Machine learning-assisted discovery of Cr, Al-containing high-entropy alloys for high oxidation resistance

被引：25

作者：

Dong, Ziqiang ^{[1
]}

Sun, Ankang ^{[1
]}

Yang, Shuang ^{[1
]}

Yu, Xiaodong ^{[1
]}

Yuan, Hao ^{[1
]}

Wang, Zihan ^{[1
]}

Deng, Luchen ^{[1
]}

Song, Jinxia ^{[2
]}

Wang, Dinggang ^{[2
]}

Kang, Yongwang ^{[2
]}

机构：

[1] Shanghai Univ, Mat Genome Inst, Shanghai 200444, Peoples R China

[2] Beijing Inst Aeronaut Mat, Sci & Technol Adv High Temp Struct Mat Lab, Beijing 100095, Peoples R China

来源：

CORROSION SCIENCE | 2023年 / 220卷

关键词：

Machine learning; High-entropy alloys; High-temperature oxidation; MECHANICAL-PROPERTIES; BEHAVIOR; MICROSTRUCTURE; WEAR; X=0;

D O I：

10.1016/j.corsci.2023.111222

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

A Machine Learning (ML) integrated workflow was utilized to guide the design of Cr, Al-containing five-element high-entropy alloys (HEAs) for achieving an enhanced high-temperature oxidation resistance. ML directs the design of HEAs to a chemical composition consisting of Fe, Cr, Al, Ni, and Cu for enhanced oxidation resistance. The oxidation behavior of AlxCrCuFeNi (x = 0, 0.25, 0.5, 1) HEAs at 1100 degrees C in air was systematically inves-tigated and the oxidation mechanism was elucidated. The experimental validation agrees well with the ML prediction, demonstrating that ML could be used as a powerful tool for designing alloys with optimized oxidation resistance.

引用

页数：16

共 59 条

[1] The Effect of Ti on the Early Stages of Oxidation of an Alumina-Forming NiCrAl Alloy [J].

Barth, Talia L. ;

Marquis, Emmanuelle A. .

OXIDATION OF METALS, 2019, 92 (1-2) :13-26

[2] Effect of Al on oxidation behavior of AlxCrCuFeNi2 (x=0.2, 0.4, 0.6) high entropy alloys [J].

Bi, Peng ;

Hashimoto, Naoyuki ;

Hayashi, Shigenari ;

Oka, Hiroshi ;

Isobe, Shigehito .

CORROSION SCIENCE, 2022, 208

[3] A combinatorial assessment of AlxCrCuFeNi2(0 < x < 1.5) complex concentrated alloys: Microstructure, microhardness, and magnetic properties [J].

Borkar, T. ;

Gwalani, B. ;

Choudhuri, D. ;

Mikler, C. V. ;

Yannetta, C. J. ;

Chen, X. ;

Ramanujan, R. V. ;

Styles, M. J. ;

Gibson, M. A. ;

Banerjee, R. .

ACTA MATERIALIA, 2016, 116 :63-76

[4] High-Temperature Oxidation Behavior of Al-Co-Cr-Ni-(Fe or Si) Multicomponent High-Entropy Alloys [J].

Butler, T. M. ;

Alfano, J. P. ;

Martens, R. L. ;

Weaver, M. L. .

JOM, 2015, 67 (01) :246-259

[5] Oxidation behavior of arc melted AlCoCrFeNi multi-component high-entropy alloys [J].

Butler, Todd M. ;

Weaver, Mark L. .

JOURNAL OF ALLOYS AND COMPOUNDS, 2016, 674 :229-244

[6] Effect of vanadium addition on the microstructure, hardness, and wear resistance of Al0.5CoCrCuFeNi high-entropy alloy [J].

Chen, Min-Rui ;

Lin, Su-Jien ;

Yeh, Jien-We | ;

Chen, Swe-Kai ;

Huang, Yuan-Sheng ;

Chuang, Ming-Hao .

METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE, 2006, 37A (05) :1363-1369

[7] Wear resistance of FeCoCrNiMnAlx high-entropy alloy coatings at high temperature [J].

Cui, Yan ;

Shen, Junqi ;

Manladan, Sunusi Marwana ;

Geng, Keping ;

Hu, Shengsun .

APPLIED SURFACE SCIENCE, 2020, 512 (512)

[8] High temperature oxidation behaviour of non-equimolar AlCoCrFeNi high entropy alloys [J].

Gawel, Richard ;

Rogal, Lukasz ;

Dabek, Jaroslaw ;

Wojcik-Bania, Monika ;

Przybylski, Kazimierz .

VACUUM, 2021, 184

[9] OXIDATION OF NI-CR-AL ALLOYS BETWEEN 1000 DEGREES AND 1200 DEGREES C [J].

GIGGINS, CS ;

PETTIT, FS .

JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1971, 118 (11) :1782-&

[10] Anomalous solidification microstructures in Co-free AlxCrCuFeNi2 high-entropy alloys [J].

Guo, Sheng ;

Ng, Chun ;

Liu, C. T. .

JOURNAL OF ALLOYS AND COMPOUNDS, 2013, 557 :77-81

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