Fuzzy model-based design for testing and qualification of additive manufacturing components

IF 1.8 Q3 ENGINEERING, MANUFACTURING Design Science Pub Date : 2022-03-21 DOI:10.1017/dsj.2022.6
O. Borgue, M. Panarotto, O. Isaksson
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Abstract

Abstract The uncertainties and variation of additive manufacturing (AM) material properties and their impact on product quality trouble designers. The lack of experience in AM technologies renders the experts’ assessment of AM components and the establishment of safety margins difficult. Consequently, unexpected qualification difficulties resulting in expensive and lengthy redesign processes might arise. To reduce the risk of qualification failure, engineers might perform copious time-consuming and expensive specimen testing in early phases, or establish overconservative design margins, overriding the weight reduction benefits of AM technologies. In this article, a model-based design method is proposed for the conceptual design of AM space components with affordable test phases. The method utilizes fuzzy logics to systematically account for experts’ assessment of AM properties variation, and to provide an early estimation of a product qualification likelihood related to design parameters of interest, without the need for copious testing. The estimation of qualification likelihood can also point out which are the unique AM material uncertainties that require further specific testing, to enable the design of a product with a better performance and more affordable test phases. The method is demonstrated with the design for AM gridded of ion thrusters for satellite applications.
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基于模糊模型的增材制造部件测试与鉴定设计
摘要增材制造(AM)材料特性的不确定性和变化及其对产品质量的影响。由于缺乏AM技术方面的经验,专家们很难对AM组件进行评估,也很难确定安全裕度。因此,可能会出现意外的鉴定困难,从而导致昂贵和漫长的重新设计过程。为了降低鉴定失败的风险,工程师可能会在早期阶段进行大量耗时且昂贵的样本测试,或者建立过度保守的设计裕度,从而超越AM技术的减重优势。在本文中,提出了一种基于模型的设计方法,用于具有可负担测试阶段的AM空间组件的概念设计。该方法利用模糊逻辑系统地说明专家对AM特性变化的评估,并提供与感兴趣的设计参数相关的产品合格可能性的早期估计,而无需进行大量测试。鉴定可能性的估计还可以指出哪些是独特的AM材料不确定性,需要进一步的具体测试,以使产品设计具有更好的性能和更实惠的测试阶段。该方法已通过卫星应用离子推进器AM网格的设计进行了验证。
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来源期刊
Design Science
Design Science ENGINEERING, MANUFACTURING-
CiteScore
4.80
自引率
12.50%
发文量
19
审稿时长
22 weeks
期刊最新文献
Ilmenau’s contributions to Design Science Exploring the impact of design tool usage on design for additive manufacturing processes and outcomes Interesting and impressive: exploring design factors for product graphics interchange format to enhance engagement Make it or draw it? Investigating the communicative trade-offs between sketches and prototypes A multipole-based effect catalog system for the systematic identification of potential measurands
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