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Decision Tree-Supported Analysis of Gallium Arsenide Growth Using the LEC Method

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    SYSNO ASEP0579923
    Document TypeJ - Journal Article
    R&D Document TypeJournal Article
    Subsidiary JČlánek ve WOS
    TitleDecision Tree-Supported Analysis of Gallium Arsenide Growth Using the LEC Method
    Author(s) Tang, X. (DE)
    Chappa, G. K. (DE)
    Viera, L. (CZ)
    Holeňa, Martin (UIVT-O) SAI, RID
    Dropka, N. (DE)
    Source TitleCrystals. - : MDPI - ISSN 2073-4352
    Roč. 13, č. 12 (2023), s. 1659
    Number of pages16 s.
    Publication formOnline - E
    Languageeng - English
    CountryCH - Switzerland
    KeywordsLEC growth ; gallium arsenide ; CFD ; regression tree
    OECD categoryComputer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
    Method of publishingOpen access
    Institutional supportUIVT-O - RVO:67985807
    UT WOS001130951800001
    EID SCOPUS85180658215
    DOI10.3390/cryst13121659
    AnnotationIn this study, an axisymmetric Czochralski furnace model for the LEC growth of gallium arsenide is presented. We produced 88 datasets through computational fluid dynamics simulations. Among the many parameters that affect crystal growth, a total of 13 input parameters were selected, including the geometry and material parameters of the hot zone (crucible, heaters, radiation shield, and crystal), as well as the process parameters (such as pulling and rotation rates, heating power, etc.). Voronkov criteria (v/Gn), interface deflection, and the average interface temperature gradient were selected as the output parameters. We carried out a correlation analysis between the variables and used decision trees to study the impact of the 13 input variables on the output variables. The results indicated that in the growth of gallium arsenide, the main factor affecting interface deflection and the average interface thermal gradients is the crucible rotation rate. For v/Gn, it is the pulling rate.
    WorkplaceInstitute of Computer Science
    ContactTereza Šírová, sirova@cs.cas.cz, Tel.: 266 053 800
    Year of Publishing2024
    Electronic addresshttps://doi.org/10.3390/cryst13121659
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