CV
Updated September 2026.
Basics
| Name | Dohee Kim |
| Label | Assistant Professor | Ph.D. |
| kimdohee@changwon.ac.kr | |
| Url | https://AIDoheeKim.github.io |
| Summary | Assistant Professor, Department of Artificial Intelligence Engineering, Glocal Advanced Institute of Science & Technology-Artificial Intelligence, Changwon National University. |
| Location | Changwon, South Korea |
Interests
| Time-series Analysis |
| Deep Learning |
| Feature Engineering |
| Multi-modal AI |
| Large Language Models |
Work
-
2026.09 - Present Changwon, South Korea
Director
Changwon National University
Design Thinking SW Center, SW-Centered University Project Group
-
2026.08 - 2030.02 Changwon, South Korea
Director
Changwon National University
M.AX Center for Regional Strategic Industries, RISE Project Group
-
2026.07 - Present Changwon, South Korea
Head
Changwon National University
AX Center, Department of Research Innovation, SMR² Platform National Research Laboratory
-
2026.03 - 2031.02 Changwon, South Korea
Deputy Director
Changwon National University
DRIVE Bootcamp Project Group
-
2025.12 - Present Changwon, South Korea
-
2024.10 - 2025.11 Busan, South Korea
-
2024.09 - 2024.12 Atlanta, GA, USA
-
2024.03 - 2024.09 Busan, South Korea
-
2024.03 - 2024.09 Busan, South Korea
Education
-
2019.03 - 2024.02 Busan, South Korea
Ph.D.
Pusan National University
Industrial Engineering
- Thesis: Deep Learning Models for Short-term and Long-term Time Series Forecasting (Advisor: Hyerim Bae)
- GPA: 4.2 / 4.5
-
2012.03 - 2019.02 Busan, South Korea
Teaching
- Fall 2026
Database and Big Data Systems (AIB2005)
Changwon National University · Graduate
Instructor
Lecturing, grading, practical sessions, and proctoring.
- Fall 2026
Python Programming in the Age of AI (GEA8810)
Changwon National University · Undergraduate
Instructor
Lecturing, grading, practical sessions, and proctoring.
- Spring 2026
Multimodal AI (AIB3020)
Changwon National University · Graduate
Instructor
Lecturing, grading, practical sessions, and proctoring.
- Spring 2026
Data Structures and Algorithm (AIA1007)
Changwon National University · Undergraduate
Instructor
Lecturing, grading, practical sessions, and proctoring.
- Fall 2025
Shipping & Port Application (DS9700019)
Pusan National University · Graduate
Instructor
Lecturing, grading, practical sessions, and proctoring.
- Spring 2024
Database (IE3400078-066)
Pusan National University · Undergraduate
Instructor
Lecturing, grading, practical sessions, and proctoring.
- Spring 2024
Data Structure and Algorithm (IE1600795-066)
Pusan National University · Undergraduate
Instructor
Team teaching with Prof. Hyerim Bae. Practical sessions, grading, and proctoring.
- Fall 2022
Industrial Data Science (IE3500627-066)
Pusan National University · Undergraduate
Teaching Assistant
Instructor: Prof. Hyerim Bae. Practical sessions, grading, and proctoring.
Awards
- 2025
Top Viewed Article, Wiley 2025
Journal of Forecasting
- 2025.07
Certificate of Commendation from the Mayor of Busan
Busan Metropolitan City
- 2024.01
BK21’s Best Paper Award
Pusan National University
2023 BK21’s Graduate Student Outstanding Papers Award.
- 2019.02
3rd Prize, Undergraduate Capstone Design Term Project in Industrial Engineering
Pusan National University
Volunteer
-
2026.11.13 - 2026.11.14 Organizing Committee (Registration Chair)
KOREA DATABASE CONFERENCE 2026
-
2026 Special Session Organizer
IEEE CASE 2026
AI for Safety, Sustainability, and Automation in Smart Maritime Transport and Logistics Systems
-
2026.06.25 Session Chair
Korea Computer Congress 2026 (KCC 2026)
-
2026.06.04 - 2026.06.05 Session Chair
2026 KIIE Spring Conference
-
2026.04.26 - 2026.04.27 Organizing Committee (Web Chair)
Data Intelligence Workshop 2026
-
Board Member
KIISE Data Society of Korea (KDS)
-
2026 Program Committee Member and Reviewer
The 12th International Conference on Time Series and Forecasting (ITISE 2026)
-
2025 Session Chair
ICICIC2025
Sustainable Maritime Logistics: Innovations for Safety, Efficiency, and Clean Port
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2024 Session Chair
ICICIC2024
Sustainable Maritime Logistics: Innovations for Safety, Efficiency, and Clean Port
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2023 Committee (Main Assistant)
The 11th International Conference on Logistics and Maritime Systems (LOGMS 2023)
-
Editorial Board Member
JUTI: Jurnal Ilmiah Teknologi Informasi, ITS, Indonesia
Scientific Journal of Information Technology.
