Evidence map›Paper›PMID 39940618›Full record

ArticlePolymers2025

Geometric Accuracy and Dimensional Precision in 3D Printing-Based Gear Manufacturing: A Study on Interchangeability and Forming Precision.

Xiaofeng Wei, Siwei Zhang, Lingli Sun, Xinyu Zhao, Mengchen Sun, Run Yu, Xingwen Zhou, Yuhang Li

Abstract read
In one paragraph

Article in Polymers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Xiaofeng WeiInstitute of Spacecraft Application System Engineering, China Academy of Space Technology, Beijing 100094, China.
Siwei ZhangMicroelectronics Instruments and Equipment R&D Center, Institute of Microelectronics of the Chinese Academy of Sciences, Beijing 100029, China.
Lingli SunInstitute of Spacecraft Application System Engineering, China Academy of Space Technology, Beijing 100094, China.
Xinyu ZhaoSchool of Mechanical and Electrical Engineering, Soochow University, Suzhou 215000, China.
Mengchen SunAVIC Research Institute for Special Structures of Aeronautical Composites, Jinan 250023, China.
Run YuCollege of Information and Communication Engineering, Harbin Engineering University, Harbin 150001, China.
Xingwen ZhouSchool of Mechanical and Electrical Engineering, Soochow University, Suzhou 215000, China.
Yuhang LiMicroelectronics Instruments and Equipment R&D Center, Institute of Microelectronics of the Chinese Academy of Sciences, Beijing 100029, China.ORCID 0000-0003-1935-5947

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper investigates the geometric interchangeability and dimensional precision of parts fabricated using Fused Deposition Modeling (FDM), with a focus on gear manufacturing. By employing a substrate and two spur gears as test components, critical process parameters, including layer thickness, extrusion speed, and print temperature, were optimized to achieve enhanced accuracy. Geometric and dimensional tolerances such as straightness, roundness, and surface roughness were systematically evaluated using advanced metrological techniques. The results indicate that larger components demonstrate higher precision, with deviations for large and pinion gears ranging between -0.045 and 0.060 mm, and -0.150 and 0.078 mm, respectively. Analysis reveals that the anisotropic nature of the FDM process and thermal shrinkage significantly impact accuracy, particularly in smaller features. Residual stress analysis reveals that smaller components formed via FDM exhibit higher stress concentrations and dimensional deviations due to voids and uneven thermal contraction, whereas larger components and flat substrates achieve better stress distribution and precision. The findings suggest that reducing material shrinkage coefficients and optimizing process parameters can enhance part quality, achieving dimensional tolerances within ±0.1 mm and geometric consistency suitable for practical applications. This research highlights the potential of FDM for precision manufacturing and provides insights into improving its performance for high-demand industrial applications.

Indexed as

3D printingforming precisionfused deposition modelinggeometric toleranceinterchangeability

Identifiers

PMID39940618
PMCPMC11820634

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.