Digital Library

1. 91. A Study on Data Augmentation Methods for Improving the Performance of Machine Learning Models in Network Attack Detection
   Taesu Kim, Dongkyoo Shin, Dongil Shin, Vol. 26, No. 3, pp. 1-7, Jun. 2025
   10.7472/jksii.2025.26.3.1
   Keywords: Network intrusion detection, data augmentation
2. 92. DiabetesNet: Lightweight and Efficient AI-based Solution for Real-World Diabetic Foot Classification
   Jeong-Eun Moon, Yong-Jin Cho, Se-Yeol Rhyou, Sang-Hoon Hong, Vol. 26, No. 2, pp. 167-178, Apr. 2025
   10.7472/jksii.2025.26.2.167
   Keywords: Diabetic Foot Classification, AI-Powered Healthcare, Object Detection, Convolutional Neural Network (CNN), explainable artificial intelligence (XAI)
3. 93. A Study on Anomaly Detection Method for Ship Induction Motors Using Current Signals
   Sang-Jae Yeo, Zoo-Ho Son, Jee-Yeon Jeon, Hyung-Taek Kim, Vol. 26, No. 2, pp. 43-50, Apr. 2025
   10.7472/jksii.2025.26.2.43
   Keywords: Anomaly Detection, Machine Learning, Current signal, Induction motor, Statistical distance
4. 94. A Study on the Detection of Abnormal Behavior of Weapon System Circuit using Electromagnetic Wave Signal Analysis
   Janghyuk Kauh, Changmin Jeong, Koohyung Kwon, Vol. 26, No. 1, pp. 221-233, Feb. 2025
   10.7472/jksii.2025.26.1.221
   Keywords: Hardware Trojan, Anomaly Detection, Electromagnetic Analysis, Side channel analysis, FPGA, ASIC
5. 95. Research on Network Packet Analysis and Unknown Intrusion Detection Method based on LSTM-Autoencoder
   Hyoseong Park, Dongkyoo Shin, Dongil Shin, Vol. 26, No. 1, pp. 149-155, Feb. 2025
   10.7472/jksii.2025.26.1.149
   Keywords: LSTM, Autoencoder, Network intrusion detection, CIC-IDS2018
6. 96. A Car Smoking Detection System using Air Quality IoT Sensor
   Yoosin Kim, Vol. 26, No. 1, pp. 55-63, Feb. 2025
   10.7472/jksii.2025.26.1.55
   Keywords: Smoking Detection, Rent-a-car, IoT, Air-Quality Sensor, Machine Learning
7. 97. A Study on an IMS-Based Intelligent Detection System for Concealed Drugs and Explosives in Port Containers
   Dong-Hyun Kim, Sungyoon Cho, Kiwon Kwon, Vol. 26, No. 1, pp. 45-53, Feb. 2025
   10.7472/jksii.2025.26.1.45
   Keywords: ion mobility spectrometry, Container, Dangerous cargo, Drug, Bomb, Cyclone Sampler, Device intelligent detection
8. 98. High-Speed Maritime Object Detection Using Image Preprocessing Algorithms and Deep Learning for Collision Avoidance with Aids to Navigation
   Young-Min Kim, Ki-Won Kwon, Tae-Ho Im, Vol. 25, No. 5, pp. 131-140, Oct. 2024
   10.7472/jksii.2024.25.5.131
   Keywords: Horizontal line detection, vessel detection, Binarization, route sign, Image Segmentation
9. 99. Exploring Data Augmentation Ratios for YOLO-Based Multi-Category Clothing Image Classification by Model Size
   Seyeon Park, Sunga Hwang, Beakcheol Jang, Vol. 25, No. 5, pp. 95-105, Oct. 2024
   10.7472/jksii.2024.25.5.95
   Keywords: clothing classification, Object Detection, color extraction, hyper-parameter fine-tuning, Image Augmentation
10. 100. Efficient Time-Series Similarity Measurement and Ranking Based on Anomaly Detection
    Ji-Hyun Choi, Hyun Ahn, Vol. 25, No. 2, pp. 39-47, Apr. 2024
    10.7472/jksii.2024.25.2.39
    Keywords: Time-series Similarity, Anomaly Detection, Subsequences, Spearman’s Rank Correlation Coefficient