BAE LAB
BIGDATA ANALYTICS ENGINEERING LAB Β· PNU





From Raw Data to Operational Intelligence.
We fuse advanced analytics, AI engineering, and domain knowledge to transform complex industrial processes into measurable, optimizable, and sustainable systems.
Research Scope
The Bigdata Analytics Engineering (BAE) Lab develops data-driven solutions to address industrial challenges and to advance the servitization and systematization of operations. Harnessing the power of cloud and IoT-era data, we uncover hidden performance drivers that enhance efficiency and productivity across port logistics, shipbuilding, manufacturing, service industries, and defense β converting raw operational traces into structured, decision-ready intelligence.
Our work spans the entire lifecycle (acquisition β curation β feature abstraction β AI & hybrid RL/OR with simulation-driven optimization β deployment & monitoring) and integrates deep learning, reinforcement learning, process mining, and large-scale data engineering. Our collaborations foster technology transfer and commercialization, enabling sustainable improvements in industrial efficiency and productivity.
Contact & Location
Room 602, 10th Engineering Building, Pusan National University
Email: hrbae@pusan.ac.kr
Prospective students: include transcripts (unofficial OK), a β€300 word statement, and any project/research artifacts.
News
Sep 09, 2025 | γγγ!! πππ μ‘°μλ―Ό got the ICICIC2025 Best Presentation Award!!!! by μ‘°μλ―Ό |
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Sep 04, 2025 | BPM 2025 Presenter μ΄μ©μ¬!! by μ΄μ©μ¬κΉλν¬ |
Aug 28, 2025 | η₯θ΄Ί!! ππππ¨π³ μΆμ νΈ μ΄κ²½ν presented at 13th International Conference on Logistics and Maritime Systems (LOGMS 2025) ,Sanghai,China ! by μΆμ νΈμ΄κ²½ν |
Aug 26, 2025 | γγγ!! πππ μ‘°μλ―Ό, νμ±λ¬Έ presented at 19th International Conference on Innovative Computing, Information and Control (ICICIC2025). by μ‘°μλ―Όνμ±λ¬Έ |
Jul 19, 2025 | Shiok ah πΈπ¬π¦πΊ~! Dohee Kim and Jaeeun Kwon have invited in INFORMS International 2025. by κΉλν¬κΆμ¬μ |
Selected Publications
- Eng.Inform.Semi-supervised binary classification with latent distance learningAdvanced Engineering Informatics. JCR Q1, Top 2.21%!!! , 2024
- TRDDeep collaborative learning model for port-air pollutants prediction using automatic identification systemTransportation Research Part D: Transport and Environment. JCR Q1, Top 8.62%!!! , 2022
- IEEE TSCBagging recurrent event imputation for repair of imperfect event log with missing categorical eventsIEEE Transactions on Services Computing. JCR Q1, Top 7.5%!!! , 2021