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People

Professors

  • Professor 머신러닝
  • KIM, YUNSEOK
    Lab Lab for Smart Imaging of Materials

Research Interest

Nanoscale analysis of materials properties, Data analysis and machine learning, Electrochemical/piezoelectric/ferroelectric/nanomechanical properties 

Education

  • (03.2004-08.2007)
  • Ph.D., Materials Science and Engineering, Korea Advanced Institute of Science and Technology,
  • (03.2002-02.2004)
  • M.S., Materials Science and Engineering, Korea Advanced Institute of Science and Technology,
  • (03.1998-02.2002)
  • B.S., Materials Science and Engineering, Korea University

Experience

  • (08.2012-present)
  • Professor, School of Advanced Materials Science and Engineering, Sungkyunkwan University,
  • (01.2011-08.2012)
  • Postdoctroal research associate, Oak Ridge National Laboratory, USA
  • (10.2008-12.2012)
  • Postdoctoral researcher, Max Planck Institute of Microstructure Physics, Germany
  • (09.2007-02.2009)
  • Postdoctoral researcher, Applied Science Research Institute, Korea Advanced Institute of Science and Technology

Journal Articles

  • (2025)  Sub-unit-cell-segmented ferroelectricity in brownmillerite oxides by phonon decoupling.  NATURE MATERIALS.  24,  8
  • (2025)  Differentiating the origin of local charge transfer in oxides and hybrid halides by accumulating charge.  MATERIALS HORIZONS.  1,  1
  • (2024)  Prediction of quantitative in-situ local corrosion via deep learning.  CORROSION SCIENCE.  240,  1
  • (2024)  Cation-eutaxy-enabled III-V-derived van der Waals crystals as memristive semiconductors.  NATURE MATERIALS.  23,  10
  • (2024)  Exploring higher-order harmonic eddy current in soft magnetic composites.  JOURNAL OF ALLOYS AND COMPOUNDS.  1003,  1
  • (2024)  AC poling-induced giant piezoelectricity and high mechanical quality factor in [001] PMN-PZT hard single crystals.  SENSORS AND ACTUATORS A-PHYSICAL.  372,  1
  • (2024)  Understanding local physical properties of barium titanate ceramics depending on the synthesis conditions assisted by a machine learning algorithm.  JOURNAL OF ALLOYS AND COMPOUNDS.  976,  1
  • (2023)  Local probing of eddy current correlated with magnetic properties.  APPLIED PHYSICS LETTERS.  123,  24
  • (2023)  High-speed mapping of surface charge dynamics using sparse scanning Kelvin probe force microscopy.  NATURE COMMUNICATIONS.  14,  1
  • (2023)  A brief review of characterization techniques with different length scales for hydrogen storage materials.  NANO ENERGY.  113,  -
  • (2023)  Negative differential capacitance in ultrathin ferroelectric hafnia.  NATURE ELECTRONICS.  6,  5
  • (2023)  Crucial role of Ce particles during initial hydrogen absorption of AB-type hydrogen storage alloys.  NANO ENERGY.  112,  1
  • (2023)  Deep learning for exploring ultra-thin ferroelectrics with highly improved sensitivity of piezoresponse force microscopy.  NPJ COMPUTATIONAL MATERIALS.  9,  1
  • (2023)  Local probing of the non-uniform distribution of ferrielectric and antiferroelectric phases.  NANO RESEARCH.  1,  1
  • (2022)  In situ formation of Imidazole-Based 2D interlayer for efficient perovskite solar cells and modules.  INTERNATIONAL JOURNAL OF ENERGY RESEARCH.  46,  11
  • (2022)  Atomic and Electronic Manipulation of Robust Ferroelectric Polymorphs.  ADVANCED MATERIALS.  34,  1
  • (2022)  High-power energy harvesting and imperceptible pulse sensing through peapod-inspired hierarchically designed piezoelectric nanofibers.  NANO ENERGY.  99,  1
  • (2022)  Size Effect of Local Current-Voltage Characteristics of MX2 Nanoflakes: Local Density of States Reconstruction from Scanning Tunneling Microscopy Experiments.  PHYSICAL REVIEW APPLIED.  17,  6
  • (2022)  Ferroelectric Field-Effect-Transistor Integrated with Ferroelectrics Heterostructure.  ADVANCED SCIENCE.  9,  21
  • (2022)  Tough, transparent, biocompatible and stretchable thermoplastic copolymer with high stability and processability for soft electronics.  MATERIALS TODAY.  57,  1

Honors / Awards

  • Scientist and Engineer of the Month Award, the Ministry of Science and ICT of Korea

Conference Paper

  • (2022)  Highly enhanced ferroelectricity in HfO2-based ferroelectric thin film by light ion bombardment.  2022 MRS Fall Meeting.  UNITED STATES
  • (2022)  Application of Machine Learning in AFM.  한국공업화학회 공업화학과 인공지능 특별 심포지엄.  KOREA, REPUBLIC OF