Evidence map›Paper›PMID 42555185›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Nanoparticle-Mediated Bubble Suppression During Droplet Solidification for Mechanical Reinforcement.

Runmiao Gao, Xuan Zhang, Mengjie Song, Ronggui Yang, Keke Shao, Jun Shen, Long Zhang, Shuhuai Yao, Yubing Guo, Ruzhu Wang and 1 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

11 authors.

Runmiao GaoDepartment of Energy and Power Engineering, School of Mechanical Engineering, Beijing Institute of Technology, Beijing, China.
Xuan ZhangDepartment of Energy and Power Engineering, School of Mechanical Engineering, Beijing Institute of Technology, Beijing, China.
Mengjie SongDepartment of Energy and Power Engineering, School of Mechanical Engineering, Beijing Institute of Technology, Beijing, China.
Ronggui YangSchool of Mechanics and Engineering Science, Peking University, Beijing, China.
Keke ShaoDepartment of Energy and Power Engineering, School of Mechanical Engineering, Beijing Institute of Technology, Beijing, China.
Jun ShenDepartment of Energy and Power Engineering, School of Mechanical Engineering, Beijing Institute of Technology, Beijing, China.
Long ZhangDepartment of Energy and Power Engineering, School of Mechanical Engineering, Beijing Institute of Technology, Beijing, China.
Shuhuai YaoDepartment of Mechanical and Aerospace Engineering, The Hong Kong University of Science and Technology, Kowloon, Hong Kong, China.
Yubing GuoSchool of Medical Technology, Beijing Institute of Technology, Beijing, China.
Ruzhu WangInstitute of Refrigeration and Cryogenics, MOE Engineering Research Center of Solar Power & Refrigeration, Shanghai Jiao Tong University, Shanghai, China.
Christopher Yu Hang ChaoDepartment of Building Environment and Energy Engineering, The Hong Kong Polytechnic University, Hong Kong, China.

Funding

Beijing Natural Science Foundation QG26007National Natural Science Foundation of China 52306003National Natural Science Foundation of China 52406007National Natural Science Foundation of China 52576006
6 · The paper itself

Abstract

Droplet-based 3D printing can fabricate complex structures, but quantitative regulation over droplet solidification and the mechanical performance of printed components remains essential for its load-bearing and multi-functional applications. Leveraging the intrinsic transparency of ice, we innovatively propose a nanoparticle-mediated strategy to suppress trapped air bubbles during water droplet solidification and thereby reinforce the mechanical performance of printed components. We develop a unified influencing factor to integrate the effects of nanoparticle concentration, diameter, and type on droplet nucleation and freezing characteristics. We uncover that the addition of nanoparticles raises nucleation temperature, refines ice dendrites, reduces freezing rate, and ultimately diminishes trapped air bubbles. These effects enable mechanical reinforcement of components and quantitative regulation of their compressive strength. The bubble volume fraction is reduced by ∼35% while the compressive strength is increased by up to 39%, exceeding the reported average values by more than two times. The low-cost strategy requires no external physical fields and introduces negligible changes to the hydrodynamic properties of raw printing materials. These findings elucidate the physical mechanisms governing nanoparticle-mediated bubble suppression during droplet solidification and further provide a viable pathway for the controllable fabrication of high-performance composite printing materials.

Indexed as

3D printingdroplet solidificationmechanical strengthnanoparticletrapped air bubble

Identifiers

PMID42555185
PMCPMC13440213

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.