Data Science Special Lecture-3 (2024)

Date & Time: Thursday 24 October 15:10-16:40
Place: Rethink Materials Science Seminar Hall (MS)
Language: English

Lecturer: Shunta Harada (Associate Professor, Tokai National Higher Education and Research System, Nagoya University,
Institute of Materials and Systems for Sustainability, Center for Integrated Research of Future Electronics)

Title: Application of informatics to crystal growth processes

Abstract:
This lecture explores the application of informatics methods to crystal growth processes, particularly focusing on the optimization of crystal growth conditions using neural network-based surrogate models and operational optimization through a combination of Gaussian Mixture Models and reinforcement learning. By overviewing these applications in crystal growth processes, the lecture aims to provide insights into applying informatics to various manufacturing processes, thereby enhancing manufacturing practices.