-
Peer Reviewer
IEEE Transactions on Big Data, Pattern Recognition, Scientific Reports, etc.
Publications
* Co-first authors; † Co-corresponding authors.
International
- 2026
Legacy Learning Strategy Based on Few-Shot Font Generation Models for Automatic Text Design
Kim, Y., Jeong, S. C., Kim, D.†, & Sim, S.†
Information Processing & Management
63(6), 104721.
- 2026
Distributed Lag Transformer based on Time-Variable-Aware Learning for Explainable Multivariate Time Series Forecasting
Kim, Y.*, Kim, D.*, Kim, J., Sim, S.
IEEE Access
14, 115642-115664
- 2026
LURKER: Language Models for Unveiling Maritime Risks via Knowledge-Driven Event Forecasting and Reasoning
Hong, S., Park, T., Kim, D., Jo, S., & Bae, H.†
ICIC Express Letters
20(5), 543-552.
- 2026
Identifying Severity of Maritime Accidents Based on Weighted Kernel Density Estimation
Jo, S., Kim, D., Hong, S., Park, T., Lee, C., & Bae, H.†
ICIC Express Letters
20(4). 391-400.
- 2026
Deep learning framework for regional maritime collision risk assessment using CNN and Grad-CAM
Jo, S.*, Lee, G.*, Park, S., Heo, J., Kim, D., Sim, S.†, & Bae, H.†
Ocean Engineering
343, 123452.
- 2025
Continual Learning Approach With Adaptive Memory Mechanism for Predictive Process Monitoring in Dynamic Business Environments
Iman, A. N., Kamal, I. M., Kim, D., & Bae, H.†
IEEE Access
13, 206767-206783.
- 2025
Long-term Forecasting of Maritime Economics Index using Time-series Decomposition and Two-stage Attention
Kim, D., Lee, E., Kamal, I. M., & Bae, H.†
Journal of forecasting
44(1), 153-172.
- 2024
Predictive Process Monitoring for Remaining Time Prediction with Transfer Learning
Iman, A. N., Kamal, I. M., Ramadhan, M. H., Kim, D., Lee, Y., & Bae, H.†
ICIC Express Letters
18(8), 851-858.
- 2024
Temporal Multi-Features Representation Learning based Clustering for Time Series Data
Lee, J.*, Kim, D.*, & Sim, S.
IEEE Access
12, 87675-87690.
- 2024
A Robust eXplainable Feature Selection Method Based on Order Statistics
Kim, D., Lee, S., Sim, S., & Bae, H.†
ICIC Express Letters
18(3), 255-262.
- 2023
Solving the Inter-Terminal Truck Routing Problem for Delay Minimization Using Simulated Annealing with Normalized Exploration Rate
Ramadhan, M. H., Kamal, I. M., Kim, D., & Bae, H.†
Journal of Marine Science and Engineering
11(11), 2103.
- 2023
Correlation recurrent units: A novel neural architecture for improving the predictive performance of time-series data
Sim, S.*, Kim, D.*, & Bae, H.
IEEE Transactions on Pattern Analysis and Machine Intelligence
45(12), 14266-14283. (JCR Top 0.85%).
- 2023
Ensemble Method for Feature Selection in Time-Series Prediction Based on Image Similarity
Lee, H., Kim, D., Lee, S., Park, H., Bae, H., & Choi, G.
ICIC Express Letters Part B: Applications
14(7), 709-717.
- 2022
Colored Petri Nets simulation on the cloud with python: A framework overview
Utama, N. I., Kamal, I. M., Iman, A. N., Kim, D., Bae, H.†, & Hong, C.
ICIC Express Letters, Part B: Applications
13(7), 725-733.
- 2021
Container volume prediction using time-series decomposition with a long short-term memory model
Lee, E., Kim, D., & Bae, H.†
Applied Sciences
11(19), 8995.
