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Journal of Crystal Growth·2026Open access
Machine-learning optimization of detector-grade yield in high-purity germanium crystal growth

A. Prem, D.-M. Mei, S. Bhattarai, N. Budhathoki et al.

High-purity germanium (HPGe) crystals underpin some of the most sensitive detectors used in fundamental physics and other high-resolution radiation-sensing applications. Despite their importance, the supply of detector-grade HPGe remains limited because achieving high yield in Czochralski growth (CZ) depends on tightly coupled, nonlinear processes—impurity incorporation, therma…

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Journal of Crystal Growth·2026Open access
Implications for gout: Formation of monosodium urate in the presence of neutral and charged amino acids

Odin Bottrill, Franca Jones, Mauro Mocerino

Understanding the formation of monosodium urate monohydrate (MSU), the major component of gout, is of major importance to understand the pathology of this condition. The impact of amino acids (lysine, aspartic acid, glycine and alanine) on the development of the MSU solids is the focus of this study. The amino acids were investigated from the aspect of crystal growth modifiers …

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Interpretable hybrid neural network for modeling and optimization of axial resistivity uniformity in Czochralski-grown silicon

Jun Xiao, Jianping Wang, Qitao Zhang, Tai Li et al.

To address the non-uniform axial resistivity distribution during the constant-diameter growth of Czochralski (CZ) monocrystalline silicon, an integrated process regulation approach combining data-driven modeling, interpretable analysis, and intelligent optimization is proposed. Based on industrial production data, the maximum information coefficient (MIC) is employed to identif…

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Interfacial dopant transport mechanisms and resistivity control in Czochralski silicon growth under a transverse magnetic field

Junjie Zuo, Wenkai Liu, Songsong Chen, Zhongying Xue et al.

A numerical study is conducted to investigate dopant transport and incorporation mechanisms in 300 mm Czochralski silicon growth under a transverse magnetic field (TMF). A coupled 2D-3D modeling framework is developed to capture the global thermal field and local interfacial transport processes. The results show that dopant distribution is governed by the interaction between me…

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