Evidence map›Paper›PMID 41565727›Full record

ArticleScientific reports2026

Exploring the actual stacking height of metal powder bed in laser powder bed fusion additive manufacturing.

Pan Lu, Zhang Chen-Lin, Liu Tong, Liu Jiang-Lin, Zhang Heng-Hua, Zhang Mei

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

6 authors.

Pan LuSchool of Materials Science and Engineering, Shanghai University, No.99 Shangda Road, Baoshan District, Shanghai, 200444, China.
Zhang Chen-LinSchool of Engineering Science, University of Science and Technology of China, Hefei, 230026, China.
Liu TongSchool of Materials Science and Engineering, Anhui Polytechnic University, Wuhu, 241000, China.
Liu Jiang-LinSchool of Mechanical and Transportation Engineering, Taiyuan University of Technology, Taiyuan, 030024, China.
Zhang Heng-HuaSchool of Materials Science and Engineering, Shanghai University, No.99 Shangda Road, Baoshan District, Shanghai, 200444, China. hhzhang@shu.edu.cn.
Zhang MeiSchool of Materials Science and Engineering, Shanghai University, No.99 Shangda Road, Baoshan District, Shanghai, 200444, China. zmei@shu.edu.cn.

Funding

Wuhu Metal Matrix Composite Laser Additive Manufacturing Engineering Technology Research Center KJCXPT202203
6 · The paper itself

Abstract

Laser Powder Bed Fusion (LPBF) is an additive manufacturing process that builds parts by layer-by-layer spreading and selective laser melting of metal powders. The characteristics of the powder bed are closely related to laser parameters and the particle size distribution of the metal powder. However, the actual stacking height of the powder bed changes dynamically due to shrinkage during powder spreading, melting, and solidification. This study investigates the actual stacking height of metal powders by analyzing powder flow behavior during falling, spreading, melting, and solidification using the Discrete Element Method (DEM) and Computational Fluid Dynamics (CFD). The results show that height shrinkage caused by powder spreading can be eliminated by increasing the gap between the blade and the working platform from 0 μm to 20 μm. The shrinkage rates due to solidification and liquid metal flow were found to be 8.5% and 31.5%, respectively. Furthermore, mathematical models relating the actual stacking height to layer thickness, number of layers, and solidification shrinkage were established, providing a theoretical foundation for LPBF processes with larger layer thicknesses, as well as for support structure design, printing accuracy, and allowance planning.

Indexed as

Discrete element methodLaser powder bed fusionMathematical modelMesoscopic simulation

Identifiers

PMID41565727
PMCPMC12828055

What OpenQuestion holds

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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.