolfram (Math. Biosci. Eng., 2020) 已经成立。