Evidence map›Paper›PMID 41224846›Full record

ArticleScientific reports2025

Optimization of micro tool geometry for ballpoint pen tip production using finite element simulation and orthogonal experiments.

Yaxuan Bi, Liangjie Tu, Xin Li, Shuai Zhao

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Yaxuan BiDepartment of Mechanical Engineering, Hebi Polytechnic, Hebi, 458030, Henan, China.
Liangjie TuSchool of Mechanical and Electrical Engineering, Huainan Normal University, Huainan, 232038, Anhui, China.
Xin LiDepartment of Mechanical Engineering, Hebi Polytechnic, Hebi, 458030, Henan, China.
Shuai ZhaoHebi Institute of Engineering and Technology, Henan Polytechnic University, Hebi, 458030, Henan, China. zhaos@hpu.edu.cn.

Funding

the 2023 Annual School-Based Key Research Project of Hebi Polytechnic No. 2023-KJZD-007the Key Scientific Research Project of Higher Education Institutions of Henan Province No. 23B460029
6 · The paper itself

Abstract

Micro-drilling in ballpoint pen tip production faces persistent challenges of tool wear and premature breakage, which limit manufacturing efficiency and dimensional accuracy. In this study, an integrated framework combining finite element simulation (FEM) and orthogonal experimental design was developed to optimize the geometry of micro twist drills. A three-dimensional FEM model was established in Deform‑3D to analyze the effects of apex angle, helix angle, chisel edge length, and chisel edge angle on cutting force and torque. Range analysis of the orthogonal design revealed that chisel edge length and apex angle were the most influential parameters. The optimal configuration (b = 0.05 mm, 2Φ = 135°, Ψ = 76.5°, β = 3°) reduced average torque by 22.2% and extended tool life by 43.9% compared with the original design, while maintaining hole dimensional accuracy within ± 0.01 mm. These results confirm FEM as a reliable predictive tool and demonstrate that the proposed FEM-orthogonal framework provides a structured and cost-effective strategy for micro-tool geometry optimization, with direct industrial applicability to precision manufacturing of ballpoint pen tips.

Indexed as

Ballpoint pen tip manufacturingDeform-3DFinite element simulationMicro-drillingOrthogonal experimental designTool geometry designTwist drill optimization

Identifiers

PMID41224846
PMCPMC12612161

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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.