论文标题

一个新的拉格朗日问题跨界:跨界标准的系统评价和荟萃分析

A New Lagrangian Problem Crossover: A Systematic Review and Meta-Analysis of Crossover Standards

论文作者

Aladdin, Aso M., Rashid, Tarik A.

论文摘要

大多数进化的元启发式算法的性能都在各种特工中传递。其中之一是跨界运营商,该操作员分为两种类型:依赖和应用程序独立的交叉操作员。这些标准总是有助于选择进化算法过程中最合适的点。高效率的跨界运营商允许工程师在节省时间并避免昂贵的同时最大程度地减少工程应用优化的错误。本文背后有两个至关重要的目标。首先,它是研究人员使用的跨界标准分类的概述,用于解决工程操作和问题表示。本文的第二个目标;根据拉格朗日双重功能(LDF),提出了新型标准跨界的意义,以促进拉格朗日问题跨界(LPX)作为系统操作员的新标准。将100代父染色体的拟议的跨界标准结果与BX和SBX标准进行了比较,BX和SBX标准是公共实时编码的跨界标准。提出标准的准确性和性能通过三个单峰测试函数进行了评估。此外,与BX和SBX相比

The performance of most evolutionary metaheuristic algorithms relays on various operatives. One of them is the crossover operator, which is divided into two types: application dependent and application independent crossover operators. These standards always help to choose the best-fitted point in the evolutionary algorithm process. High efficiency of crossover operators allows engineers to minimize errors in engineering application optimization while saving time and avoiding costly. There are two crucial objectives behind this paper; at first, it is an overview of crossover standards classification that has been used by researchers for solving engineering operations and problem representation. The second objective of this paper; The significance of novel standard crossover is proposed depending on Lagrangian Dual Function (LDF) to progress the formulation of the Lagrangian Problem Crossover (LPX) as a new standard of systematic operator. The proposed crossover standards result for 100 generations of parent chromosomes are compared to the BX and SBX standards, which are the communal real-coded crossover standards. The accuracy and performance of the proposed standard have evaluated by three unimodal test functions. Besides, the proposed standard results are statistically demonstrated and proved that it has an excessive ability to generate and enhance the novel optimization algorithm compared to BX and SBX

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