Evidence map›Paper›PMID 40649671›Full record

ArticleMaterials (Basel, Switzerland)2025

Multiphysics Modeling of Heat Transfer and Melt Pool Thermo-Fluid Dynamics in Laser-Based Powder Bed Fusion of Metals.

Tingzhong Zhang, Xijian Lin, Yanwen Qin, Dehua Zhu, Jing Wang, Chengguang Zhang, Yuchao Bai

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

7 authors.

Tingzhong ZhangSchool of Mechanical and Electrical Engineering, Zhoukou Normal University, Zhoukou 466001, China.
Xijian LinCollege of Mechanical and Electrical Engineering, Wenzhou University, Wenzhou 325035, China.ORCID 0009-0006-1091-1598
Yanwen QinShanxi Center of Technology Innovation for Light Manipulations and Applications, School of Applied Science, Taiyuan University of Science and Technology, Taiyuan 030024, China.
Dehua ZhuCollege of Mechanical and Electrical Engineering, Wenzhou University, Wenzhou 325035, China.ORCID 0000-0002-2354-2115
Jing WangShanxi Center of Technology Innovation for Light Manipulations and Applications, School of Applied Science, Taiyuan University of Science and Technology, Taiyuan 030024, China.ORCID 0000-0002-9510-2469
Chengguang ZhangSchool of Mechanical and Electrical Engineering, Zhoukou Normal University, Zhoukou 466001, China.
Yuchao BaiSchool of Robotics and Advanced Manufacture, Harbin Institute of Technology, Shenzhen 518055, China.ORCID 0000-0002-8517-6026

Funding

Guangdong Basic and Applied Basic Research Foundation 2023A1515110594, 2024A1515012049Shenzhen Science and Technology Program JCYJ20241202123701003the Science and Technology Research Project of Henan Province, China 222102220022, 242102311240
6 · The paper itself

Abstract

Laser-based powder bed fusion of metals (PBF-LB/M) is one of the most promising additive manufacturing technologies to fabricate complex-structured metal parts. However, its corresponding applications have been limited by technical bottlenecks and increasingly strict industrial requirements. Process optimization, a scientific issue, urgently needs to be solved. In this paper, a three-phase transient model based on the level-set method is established to examine the heat transfer and melt pool behavior in PBF-LB/M. Surface tension, the Marangoni effect, and recoil pressure are implemented in the model, and evaporation-induced mass and thermal loss are fully considered in the computing element. The results show that the surface roughness and density of metal parts induced by heat transfer and melt pool behavior are closely related to process parameters such as laser power, layer thickness, scanning speed, etc. When the volumetric energy density is low, the insufficient fusion of metal particles leads to pore defects. When the line energy density is high, the melt track is smooth with low porosity, resulting in the high density of the products. Additionally, the partial melting of powder particles at the beginning and end of the melting track usually contributes to pore formation. These findings provide valuable insights for improving the quality and reliability of metal additive manufacturing.

Indexed as

heat transferlaser-based powder bed fusion of metalslevel-set methodmelt poolthermo-fluid dynamics

Identifiers

PMID40649671
PMCPMC12251216

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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.