π Undergraduate Student at Kyung Hee University
Iβm interested in solving optimization problems such as logistics and routing problems through reinforcement learning.
π§ Email: whgdk0911@khu.ac.kr
| Company / Lab / School | Position | Period |
|---|---|---|
| System Intelligence Lab, KAIST | Lab Intern | 2024-12 β 2025-02 |
| Tilda Corp | ICT Intern, ML Engineer | 2024-09 β 2024-12 |
| AIMS Lab, KHU IE | Undergraduate Research Student | 2024-01 β 2024-08 |
| KHU Software Convergence | Undergraduate(Double Major) | 2024-02 β 2026-02 |
| KHU Industrial and Management Engineering | Undergraduate | 2022-02 β 2026-02 |
| Project Title | Description | Period |
|---|---|---|
| Casting Process Control Optimization Solution based on Digital-Twin | Through domain and data analysis, we selected important control variables in the casting process. XGB, LightGBM, EXT, FFTransformer, etc. were used to build the Digital-Twin model. Based on the learned Digital-Twin Bayesian optimization was used to derive the optimal control value for the state. | 2024.11 - 2024.11 |
| Optimizing Bundled Delivery Routes Using Reinforcement Learning in Dynamic Event Situations | Route optimization in dynamic events using the RL4CO framework. Example: Assigning drivers to deliveries during dynamic events. | 2024.04 - Present |
| Combining Plastic Texture Data Augmentation Techniques for Reverse Vending Machine System | Implementing an RVM system in line with Korean recycling policies(EfficientNet, ResNet ,Light U-Net) | 2024.04 - 2024.06 |
| Recommend Accommodations and Routes Based on Jeju Island Travel Log Data | Using algorithms like Xgboost, MF-SVD to recommend accommodations. Optimizing routes to recommended destinations using OR-Tools. | 2024.01 - 2024.02 |
| 2D Object Detection Contest by Gyeonggi-do Autonomous Driving Center | Detecting pedestrians, bicycles, trucks, cars, buses, and motorcycles using YOLOv5. Using HIC-YOLOv5 for detecting small objects. | 2023.10 - 2023.12 |
| CJ Logistics Distribution Strategy and Optimal HUB Determination | Determining the best locations for hub terminals using Gravity Model and Demand Allocation Model. | 2023.05 - 2023.07 |
| Analyzing Lecture Reviews with LDA Topic Modeling in Everytime Application | Participated in data crawling for analysis. | 2023.04 - 2023.05 |
| Textual Emotion Analysis and Image-Based Emoticons-Recommendation System | Labeling data sentiment using GPT API. Fine-tuning BERT and analyzing emoji emoticon similarity using CLIP. | 2023.01 - 2023.02 |
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- 2024.04: κ²½ν¬λνκ΅ μ°½μμμ¨κ³Όμ 곡λͺ¨μ μ μ
- 2024.01 - Present: κ΅λ΄ μ΅μ΄ λ°μ΄ν°λΆμ λμ리 BOAZ λ°μ΄ν°λΆμ νΈλ
- 2024.01 - Present: κ΅λ΄ μ΅μ΄ λ°μ΄ν°λΆμ λμ리 BOAZ κΈ°νν
- 2023.01 - 2023.05: κ²½ν¬λνκ΅ λ°μ΄ν°λΆμ λμ리 KHUDA