journal article·2023-06-23Open access

K-Means Module Division Method of FDM3D Printer-Based Function–Behavior–Structure Mapping

Ying You, Zhiqiang Liu, Youqian Liu, Ning Peng, Jian Wang, Yizhe Huang, Qibai Huang

Applied Sciences· Volume 13· Issue 13

Abstract

Product performance, function, cost, and the level of module generalization are all significantly influenced by product modular design, but different goods require different division indicators and techniques. The purpose of this study is to provide a set of appropriate modular division techniques for FDM 3D printers. This research offers an ecologically friendly module division index and uses module clustering as the module division principle in accordance with the current industrial development trend and the fundamental requirements of FDM 3D printer consumers in the current market. The K-means algorithm is used to use the Jaccard similarity coefficient as the metric of similarity of the DSM clustering process to realize the module division of the FDM 3D printer after studying the function–behavior–structure mapping model of the 3D printer. Additionally, the elbow method–cluster error variance and average contour coefficient evaluation systems were built, respectively, in order to verify the viability of the FDM 3D printer module division method and obtain the best module division results. By analyzing these two systems, it was discovered that when the FDM 3D printer was divided into three modules, the in-cluster error variance diagram obviously had an inflection point, and the average profile coefficient and other modular approaches that need to be adjusted to their respective goods can use this division method as a theoretical foundation and point of reference.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Product Development and Customization · Additive Manufacturing and 3D Printing Technologies · Color perception and design

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, China

College of Engineering and Technology, Hubei University of Technology, Wuhan 430064, China

State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan 430074, China

Funding

Hubei Provincial Central Leading Local Science and Technology Development Special Project

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