Fields of action towards automated facility layout design and optimization in factory planning – A systematic literature review
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In this paper, a systematic literature review is used to identify fields of action on the way to automated factory layout design and to derive recommendations for action in the areas of multicriteria optimization, the layout evaluation and selection process, the existing implemented algorithms and in the integration of the human planner.Abstract:
In order to develop and establish a functional, integrated system for automated layout design that can be applied in practice, certain fields of action still need to be identified and solved. For this purpose, a systematic literature review is used to identify fields of action on the way to automated factory layout design and to derive recommendations for action. As a result, the need for action was identified in the areas of multicriteria optimization, the layout evaluation and selection process, the existing implemented algorithms and in the integration of the human planner. To make qualitative target criteria machine-interpretable was identified as the most important next step.read more
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References
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Journal Article
Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement.
TL;DR: The QUOROM Statement (QUality Of Reporting Of Meta-analyses) as mentioned in this paper was developed to address the suboptimal reporting of systematic reviews and meta-analysis of randomized controlled trials.
Journal ArticleDOI
Review: A state-of the-art survey of TOPSIS applications
TL;DR: A state-of-the-art literature survey is conducted to taxonomize the research on TOPSIS applications and methodologies and suggests a framework for future attempts in this area for academic researchers and practitioners.
Journal ArticleDOI
Organizing knowledge syntheses: A taxonomy of literature reviews
TL;DR: A taxonomy of literature reviews in education and psychology is presented in this article, which categorizes reviews according to: focus, goal, perspective, coverage, organization, and audience.
Journal ArticleDOI
The facility layout problem
TL;DR: Various formulations of the facility layout problem and the algorithms for solving this problem are presented and Twelve heuristic algorithms are compared on the basis of their performance with respect to eight test problems commonly used in the literature.
Journal ArticleDOI
Efficient models for the facility layout problem
TL;DR: In this article, two new models of the facility layout problem are presented: linear continuous with absolute values in the objective function and constraints, and linear mixed integer, and two of the formulations model the layout problem with facilities of unequal area.