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Use of Hybrid-PINNs for Fast Predictions of Transport Structures in the Cz-Melt in Growth of Bulk Silicon Single Crystals

Yasunori Okano^1,*, Tsuyoshi Miyamoto¹, Sadik Dost²

1 Department of Material Engineering Science, Osaka University, Machikaneyama 1-3, Toyonaka, Osaka, 560-8531, Japan
2 Department of Mechanical Engineering, University of Victoria, Victoria, BC, V8W 3P6, Canada

* Corresponding Author: Yasunori. Okano. Email: