Machine Learning on Contact Angles of Liquid Metals and Solid Oxides

被引：6

作者：

Zuo, Li ^{[1
,2
]}

Ni, Peiyuan ^{[3
]}

Tanaka, Toshihiro ^{[4
]}

Li, Ying ^{[3
]}

机构：

[1] Northeastern Univ, Sch Comp Sci & Engn, Shenyang 110819, Peoples R China

[2] Northeastern Univ, Foreign Studies Coll, Shenyang 110819, Peoples R China

[3] Northeastern Univ, Sch Met, Key Lab Ecol Met Multimet Intergrown Ores, Educ Minist, Shenyang 110819, Peoples R China

[4] Osaka Univ, Grad Sch Engn, Osaka 5650871, Japan

来源：

METALLURGICAL AND MATERIALS TRANSACTIONS B-PROCESS METALLURGY AND MATERIALS PROCESSING SCIENCE | 2021年 / 52卷 / 01期

基金：

中国国家自然科学基金;

关键词：

MONITORED OXYGEN ACTIVITY; SURFACE-TENSION; INTERFACIAL ENERGIES; GRAIN-BOUNDARY; WETTABILITY CHARACTERIZATION; EXPERIMENTAL SETUP; WETTING BEHAVIORS; MAGNESIUM-OXIDE; CERAMIC SYSTEMS; URANIUM-DIOXIDE;

D O I：

10.1007/s11663-020-02013-5

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

An improved neural network model was developed in this paper to predict the contact angles of 15 metals and 14 solid oxides. The model shows a good performance that predictions are generally within 15 pct deviation from the experimental data. Predictions on 25 test data shows the maximum deviation smaller than 10 pct. Therefore, the developed model is a universal model with a good accuracy, which is useful for material science and manufacturing field.

引用

页码：17 / 22

页数：6

共 50 条

[1] Machine Learning on Contact Angles of Liquid Metals and Solid Oxides
Li Zuo
Peiyuan Ni
Toshihiro Tanaka
Ying Li
Metallurgical and Materials Transactions B, 2021, 52 : 17 - 22
[2] Contact angles of liquid metals on quasicrystals
Bergman, Claire
Girardeaux, Christophe
Perrin-Pellegrino, Carine
Gas, Patrick
Dubois, Jean-Marie
Rivier, Nicolas
JOURNAL OF PHYSICS-CONDENSED MATTER, 2008, 20 (31)
[3] A Machine Learning Model for the Prediction of Water Contact Angles on Solid Polymers
Sena, Jose
Johannissen, Linus O.
Blaker, Jonny J.
Hay, Sam
JOURNAL OF PHYSICAL CHEMISTRY B, 2025, 129 (10): : 2739 - 2745
[4] THE MEASUREMENT OF SOLID-LIQUID CONTACT ANGLES
KATOH, K
FUJITA, H
SASAKI, H
MIYASHITA, K
JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME, 1992, 114 (03): : 460 - 463
[5] LIQUID LIQUID SOLID CONTACT ANGLES MEASURED BY INTERFERENCE MICROSCOPY
CALLAGHAN, IC
EVERETT, DH
FLETCHER, AJP
JOURNAL OF THE CHEMICAL SOCIETY-FARADAY TRANSACTIONS I, 1983, 79 : 2723 - 2728
[6] CONTACT ANGLES AND SURFACE TENSIONS IN LIQUID SOLID SYSTEMS
ELTON, GAH
JOURNAL OF CHEMICAL PHYSICS, 1951, 19 (08): : 1066 - 1066
[7] WETTABILITY OF SOLID OXIDES BY LIQUID PURE METALS
NOGI, K
OISHI, K
OGINO, K
MATERIALS TRANSACTIONS JIM, 1989, 30 (02): : 137 - 145
[8] WETTABILITY OF SOLID OXIDES BY LIQUID PURE METALS
NOGI, K
OISHI, K
OGINO, K
JOURNAL OF THE JAPAN INSTITUTE OF METALS, 1988, 52 (01) : 72 - 78
[9] DYNAMIC CONTACT ANGLES .3. CHANGES IN LIQUID-SOLUTION-SOLID CONTACT ANGLES WITH TIME
ELLIOTT, TA
MORGAN, M
JOURNAL OF THE CHEMICAL SOCIETY A -INORGANIC PHYSICAL THEORETICAL, 1966, (05): : 558 - &
[10] DYNAMIC CONTACT ANGLES .4. INFLUENCE OF SOLID PHASE ON CHANGES IN LIQUID-SOLUTION-SOLID CONTACT ANGLES WITH TIME
ELLIOTT, TA
MORGAN, M
JOURNAL OF THE CHEMICAL SOCIETY A -INORGANIC PHYSICAL THEORETICAL, 1966, (05): : 563 - &

← 1 2 3 4 5 →