- 2021
Residual life prediction for induction furnace by sequential encoder with s-convolutional LSTM
Choi, Y., Kwun, H., Kim, D., Lee, E., & Bae, H.†
Processes
9(7), 1121.
- 2021
Prediction of the quay crane’s handling time with external handling factors
Lee, E., Park, K., Kim, D., Bae, H., & Hong, C.
ICIC express letters. Part B, Applications: an international journal of research and surveys
12(4), 351-358.
- 2019
Forecasting High-Dimensional Multivariate Regression of Baltic Dry Index (BDI) using Deep Neural Networks (DNN)
Kamal, I. M., Bae, H., Sim, S., Kim, H., Kim, D., Choi, Y., & Yun, H.
ICIC Express Letters
13(5), 427-434.
Domestic
- 2025
A Forecasting Framework of Ship Fuel Consumption using Temporal Patterns in Sensor Data
Lee, H., Kim, D., Choo, J., Jo, S., & Bae, H.†
Journal of the Korean Institute of Industrial Engineers
51(5), 425-438.
- 2025
Welding Defect Classification Based on Threshold Optimization: A Solution to Class Imbalance Challenges
Han, M. G., Kim, D., & Bae, H.†
Journal of the Korean Institute of Industrial Engineers
51(6), 515-526.
- 2024
A Study on Text-Based Weight Extraction for Enhanced SCFI Index Prediction
Kim, M., Heo, J., Kim, D., & Bae, H.†
The Korean Journal of BigData
9(2), 123-134.
- 2024
Estimation Research for First Prediction Time in Condition-Based Maintenance
Park, M., Park, H., Kim, M., Kim, D., Park, Y., & Bae, H.†
The Journal of Society for e-Business Studies
29(1), 93-114.
- 2024
A Study on the Derivation of Sea Grid and Severity Indicators Based on Maritime Accident Data
Kim, D., Lee, S., Jo, S., Park, S., & Bae, H.†
The Journal of Society for e-Business Studies
29(1), 57-72.
- 2023
LCL Cargo Loading Algorithm Considering Cargo Characteristics and Load Space
Park, D., Jo, S., Park, D., Lee, Y., Kim, D., & Bae, H.†
Journal of Intelligence and Information Systems
29(4), 375-393.
- 2023
A Study on Container Freight Forecasting Model Using eXplainable Artificial Intelligence
Kim, D., Lee, S., & Bae, H.†
The Asian Journal of Shipping and Logistics
39(2), 197-215.
- 2022
An Efficient Mixed-Integer Programming Model for Berth Allocation in Bulk Ports
Yu, T., Lee, Y., Park, H., Kim, D., & Bae, H.*
Journal of the Korea Industrial Information Systems Research
27(6), 105-114.
- 2022
Outlier detection and labeling of ship main engine using LSTM-AutoEncoder
Kim, D., Han, Y., Kim, H., Kang, S. P., Kim, K. H., & Bae, H.†
The Korea Journal of Bigdata
7(1), 125-137.
- 2020
A Direction of Politic Support for Infectious Disease in Busan Using Time-series Clustering: Focusing on COVID-19 Cases
Kwun, H., Kim, D., Park, C., Lee, L., Cho, G., & Bae, H.†
The Korea Journal of Bigdata
5(1), 125-138.
- 2020
Budget Allocation for Emergency Support Funding System During Global Pandemic
Park, K., Kim, D., Kim, S., Choi, J., & Bae, H.†
The Korea Journal of Bigdata
5(2), 97-110.
- 2019
Prediction of dry bulk freight index using deep learning
Kim, D., Kim, H., Sim, S., Choi, Y., Bae, H.†, & Yun, H.
Journal of Korean Institute of Industrial Engineers
45(2), 111-116.
Conferences
- 2025.08
Multi-task Trained Graph Neural Network for Business Process Anomaly Detection with a Limited Number of Labeled Anomalies
Lee, Y., Kim, D., Kim, D., & Bae, H.
International Conference on Business Process Management
pp. 361-378. Springer Nature Switzerland.
- 2025.07.21
Smart Ports for a Green Future: Integrating Spatiotemporal AI
Kim, D., Park, K., Kim, M., Kwon, J., & Bae, H.
INFORMS International Meeting
- 2024.10
Neural Bezier Interpolation with Manifold Learning for Reliable Vessel Trajectory Prediction
Lee, G., Kim, D., Park, S., Sim, S., Liu, L., & Bae, H.
