Digital Library

1. 1. A Study on Time-Series Prediction of Restoring Arm (GZ) and Risk Assessment Using Multi-DOF Ship Motion Data
   Hyungtak Ju, Kyoungwon Park, Juhyoung Sung, Kiwon Kwon, Byoungchul Song, Taeho Im, Vol. 26, No. 5, pp. 65-74, Oct. 2025
   10.7472/jksii.2025.26.5.65
   Keywords: Ship Stability, Ship Safety, Time-Series Forecasting, Transformer-based Models
2. 2. Time Series Forecasting Using RAG-based News Information and Large Language Models: A Case Study on COVID-19 Data
   Dongkuk Kim, Yeonjun Choi, Beakcheol Jang, Vol. 26, No. 4, pp. 79-88, Aug. 2025
   10.7472/jksii.2025.26.4.79
   Keywords: Time Series Forecasting, Large Language Model (LLM), COVID-19, RAG, Natural language-based time series forecasting
3. 3. Price Prediction Analysis Using Unidirectional and Bidirectional LSTM Models Based on Technical Indicators
   Jong-woo Ryu, Geon-hee Baek, Choon-Sung Nam, Vol. 26, No. 3, pp. 111-119, Jun. 2025
   10.7472/jksii.2025.26.3.111
   Keywords: Stock Price Prediction, LSTM, Features, Unidirectional, Bidirectional, RMSE
4. 4. Survey and Analysis of Predictive Maintenance Algorithm for Applying CBM+ in Weapon Systems
   Minyoung Lee, Yun-Young Hwang, Jiseong Son, Heemin Kim, Vol. 26, No. 1, pp. 171-180, Feb. 2025
   10.7472/jksii.2025.26.1.171
   Keywords: Weapon System Maintenance, Condition Based Maintenance Plus, predictive maintenance, Diagnostic, Prognostic, CBM+
5. 5. Short-Term Forecasting of Photovoltaic Power Generation Using TimesNet: A Method of Transforming 1D Time Series Data into 2D Features
   Jung-Hyun Yang, Sang-uk Park, Vol. 25, No. 6, pp. 9-21, Dec. 2024
   10.7472/jksii.2024.25.6.9
   Keywords: TimesNet, solar power generation prediction, short-term prediction, Time Series Data, Energy Management, dimension transformation
6. 6. PredFeed Net: GRU-based feed ration prediction model for automation of feed rationing
   Kyu-jeong Sim, Su-rak Son, Yi-na Jeong, Vol. 25, No. 2, pp. 49-55, Apr. 2024
   10.7472/jksii.2024.25.2.49
   Keywords: Gated Recurrent Unit, PredFeed Net, Fish Farm
7. 7. Enhancing Autonomous Vehicle RADAR Performance Prediction Model Using Stacking Ensemble
   Si-yeon Jang, Hye-lim Choi, Yun-ju Oh, Vol. 25, No. 2, pp. 21-28, Apr. 2024
   10.7472/jksii.2024.25.2.21
   Keywords: Automonous driving, Performance prediction, Radar, Stacking Ensemble
8. 8. A Foundational Study on Developing a Structural Model for AI-based Sentencing Prediciton Based on Violent Crime Judgment
   Woongil Park, Eunbi Cho, Jeong-Hyeon, Chang Joo-chang Kim, Vol. 25, No. 1, pp. 91-98, Feb. 2024
   10.7472/jksii.2024.25.1.91
   Keywords: Sentencing, Predict sentencing, Judgment, Judgment structure, AI
9. 9. A Machine Learning-based Popularity Prediction Model for YouTube Mukbang Content
   Beomgeun Seo, Hanjun Lee, Vol. 24, No. 6, pp. 49-55, Dec. 2023
   10.7472/jksii.2023.24.6.49
   Keywords: Machine Learning, YouTube, Mukbang, Popularity Prediction, Predictive model
10. 10. Demand Forecasting Model for Bike Relocation of Sharing Stations
    Yoosin Kim, Vol. 24, No. 5, pp. 107-120, Oct. 2023
    10.7472/jksii.2023.24.5.107
    Keywords: Bike Sharing, relocation, demand forecasting, Machine Learning