In evolutionary computation, differential evolution (DE) is a method that optimizes a problem by iteratively trying to improve a candidate solution with regard to a given measure of quality. Such methods are commonly known as metaheuristics as they make few or no assumptions about the problem being optimized and can search very large spaces of candidate solutions. However, metaheuristics such as DE do not guarantee an optimal solution is ever found. WebGuo et al. (Citation 2014) proposed an enhanced self-adaptive differential evolution algorithm (ESADE) as an initial control parameter of the next generation. Although these algorithms perform adaptive control on the parameters of DE, they ignore the relationship between individuals. In this paper, the neighbourhood-based mutation strategy and ...
Self-adaptive Differential Evolution SpringerLink
Web4 Apr 2024 · The procedures of differential evolution algorithm can be summarized as population initialization, mutation, crossover, and selection. However, successful … Web1 Jan 2011 · This paper presents a Differential Evolution algorithm with self-adaptive trial vector generation strategy and control parameters (SspDE) for global numerical … hyperbeard facebook
An External Selection Mechanism for Differential Evolution
Web27 Oct 2024 · To address these challenges, this paper proposes a novel weighted differential evolution algorithm based on self-adaptive mechanism, named SaWDE, to … WebTo solve large-sized test instances, the differential evolution (DE) algorithm was designed. An excellent decoding method was developed to increase the search performance of DE. ... (CCS) , self-adaptive probabilistic neural network , and the differential evolution (DE) algorithm . ... Sethanan, K. Modified differential evolution algorithm for ... Web• The self-adaptive differential evolution (SADE) (Qin et al., 2009). We examine the performance of each algorithm in five structural optimization problems, three plane and two space truss benchmark structures where the objective is to minimize the structural weight subject to constraints on stresses and displacements. hyperbeard discord