2024 IEEE 6th International Conference on Cognitive Machine Intelligence (CogMI)
pp. 189-196. IEEE.
- 2023.12
A novel training mechanism for health indicator construction and remaining useful lifetime (RUL) prediction
Park, H., Kim, D., Kim, M., Park, M., Bae, H., & Park, Y.
2023 IEEE International Conference on Big Data (BigData)
pp. 809-818. IEEE.
- 2023
Data-driven degradation trend construction method for RUL prediction
Kim, M., Park, H., Park, M., Kwon, J., Kim, D., Bae, H., & Park, Y.
International Conference on Convergence Content (ICCC) 2023
pp. 43-44.
- 2023.11
Improving Time-Series Classification Accuracy Based on Temporal Feature Representation Learning Using CRU-LSTM Autoencoder
Kim, D., Sim, S., Yoon, B., Liu, L., & Bae, H.
2023 IEEE 5th International Conference on Cognitive Machine Intelligence (CogMI)
pp. 175-183. IEEE.
- 2023.09.06
A Multi-Objective Reinforcement Learning for Berth Allocation Problem in Tidal Bulk Terminals
Kim, D., Park, K., Yu, T., & Bae, H.
The 11th International Conference on Logistics and Maritime Systems (LOGMS 2023)
- 2023.08.31
A Robust eXplainable Feature Selection Method Based on Order Statistics
Kim, D., Lee, S., Sim, S., & Bae, H.
The 17th International Conference on Innovative Computing, Information and Control (ICICIC 2023)
- 2023.02
Temporal Attention Gate Network With Temporal Decomposition for Improved Prediction Accuracy of Univariate Time-Series Data
Sim, S., Kim, D., & Jeong, S. C.
2023 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)
pp. 122-127. IEEE.
- 2022.12
TDTA: A New Hybrid Framework for Long-term Forecasting of Container Volume
Kim, D., & Bae, H.
2022 IEEE International Conference on Big Data (Big Data)
pp. 6718-6720. IEEE.
- 2020.02
Method of predictive maintenance for induction furnace based on neural network
Choi, Y., Kwun, H., Kim, D., Lee, E., & Bae, H.
2020 IEEE International Conference on Big Data and Smart Computing (BigComp)
pp. 609-612. IEEE.
Patents
- 2026.07
Correlation Recurrent Unit for Improving Prediction Performance of Time-Series Data and Correlation Recurrent Neural Network
- US · No. 12,694,266 · 2026.07.28
- KR · No. 10-2916821 · 2026.01.20
- US · No. 18/086.646 · 2022.12.22
- KR · No. 10-2022-0024013 · 2022.02.24
- 2026.02
Method and Apparatus for Fourier-Efficient Adaptive Temporal Hierarchy Forecasting for Time-Series Prediction
- KR · No. 10-2026-0030994 · 2026.02.19
- 2026.01
Method and Apparatus for Managing Transponder Abnormalities Using Sensor Data of an Automated Guided Vehicle
- KR · No. 10-2026-0011178 · 2026.01.20
- 2026.01
Method and Apparatus for Maritime Accident Prediction and Control
- KR · No. 10-2026-0005507 · 2026.01.12
- 2025.04
Imputation Method and Device for Missing Values in Dual-Directional AIS Data Based on Deep Learning
- US · No. 19/190,810 · 2025.04.28
- KR · No. 10-2024-0057371 · 2024.04.30
- 2025.02
Continual Learning Method and Device with Adaptive Memory Mechanism for Predictive Process Monitoring
- KR · No. 10-2025-0026041 · 2025.02.27
- 2024.11
System and Method for Yard Congestion Prediction and Optimized Truck Arrival Time Guidance
- KR · No. 10-2024-0169982 · 2024.11.25
- 2024.11
System and Method for Optimizing Yard Operations based on Multi-agent Reinforcement Learning Including External Trucks
- KR · No. 10-2024-0169981 · 2024.11.25
- 2024.09
Method and Apparatus for Predicting Ship Operation Time
- KR · No. 10-2024-0126125 · 2024.09.13
- 2024.06
Apparatus for Prediction of Remaining Useful Lifetime Based on Fluctuation Correlation Recurrent Unit and Method of the Same
- KR · No. 10-2024-0081103 · 2024.06.21
- 2024.06
Apparatus for Health Indicator Construction Utilizing Semantic Similarity Representation and Method of the Same
- KR · No. 10-2024-0081102 · 2024.06.21
- 2024.06
Method for Predicting Travel Path of a Vehicle on a Grid-Type Road with Multiple Intersections and Computing Apparatus Thereof
