Evidence map›Paper›PMID 37176356›Full record

ArticleMaterials (Basel, Switzerland)2023

Utilizing ANN for Predicting the Cauchy Stress and Lateral Stretch of Random Elastomeric Foams under Uniaxial Loading.

Zhentao Liu, Chaoyang Wang, Zhenyu Lai, Zikang Guo, Liang Chen, Kai Zhang, Yong Yi

Open access · goldAbstract read
In one paragraph

Article in Materials (Basel, Switzerland), 2023. 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, top 95% of its field
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, 0 citations in OpenAlex.

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 at 2 institutions in 1 country.

Zhentao LiuSchool of Materials and Chemistry, Southwest University of Science and Technology, Mianyang 621010, China.
Chaoyang WangResearch Center of Laser Fusion, China Academy of Engineering Physics, Mianyang 621900, China.
Zhenyu LaiSchool of Materials and Chemistry, Southwest University of Science and Technology, Mianyang 621010, China.ORCID 0000-0001-8422-0518
Zikang GuoSchool of Materials and Chemistry, Southwest University of Science and Technology, Mianyang 621010, China.
Liang ChenSchool of Materials and Chemistry, Southwest University of Science and Technology, Mianyang 621010, China.
Kai ZhangSchool of Materials and Chemistry, Southwest University of Science and Technology, Mianyang 621010, China.
Yong YiSchool of Materials and Chemistry, Southwest University of Science and Technology, Mianyang 621010, China.ORCID 0000-0003-0627-5446
Southwest University of Science and Technology · CNChina Academy of Engineering Physics · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As a result of their cell structures, elastomeric foams exhibit high compressibility and are frequently used as buffer cushions in energy absorption. Foam pads between two surfaces typically withstand uniaxial loads. In this paper, we considered the effects of porosity and cell size on the mechanical behavior of random elastomeric foams, and proposed a constitutive model based on an artificial neural network (ANN). Uniform cell size distribution was used to represent monodisperse foam. The constitutive relationship between Cauchy stress and the four input variables of axial stretch λ

Indexed as

ANNcell sizeconstitutive modelelastomeric foamporosity

Identifiers

PMID37176356
PMCPMC10180385
OpenAlexW4367626513

What OpenQuestion holds

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LicenceCC BY
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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.