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Erschienen in: Information Systems and e-Business Management 2/2015

01.05.2015 | Original Article

An adaptable optimizer for green component design

verfasst von: Chen-Fang Tsai, Shin-Li Lu, Jen-Hsiang Chen, Kuo-Ming Chao, Nazaraf Shah

Erschienen in: Information Systems and e-Business Management | Ausgabe 2/2015

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Abstract

This paper proposes an adaptive mechanism for improving the availability efficiency of green component design (GCD) process. The proposed approach incorporates a wide range of GCD strategies to increase availability of the recycled/reused/remanufactured components. We have also designed a self-adjusting mechanism to enhance the versatility and generality of a genetic algorithm (GA) to improve GCD availability efficiency. The mechanism allows refinement of the GA parameters for the selections of operators in each generation. Our research contribution includes the development of a novel mechanism for the evaluation of optimal selections of reproduction strategies, adjustment and optimization of the crossover and mutation rates in evolutions, and design of Taguchi Orthogonal Arrays with a GA optimizer. The effectiveness of the proposed algorithms has been examined in a GCD chain. From the experimental results, we can conclude that the proposed approach resulted in better reproduction optimization than the traditional ones.

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Metadaten
Titel
An adaptable optimizer for green component design
verfasst von
Chen-Fang Tsai
Shin-Li Lu
Jen-Hsiang Chen
Kuo-Ming Chao
Nazaraf Shah
Publikationsdatum
01.05.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Information Systems and e-Business Management / Ausgabe 2/2015
Print ISSN: 1617-9846
Elektronische ISSN: 1617-9854
DOI
https://doi.org/10.1007/s10257-014-0254-3

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