Evidence map›Paper›PMID 41309811›Full record

ArticleScientific reports2025

Influence of layer thickness and extrusion ratio on strand morphology, porosity, surface roughness, and anisotropic mechanical properties in FDM.

Xiaofei Lou, Xin'an Tang, Lei Dong, Tao Zhao, Fuwei Wang, Li Zhao, Teng Zhang

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. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
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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

7 authors.

Xiaofei LouCollege of Mechatronic Engineering, North Minzu University, Yinchuan, 750021, Ningxia, China.
Xin'an TangState Key Laboratory of High-Efficiency Utilization of Coal and Green Chemical Engineering, College of Chemistry and Chemical Engineering, Ningxia University, Yinchuan, 750021, China.
Lei DongState Key Laboratory of High-Efficiency Utilization of Coal and Green Chemical Engineering, College of Chemistry and Chemical Engineering, Ningxia University, Yinchuan, 750021, China.
Tao ZhaoCollege of Mechatronic Engineering, North Minzu University, Yinchuan, 750021, Ningxia, China.
Fuwei WangCollege of Mechatronic Engineering, North Minzu University, Yinchuan, 750021, Ningxia, China.
Li ZhaoCollege of Mechatronic Engineering, North Minzu University, Yinchuan, 750021, Ningxia, China. lizhao_nmu@126.com.
Teng ZhangCollege of Mechatronic Engineering, North Minzu University, Yinchuan, 750021, Ningxia, China. tengzhang_nmu@126.com.

Funding

Fundamental Research Funds for the Central Universities, North Minzu University 2021KYQD08National Natural Science Foundation of China 52265017Natural Science Foundation of Ningxia 2024AAC03159Ningxia Science and Technology Innovation Team 2024CXTD001
6 · The paper itself

Abstract

Fused deposition modeling (FDM) technology is widely used in the areas of rapid prototyping, education, automobile and health care. However, the disadvantages of high porosity, low surface quality, and significant anisotropic mechanical properties hinder the applications in high-demand fields. In this paper, numerical model and experimental tests are combined to study the effects of layer thickness and extrusion ratio on the printing quality and mechanical properties of FDM structures. The computational fluid dynamics (CFD) and volume of fluid (VOF) method are adopted to investigate the flow behavior of melt and the cross-section of strand. The porosity characteristics, surface roughness and anisotropic mechanical properties of printed part are researched. The results show that, when the layer thickness is less than the diameter of nozzle, the squeezing of nozzle bottom face causes the melt climbing at the rear side of nozzle, which forms the bulges at the top corners of strand. Lower layer thickness helps to decrease the porosity and surface roughness. The proper increment of extrusion ratio can effectively reduce the porosity and improve the mechanical properties of the structures, yet large extrusion ratio may cause excessive squeezing of strand melt which will worsen the surface roughness and mechanical properties. This research contributes to a deeper understanding of FDM technology and provides guidance for the process optimization and structure design.

Indexed as

Fused deposition modelingMechanical propertyPorosityStrand morphologySurface roughness

Identifiers

PMID41309811
PMCPMC12660385

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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.