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- W4381059804 endingPage "100746" @default.
- W4381059804 startingPage "100746" @default.
- W4381059804 abstract "The history of machine learning (ML) can be traced back to the 1950 s, and its application in alloy design has recently begun to flourish and expand rapidly. The driving force behind this is partially due to the inefficiency of traditional methods in designing better-performing alloys, partially due to the success of ML in other areas and alloy data becoming more accessible. ML methods can quickly predict the properties of the alloy from the data and suggest compositions for particularly required properties, thereby minimizing the need for resource-intensive experiments or simulations. The present work provides a critical review of this domain starting with an introduction to ML components, followed by an overview of the forward prediction of alloy properties, and an elaboration of the inverse design of alloys. This paper aims to summarize crucial findings, reveal key trends, and provide guidance for future directions." @default.
- W4381059804 created "2023-06-18" @default.
- W4381059804 creator A5010832928 @default.
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- W4381059804 creator A5066439685 @default.
- W4381059804 creator A5079987566 @default.
- W4381059804 creator A5088564472 @default.
- W4381059804 date "2023-10-01" @default.
- W4381059804 modified "2023-10-16" @default.
- W4381059804 title "Recent applications of machine learning in alloy design: A review" @default.
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