• Deep Learning

• Attention Mechanism

• Generative AI

• Exploratory Data Analysis

yoonnamkyung93 AT gmail DOT com

• Korea University, Seoul, Republic of Korea
  MS/Ph.D., Electrical Engineering, Feb 2021 - Present
  Adviser: Professor Hwangnam Kim
  
  

Research Experiences

• Smart Network Research Department (Korea Electronics Technology Institute) Researcher (Aug 2020 ~ Feb 2021)

International Journals

1. "Detecting DDoS based on attention mechanism for Software-Defined Networks"

Namkyung Yoon and Hwangnam Kim

Journal of Network and Computer Applications, 103928, 2024.

2. "Adaptive Sensing Data Augmentation for Drones Using Attention-Based GAN"

Namkyung Yoon*, Kiseok Kim*, Sangmin Lee*,  Jin Hyoung Bai, Hwangnam Kim 

Sensors 24 (16),  5451,  2024.

3. "Unveiling Hidden Insights in Gas Chromatography Data Analysis with Generative Adversarial Networks"

Namkyung Yoon*, Wooyong Jung* and Hwangnam Kim 

Chemosensors, 12, 131, 2024.

4. "A Multi-Stage Approach to UAV Detection, Identification, and Tracking Using Region-of-Interest Management and Rate-Adaptive Video Coding"

Dongkyu ‘Roy’ Lee, Sanghong Kim, Namkyung Yoon, Wonki Seo, and Hwangnam Kim

Applied Sciences,  14(13):5559, June 2024.

5. "DeepRSSI: Generative Model for Fingerprint-Based Localization." 

Namkyung Yoon*, Wooyong Jung*, and Hwangnam Kim

IEEE Access, Vol. 12, Pages 66196-66213, May 2024

6. "STEAM: Spatial Trajectory Enhanced Attention Mechanism for Abnormal UAV Trajectory Detection."

Namkyung Yoon*, Dongjae Lee*, Kiseok Kim*, Taehoon Yoo, Hyeontae Joo and Hwangnam Kim

Applied Sciences, 14(1), 248, December 2023

International Conferences

1. "DMGAN: Bridging AI and Chemistry with Enhanced GC-MS Data Generation"

Namkyung Yoon and Hwangnam Kim

2024 IEEE SENSORS, Kobe, Japan, October 2024

2. "Pioneering AI in Chemical Data: New Frontline With GC-MS Generation"

Namkyung Yoon and Hwangnam Kim

ICAIIC (International Conference on Artificial Intelligence in Information and Communication), Osaka, Japan, February 2024

3. "SSDNE: Semi-realistic SDN Environment for Improving Network Emulation" 

Namkyung Yoon and Hwangnam Kim

ICNGC, Jeju, Korea , November 2021

Domestic Conferences

1. "A Study on IED Data Generation Using Attention-Based Generation Model"

Namkyung Yoon, Hwangnam Kim

Proc. Korean Society of Chemical, Biological and Radiological Defense, September 2024

2. "QRS waveform-based Generative Model for Electrocardiogram Information"

Namkyung Yoon, Kiseok Kim, Dongjae Lee, Sanghong Kim, and Hwangnam Kim

Proc. Korea Institute of communications and Information Sciences, June 2024

3. "Study on Improving Network Reliability for Swarming Robots"

Hyeontae Joo, Namkyung Yoon, and Hwangnam Kim

The 18th Korea Robotics Society Annual Conference, February 2023

4. "Leveraging Blockchain for Ensuring SDN Reliability"

Seoeun Choi, Taehoon Yoo, Namkyung Yoon, and Hwangnam Kim

Proc. Korea Institute of communications and Information Sciences, June 2022

5. "Simulating Multiple Unmanned Vehicle Control based on Software-Defined Networks"

Seunghwan Lee, Hyeontae Joo, Namkyung Yoon, and Hwangnam Kim

Proc. Korea Institute of Military Science and Technology, June 2022

6. "Data Augmentation using Generative Adversarial Network for Gas Chromatography Analysis"

Namkyung Yoon and Hwangnam Kim

Proc. Korean Society of Chemical, Biological and Radiological Defense, March 2022

7. "Integrating virtual and physical networks based on software-defined network"

Namkyung Yoon, Seongjoon Park and Hwangnam Kim

Proc. Korea Institute of Military Science and Technology, November 2021

• International Patent Application (U.S.)
  
  U.S. Patent Application No. US 11,893,579
  METHOD OF REDUCING SMART CONTRACT FEE OF DAPP
  Seongjoon Park, Jaeseung Lee, Namkyung Yoon, Hwangnam Kim

• Domestic Patent 

KR 10-2023-0179856
가스 크로마토그래피 데이터 생성 장치 및 방법
Namkyung Yoon, Hwangnam Kim

KR 10-2021-0141288
METHOD OF REDUCING SMART CONTRACT FEE OF DAPP
Seongjoon Park, Jaeseung Lee, Namkyung Yoon, Hwangnam Kim

KR 10-2023-0121877
APPARATUS AND METHOD FOR GENERATING VIRTUAL RECEIVED SIGNAL STRENGTH INDICATOR FINGERPRINT MAP
가상 수신 신호 세기 지시자 지문 맵 생성 장치 및 방법
Namkyung Yoon, WooYong Jung, Hwangnam Kim

• Languages: C++, Python

• Tools: MS Visual Studio, Unreal engine

• Operating Systems: MS Windows, Linux (Ubuntu)

• Korean (Native)

• English (Limited)