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Genetic algorithms in polymeric material production, design, processing and other applications: a review

机译:高分子材料生产,设计,加工和其他应用中的遗传算法:综述

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Genetic algorithms (GAs) belong to the broader family of generic population based metaheuristic optimisation algorithms called evolutionary algorithms. These are one of the biology inspired computing techniques that emulate the basic Darwinian concept of natural selection. Because of their many positive attributes such as ease of use, versatility and robustness, GAs have become important in materials research very rapidly since their inception. Though going through a major stage of theoretical development, GAs have been successfully applied in many fields such as polymer production, polymer design, polymer processing, polymer laminates and other polymers, as well as non-polymer applications in recent times. The present review attempts to present the state of the art in this area. The review is broadly divided into three sections: fundamentals of GAs, the use of GAs in polymeric materials and the use of GAs in non-polymer applications. First, the fundamentals of GAs are presented to provide some glimpse of the technique; this is followed by presentations on applications of GAs in various polymeric fields, such as in polymer production, polymer scheduling, polymer design, polymer laminates and other polymer related applications and non-polymeric fields, e.g. metallic laminates and other metallic material applications. A thorough literature review and critical analysis of the review is provided and attempts have been made to portray how evolutionary optimisation techniques, GAs in particular, are used across a variety of applications.
机译:遗传算法(GA)属于广泛的基于族群的基于元启发式优化算法,称为进化算法。这些是模仿自然选择的达尔文基本概念的一种受生物学启发的计​​算技术。由于GA的许多积极特性,例如易用性,多功能性和耐用性,自从问世以来,它们在材料研究中就变得非常重要。尽管GA经历了理论发展的主要阶段,但最近已成功应用于许多领域,例如聚合物生产,聚合物设计,聚合物加工,聚合物层压板和其他聚合物,以及非聚合物应用。本综述试图提出该领域的最新技术。该评论大致分为三个部分:GA的基础知识,GA在聚合物材料中的使用以及GA在非聚合物应用中的使用。首先,介绍了GA的基础知识,以使您对该技术有所了解。随后介绍了GA在各种聚合物领域的应用,例如在聚合物生产,聚合物调度,聚合物设计,聚合物层压板以及其他与聚合物相关的应用和非聚合物领域,例如聚合物。金属层压板和其他金属材料应用。提供了详尽的文献综述和对该评论的批判性分析,并尝试描绘了如何在各种应用程序中使用进化优化技术(尤其是GA)。

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