- Exploring TinyML for Internet of Things Applications
- Investigating Pre/Post Optimization Techniques for Deep Learning Models
- Advancing Military Communication and Networking Technologies
- Analyzing Electric Vehicle Battery States using Machine Learning Algorithms
- Computational Imaging and Perception
Education
(PhD) Gwangju Institute of Science and Technology, 2010
(MS) Gwangju Institute of Science and Technology, 2007
(BS) Korea Aerospace University, 2006
Experience
Kumoh National Institute of Technology, Professor (2014-2024)
INRS, Canada, Postdoctoral fellow (2013-2014)
University of Hertfordshire, UK, Research fellow (2010-2013)
Journal Articles
(2025)
Novel battery management systems: Enhancing flexibility and fault tolerance.
JOURNAL OF ENERGY STORAGE.
107,
1
(2024)
Battery-Supercapacitor Hybrid Energy Management System Based on Reinforcement Learning; [강화학습 기반 배터리-슈퍼커패시터 하이브리드 에너지 관리 시스템].
Transactions of the Korean Society of Automotive Engineers.
32,
11
(2024)
Implementation of Modulation and Channel Coding Recognition Using CNN and Protocol Reverse Engineering Simulation in Blind Communication Environment.
Journal of Korean Institute of Communications and Information Sciences.
49,
11
(2024)
EEG Dataset for the Recognition of Different Emotions Induced in Voice-User Interaction.
SCIENTIFIC DATA.
11,
1
(2024)
Research on Automatic Modulation Recognition Using Vision Transformer.
Journal of Korean Institute of Communications and Information Sciences.
49,
8
(2024)
Novel SoH Estimation of Electric Vehicle Battery Using Transformer Model; [트랜스포머 모델을 활용한 전기차 배터리 SoH 예측 연구].
Transactions of the Korean Society of Automotive Engineers.
32,
5
(2024)
Protocol Structure and Sequence Detection Method for Multi-Protocol Analysis.
Journal of Korean Institute of Communications and Information Sciences.
49,
4
(2024)
Edge TMS: Optimized Real-Time Temperature Monitoring Systems Deployed on Edge AI Devices.
IEEE INTERNET OF THINGS JOURNAL.
11,
2
(2023)
Edge-Oriented Social Distance Monitoring System Based on MTCNN.
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS.
19,
8
(2022)
Implementation of IoT-Based Low-Delay Smart Streetlight Monitoring System.
IEEE INTERNET OF THINGS JOURNAL.
9,
19
(2022)
Design of Modular BMS and Real-Time Practical Implementation for Electric Motorcycle Application.
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS.
69,
2
(2021)
Novel SOH Estimation of Lithium-Ion Batteries for Real-Time Embedded Applications.
IEEE EMBEDDED SYSTEMS LETTERS.
13,
4