- KR · No. 10-2024-0075306 · 2024.06.10
- 2024.03
Bayesian Network based Container Dwell-time Prediction Method and Device
- KR · No. 10-2024-0034577 · 2024.03.12
- 2023.09
Text Data-Based Method and System Deducing Social Impact
- US · No. 18/475,214 · 2023.09.27
- KR · No. 10-2901286 · 2025.12.12
- KR · No. 10-2022-0132276 · 2022.10.14
- 2023.09
Method and Apparatus for Predicting Recipe Property Reflecting Similarity between Chemical Materials
- US · No. 18/475,206 · 2023.09.27
- KR · No. 10-2920277 · 2026.01.27
- KR · No. 10-2022-0134746 · 2022.10.19
- 2021.08
Apparatus and Method for Predicting IoT-Based Augmented Process
- KR · No. 10-2298452 · 2021.08.31
- 2020.12
Apparatus and Method for Predicting IoT-Based Augmented Process
- KR · No. 10-2020-0180145 · 2020.12.21
Projects
- 2025.12 - 2026.11
Development of Personalized Smart Driving Logic Based on Customer Usage Patterns Using Process Mining
LG Electronics Inc.
Project Manager
- 2023.06 - 2026.02
Human-centered carbon-neutral global supply chain research center
National Research Foundation of Korea (NRF)
Project Manager (International Cooperation, Research)
- 2023.03 - 2025.11
AI-based XPL methodology research
National Research Foundation of Korea (NRF)
Project Manager (Management, Research)
- 2024.05 - 2025.08
Meta K-Port intelligent logistics platform
National IT Industry Promotion Agency (NIPA)
Project Manager
- 2023.03 - 2024.12
Development of CBM+ solution algorithms for key components of radar weapon systems
LIG Nex1 Co., Ltd.
Project Manager
- 2021.03 - 2024.12
Development of indicators for quantitative evaluation of maritime safety
Korea Research Institute of Ships and Ocean Engineering (KRISO)
Researcher
- 2024.12
Analysis of Busan Port transshipment operations
Goldilocks Shipping Co., Ltd.
Project Manager
- 2023.10 - 2024.07
Block logistics optimization
Samsung Heavy Industries
Project Manager
- 2024.06 - 2024.07
Analysis of welding defect rates
Samsung Heavy Industries
Project Investigator
- 2022.04 - 2024.02
Development of big data/AI-based logistics linkage optimization technology
Korea Institute of Marine Science & Technology Promotion (KIMST)
Researcher
- 2020.09 - 2022.12
Establishment of marine and fisheries big data platform and center
National Information Society Agency (NIA)
Project Manager
- 2022.11 - 2022.12
Case analysis of vehicle gate reservation system application in overseas ports
Busan Port Authority (BPA)
Project Manager
- 2022.09 - 2022.11
Development of citrus price and shipment volume forecasting models
Flexink Inc.
Project Manager (Management, Research)
- 2021.12 - 2022.08
Development of an AI-based container freight rate prediction model
Korea Maritime Institute (KMI)
Project Manager (Management, Research)
- 2021.09 - 2022.02
Industry-academic collaborative research on bulk port operation optimization
CyberLogitec
Project Manager (Management, Research)
- 2020.01 - 2020.12
Design of a service integration framework for real-time interfacing of e-Navi information and port operational status using AI
Korea Institute of Marine Science & Technology Promotion (KIMST)
Researcher
- 2020.06 - 2020.11
Metadata analysis study for operational information display devices for control-based post-management
Game Rating and Administration Committee
Researcher
- 2018.12 - 2020.11
Process-based simulation analytics for productivity innovation
Korea Technology & Information Promotion Agency for SMEs (TIPA)
Researcher
- 2019.05 - 2022.03
Development of smart port IoT infrastructure technology
Korea Institute of Marine Science & Technology Promotion (KIMST)
Project Manager (Management, Research)
- 2018.12 - 2021.08
Data analysis and prediction model development for Busan Port operational plans (Ship ETA, RTA)
Busan Port Authority (BPA)
Researcher
- 2018.12 - 2021.08
Maritime market analysis using big data
Korea Maritime Institute (KMI)
Project Manager (Management, Research)