Open AccessJournal Article
An Adaptive Genetic Algorithm and Application in a Luggage Design Center
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TLDR
The methodology provides the novel function of adaptive parameter adjustment during each evolution generation of GA to enhance search efficiency towards optimal solutions and improve search effectiveness and algorithm robustness.Abstract:
This paper presents a new methodology for improving the efficiency and generality of Genetic Algorithms (GA). The methodology provides the novel function of adaptive parameter adjustment during each evolution generation of GA. The important characteristics of the methodology are mainly from the following two aspects: (1) superior performance members in GA are preserved and inferior performance members are deteriorated to enhance search efficiency towards optimal solutions; (2) adaptive crossover and mutation management is applied in GA based on the transformation functions to explore wider spaces so as to improve search effectiveness and algorithm robustness. The research was successfully applied for a luggage design chain to generate optimal solutions (minimized lifecycle cost). Experiments were conducted to compare the work with the prior art to demonstrate the characteristics and advantages of the research.read more
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References
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A hybrid genetic algorithm for production and distribution
TL;DR: A hybrid genetic algorithm for production and distribution problems in multi-factory supply chain models is developed and the optimization results show that it is reliable and robust.
Journal ArticleDOI
An Experimental Study of Benchmarking Functions for Genetic Algorithms
TL;DR: The general computational behavior of two basic GAs models, the Generational Replacement Model (GRM) and the Steady State replacement Model (SSRM) is evaluated.
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Parameter Setting in EAs: a 30 Year Perspective
TL;DR: This chapter provides a historical overview of this issue, discussing both manual and automated approaches to Parameterized evolutionary algorithms, and suggesting when a particular strategy might be appropriate.
Journal ArticleDOI
A case study of an inter-enterprise workflow-supported supply chain management system
TL;DR: When developing a supply chain management system for a large motorcycle corporation in China, the main part of this is a workflow-supported inner supply chain system and an integrated interface that is connected by the integrated interface into a large, global, supply chain manage system to management business processes across the independent enterprises.