算法背景 鲸鱼优化算法(Whale Optimization Algorithm, WOA)是一种模拟鲸鱼捕食行为的优化算法。想象一下,你在大海上划船,突然一只庞大的鲸鱼跃出水面。鲸鱼猎食主要依靠两种策略:一是环绕并逐渐靠近猎物,二是制造强大的水柱把猎物推向水面。WOA正是基于这两种策略设计的。具体来说: 搜索猎物:在这个阶段,鲸鱼优化算法模...
Whale Optimization Algorithm (WOA), as a newly proposed swarm-based algorithm, has gradually become a popular approach for optimization problems in various engineering fields. However, WOA suffers from the poor balance of exploration and exploitation, and premature convergence. In this paper, a new ...
The Whale Optimization Algorithm (WOA) is a nature-inspired algorithm that mimics the hunting pattern of humpback whales. It involves three main steps: encircling prey, bubble-net attack, and searching for prey. In the algorithm, the location of the optimal solution is initially unknown and is ...
在多种群体智能算法中,鲸鱼优化算法(Whale Optimization Algorithm, WOA)因其原理简单、控制参数少、适应度高等优点,已被广泛应用到非线性优化[18]、自动控制[19]、电源规划[20]等不同领域,展示了该算法在解决复杂多参数优化问题中的有效性,在多维函数求解中具有良好的寻优反演特性。本文针对小角前向激光散射法中颗...
The Beluga Whale Optimization (BWO) is a meta-heuristic algorithm that simulates the life behavior of beluga whales. Aiming at the shortcomings of the BWO, such as poor solution accuracy, insufficient robust performance, and weak ability to jump out of local trap, this paper proposes an improve...
The Whale Optimization Algorithm (WOA) is a new optimization technique for solving optimization problems. This algorithm includes three operators to simulate the search for prey, encircling prey, and bubble-net foraging behavior of humpback whales. This is the source codes of the paper: S. ...
The rest of this paper is organized as follows. “Related work” section reviews the related works. “Problem statement” section introduces the DTN architecture in detail and analyzes DTN construction problem. “Whale optimization algorithm” and “Adaptive boundary whale optimization algorithm” section...
Application of Whale Optimization Algorithm (WOA) in the feature selection tasks. wrappermachine-learningdata-miningfeature-selectionclasificacionwhale-optimization-algorithm UpdatedJul 30, 2021 MATLAB trinhudo/Stochastic-MEC Star25 Code Issues Pull requests ...
鲸鱼优化算法（Whale Optimization Algorithm, WOA）是一种基于鲸鱼捕食行为的优化算法。该算法模拟鲸鱼围绕目标移动和产生水柱推动猎物的行为，实现对优化问题的求解。WOA因其简单、灵活、易于实现以及能有效处理复杂优化问题的特点而受到欢迎。然而，它也存在局限性，如可能陷入局部最优解和处理高维问题效率较...
1.算法原理鲸鱼优化算法(whale optimization algorithm,WOA)是模仿座头鲸的狩猎行为进而提出的一种新型启发式 鲸鱼优化算法WOA updating(狩猎行为) 公式 Search for prey(搜索猎物) 算法流程算法结果示例 参考文献 WOA 元启发式优化算法在工程应用中越来越受欢迎。 基于群体的元启发式优化算法不论其性质如何,都具有...