Evidence map›Paper›PMID 41598003›Full record

ArticleMaterials (Basel, Switzerland)2026

Modeling and Mechanistic Analysis of Molten Pool Evolution and Energy Synergy in Laser-Cold Metal Transfer Hybrid Additive Manufacturing of 316L Stainless Steel.

Jun Deng, Chen Yan, Xuefei Cui, Chuang Wei, Ji Chen

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 2026. 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
–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

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

5 authors.

Jun DengChina Petroleum Pipeline Research Institute Co., Ltd., Langfang 065000, China.
Chen YanChina Petroleum Pipeline Research Institute Co., Ltd., Langfang 065000, China.
Xuefei CuiSchool of Materials Science & Engineering, Welding Institute, Shandong University, Jinan 250061, China.
Chuang WeiChina Petroleum Pipeline Research Institute Co., Ltd., Langfang 065000, China.
Ji ChenSchool of Materials Science & Engineering, Welding Institute, Shandong University, Jinan 250061, China.ORCID 0000-0001-5208-2050

Funding

National Key R&D Program of China 2022YFB4600902
6 · The paper itself

Abstract

The present work uses numerical methods to explore the impact of spatial orientation on the behavior of molten pool and thermal responses during the laser-Cold Metal Transfer (CMT) hybrid additive manufacturing of metallic cladding layers. Based on the traditional double-ellipsoidal heat source model, an adaptive CMT arc heat source model was developed and optimized using experimentally calibrated parameters to accurately represent the coupled energy distribution of the laser and CMT arc. The improved model was employed to simulate temperature and velocity fields under horizontal, transverse, vertical-up, and vertical-down orientations. The results revealed that variations in gravity direction had a limited effect on the overall molten pool morphology due to the dominant role of vapor recoil pressure, while significantly influencing the local convection patterns and temperature gradients. The simulations further demonstrated the formation of keyholes, dual-vortex flow structures, and Marangoni-driven circulation within the molten pool, as well as the redistribution of molten metal under different orientations. In multi-layer deposition simulations, optimized heat input effectively mitigated excessive thermal stresses, ensured uniform interlayer bonding, and maintained high forming accuracy. This work establishes a comprehensive numerical framework for analyzing orientation-dependent heat and mass transfer mechanisms and provides a solid foundation for the adaptive control and optimization of laser-CMT hybrid additive manufacturing processes.

Indexed as

computational modelinglaser–CMT hybrid additive manufacturingmolten pool behaviormulti-layer depositionspatial orientation

Identifiers

PMID41598003
PMCPMC12842743

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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.