Researcher
2024 - 2025
Dongguk University Industry-Academic Cooperation Foundation
South Korea
Developed and optimized pipelines for data generation and analysis, ensuring high accuracy and efficiency in producing datasets for decision-making processes.
Worked on developing novel time-series deep-learning architectures and frameworks.
Published papers in high-quality journals indexed in Science Citation Index Expanded.
Presenting and teaching undergraduate and master's students in weekly seminars.
Exhibitor - Short-term assignment
2024
Benchmark Organization
South Korea
Worked as an organizer and interpreter at the Saudi Arabian booth at the Seoul International Book Fair.
Officer
2021 - 2022
Toastmasters International Club
South Korea
Joined a Toastmasters club and acquired soft skills, including communication, public speaking, and leadership.
Facilitated communication and collaboration as Vice President of Education, managing member accounts and ensuring alignment with organizational objectives.
Experience
Researcher
2021 - 2025
PLASS Lab
South Korea
Conducted research in ML security, generative AI, and data-driven risk analysis.
Developed innovative AI frameworks dealing with how power consumption is affected by the source code.
Automated, large-scale data generation and processing pipelines for AI applications that aim to reduce computational complexity and enhance energy efficiency.
Presented research progress and taught master's students in weekly seminars.
Doctor of Engineering degree
Computer Engineering department
2024 - 2025
Dongguk University
South Korea
Education
Master of Engineering degree
Computer Engineering department
2018- 2021
Dongguk University
South Korea
Bachelor’s degree
Information Systems
2018- 2021
Almaarefa University
Saudi Arabia
Feature Selection Methods Simultaneously Improve the Detection Accuracy and Model Building Time of Machine Learning Classifiers (IF 2.2, Q2)
Symmetry, 12, 1424. (2020)
Generating Synthetic Dataset for ML-based IDS Using CTGAN and Feature Selection to Protect Smart IoT Environments (IF 2.5, Q1)
Applied Sciences, 13, 19, 10951. (2023)
Privacy-Preserving Synthetic Data Generation Method for IoT-Sensor Network IDS Using CTGAN (IF 3.4, Q2)
Sensors 24 (22), 7389. (2024)
Enhancing deep learning-based side-channel analysis using feature engineering in a fully simulated IoT system (IF 7.5, Q1)
Expert Systems with Applications, 126079. (2024)
Publications
Advanced Side-Channel Evaluation Using Contextual Deep Learning-Based Leakage Modeling (IF 6.6, Q1)
Expert Systems with Applications, 126079. (2024)
Designing an integrated AI platform using containerized infrastructure
Korean Smart Security Society (2024)
Skeleton-based real-time self-harm and suicidal behavior detection study
Korean Smart Security Society (2024)
Conferences
Pseudo-labeling for Deep Learning-Based Side-Channel Disassembly Using Contextual Layer and Feature Engineering
Graduate School Poster Fair, Masil Lounge (2024)