Jong Min Yuk
Korea Advanced Institute of Science and Technology · 材料科学
研究室紹介
Professor Jong Min Yuk's research lab specializes in advanced electron microscopy techniques, particularly graphene liquid cell transmission electron microscopy (GLC-TEM), to investigate dynamic nanoscale processes in liquids with atomic resolution. The lab focuses on understanding fundamental mechanisms in nanomaterial synthesis, such as nanoparticle growth, coalescence, and structural evolution, as well as electrochemical processes in energy storage materials like silicon anodes and sodium-ion battery cathodes. Their work bridges materials science, chemistry, and nanotechnology by enabling real-time visualization of complex phenomena in realistic liquid environments.
Research Overview
Research Output Trend
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Selected Papers
2Bayesian optimization (BO) helps in efficiently navigating complex and high-dimensional design spaces. Recently, it has been applied to materials science to discover novel materials with high performances. However, the application of BO to material design has been hindered by the challenges in handling discrete input variables, such as elements. This study introduces a novel element mapping strategy that encodes elemental identities into chemically meaningful continuous values, enabling the crea
The construction of experimental datasets is essential for expanding the scope of data-driven scientific discovery. Recent advances in natural language processing (NLP) have facilitated automatic extraction of structured data from unstructured scientific literature. While existing approaches-multi-step and direct methods-offer valuable capabilities, they also come with limitations when applied independently. Here, we propose a novel hybrid text-mining framework that integrates the advantages of