Data processing, analysis, and evaluation methods for co-design of coreless filament-wound building systems

IF 4.8 2区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Marta Gil pérez, Pascal Mindermann, C. Zechmeister, David Forster, Yanan Guo, S. Hügle, Fabian Kannenberg, L. Balangé, V. Schwieger, P. Middendorf, M. Bischoff, A. Menges, G. T. Gresser, J. Knippers
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引用次数: 1

Abstract

The linear design workflow for structural systems, involving a multitude of iterative loops and specialists, obstructs disruptive innovations. During design iterations, vast amounts of data in different reference systems, origins, and significance are generated. This data is often not directly comparable or is not collected at all, which implies a great unused potential for advancements in the process. In this paper, a novel workflow to process and analyze the data sets in a unified reference frame is proposed. From this, differently sophisticated iteration loops can be derived. The developed methods are presented within a case study using coreless filament winding as an exemplary fabrication process within an architectural context. This additive manufacturing process, using fiber-reinforced plastics, exhibits great potential for efficient structures when its intrinsic parameter variations can be minimized. The presented method aims to make data sets comparable by identifying the steps each data set needs to undergo (acquisition, pre-processing, mapping, post-processing, analysis, and evaluation). These processes are imperative to provide the means to find domain interrelations, which in the future can provide quantitative results that will help to inform the design process, making it more reliable, and allowing for the reduction of safety factors. The results of the case study demonstrate the data set processes, proving the necessity of these methods for the comprehensive inter-domain data comparison.
无芯丝缠绕建筑系统协同设计的数据处理、分析和评估方法
结构系统的线性设计工作流,涉及大量的迭代循环和专家,阻碍了破坏性创新。在设计迭代期间,会生成不同参考系统、来源和意义中的大量数据。这些数据通常不能直接比较,或者根本没有收集,这意味着在这个过程中有很大的未使用的潜力。本文提出了一种新的在统一参考框架下处理和分析数据集的工作流程。由此,可以推导出不同复杂的迭代循环。开发的方法是在一个案例研究中提出的,使用无芯灯丝缠绕作为建筑背景下的示范制造工艺。这种使用纤维增强塑料的增材制造工艺,当其内在参数变化可以最小化时,显示出巨大的高效结构潜力。所提出的方法旨在通过确定每个数据集需要经历的步骤(采集、预处理、映射、后处理、分析和评估)来使数据集具有可比性。这些过程是必要的,以提供方法来发现领域的相互关系,这在未来可以提供定量的结果,这将有助于通知设计过程,使其更可靠,并允许减少安全因素。实例研究的结果说明了数据集的处理过程,证明了这些方法用于全面的跨域数据比较的必要性。
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来源期刊
Journal of Computational Design and Engineering
Journal of Computational Design and Engineering Computer Science-Human-Computer Interaction
CiteScore
7.70
自引率
20.40%
发文量
125
期刊介绍: Journal of Computational Design and Engineering is an international journal that aims to provide academia and industry with a venue for rapid publication of research papers reporting innovative computational methods and applications to achieve a major breakthrough, practical improvements, and bold new research directions within a wide range of design and engineering: • Theory and its progress in computational advancement for design and engineering • Development of computational framework to support large scale design and engineering • Interaction issues among human, designed artifacts, and systems • Knowledge-intensive technologies for intelligent and sustainable systems • Emerging technology and convergence of technology fields presented with convincing design examples • Educational issues for academia, practitioners, and future generation • Proposal on new research directions as well as survey and retrospectives on mature field.
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