Publications
Research publications and academic works.
KCI 20
SCOPUS 24
SCI 20
Intl. Conf. 3
Dom. Conf. 11
Arxiv 2
๐ Total 80
2025
- Forecasting Hourly Container Throughput with EDI-Derived Factors and a Decomposition Pairwise MixerAuthorea Preprints, 2025
- BPMMulti-task Trained Graph Neural Network for Business Process Anomaly Detection with a Limited Number of Labeled AnomaliesIn International Conference on Business Process Management, 2025
- arXivJustDense: Just using Dense instead of Sequence Mixer for Time Series analysisarXiv preprint, 2025
- Appl. Intell.
- Eng. Optim.Contrastive loss with dynamic margin for rubber-recipe physical-property predictionEngineering Optimization, 2025
- ํญ๋ง ํผ์ก ์ ๋ณด๋ฅผ ๋ฐ์ํ 2-Stage ์ ๋ฐ ๋์ฐฉ ์๊ฐ ์์ธก ๋ฐฉ๋ฒ๋ก ์ฐ๊ตฌ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2025
- LLM ๊ธฐ๋ฐ์ ์๊ณ์ด ์์ธก ๋ชจํ์ ํ์ฉํ ์ปจํ ์ด๋ ๋ฌผ๋๋ ์์ธก ๋ฐฉ๋ฒ๋ก ์ฐ๊ตฌ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2025
- ๋ํ์ฐ์ ๊ณตํํํ์ค์ QC ์์ ๊ณํ ์๋ฆฝ์ ์ํ TSP ๊ธฐ๋ฐ ํ๋ ์์ํฌ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2025
- ํ๊ตญ์ ์๊ฑฐ๋ํํ์ง๋๋ค ํฌ๋ ์คํธ์ ์ ์ ๋ฐ์ดํฐ ๊ตํ ์ ๋ณด๋ฅผ ํ์ฉํ ์์ ์ปจํ ์ด๋ ์ฒด๋ฅ ์๊ฐ ์์ธก ์ฐ๊ตฌํ๊ตญ์ ์๊ฑฐ๋ํํ์ง, 2025
2024
- arXiv
- CogMINeural Bezier Interpolation with Manifold Learning for Reliable Vessel Trajectory PredictionIn 2024 IEEE 6th International Conference on Cognitive Machine Intelligence (CogMI), 2024
- ICIC-BPredictive Process Monitoring for Remaining Time Prediction with Transfer Learning้ฉๆฐ็ใณใณใใฅใผใใฃใณใฐใปๆ ๅ ฑใปๅถๅพกใซ้ขใใ้ๅ ฑ, 2024
- IEEEA predictive discrete event simulation for predicting operation times in container terminalIEEE Access, 2024
- Eng.Inform.Semi-supervised binary classification with latent distance learningAdvanced Engineering Informatics. JCR Q1, Top 2.21%!!! , 2024
- ICIC-BA Robust Explainable Feature Selection Method Based on Order Statistics้ฉๆฐ็ใณใณใใฅใผใใฃใณใฐใปๆ ๅ ฑใปๅถๅพกใซ้ขใใ้ๅ ฑ, 2024
- ๋ํ์ฐ์ ๊ณตํํ๋ฅ๋ฌ๋ ๊ธฐ๋ฐ ์ง์ ๋ฐํ ์์ฑ๊ณผ ๋ฅ๋ณด์ด์ค ํ๋ณ ์์คํ ๊ตฌ์ถ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2024
- ํ๊ตญ๋น ๋ฐ์ดํฐํํ์งSCFI ์ง์ ์์ธก ๋ชจํ์ ์ฑ๋ฅ ํฅ์์ ์ํ ํ ์คํธ ๋ฐ์ดํฐ ๊ธฐ๋ฐ ๋ฌธ์์ด ๊ฐ์ค์น ์ถ์ถ ์ฐ๊ตฌํ๊ตญ๋น ๋ฐ์ดํฐํํ์ง, 2024
- ๋ํ์ฐ์ ๊ณตํํ์ ์ ์๊ณ ๋ฆฌ์ฆ ๊ธฐ๋ฐ์ ์ง๋ฅํ ๋คํธ์ํฌ ๊ตฌ์กฐ ํ์์ ํ์ฉํ Automatic Identification System ๋ฐ์ดํฐ ๋ณต์ ์ฐ๊ตฌ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2024
- ํ๊ตญ์ ์๊ฑฐ๋ํํ์งํด์์ฌ๊ณ ๋ฐ์ดํฐ ๊ธฐ๋ฐ ํด์ญ ๊ทธ๋ฆฌ๋ํ ๋ฐ ์ฌ๊ฐ๋ ์งํ ๋์ถ ์ฐ๊ตฌThe Journal of Society for e-Business Studies, 2024
- ๋ํ์ฐ์ ๊ณตํํ์๊ณต๊ฐ์ ๋ณด๋ฅผ ํ์ฉํ ์ ๋ฐ ์ฐ๋ฃ ์๋ชจ๋ ์์ธก ํ๋ ์์ํฌ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2024
- ํ๊ตญ์ ์๊ฑฐ๋ํํ์ง์ํ๊ธฐ๋ฐ ์ ๋น๋ฅผ ์ํ ์ด๊ธฐ ์ฑ๋ฅ์ ํ ์์ (First Prediction Time, FPT) ์ถ์ ์ฐ๊ตฌํ๊ตญ์ ์๊ฑฐ๋ํํ์ง, 2024
2023
- Mar Sci&EngSolving the inter-terminal truck routing problem for delay minimization using simulated annealing with normalized exploration rateJournal of Marine Science and Engineering, 2023
- ICIC-BEnsemble Method for Feature Selection in Time-Series Prediction Based on Image Similarity้ฉๆฐ็ใณใณใใฅใผใใฃใณใฐใปๆ ๅ ฑใปๅถๅพกใซ้ขใใ้ๅ ฑ-B: ๅฟ็จ, 2023
- ์ง๋ฅ์ ๋ณด์ฐ๊ตฌํ๋ฌผ์ ํน์ฑ ๋ฐ ์ ์ฌ ๊ณต๊ฐ์ ๊ณ ๋ คํ LCL ํ๋ฌผ ์ ์ฌ ์๊ณ ๋ฆฌ์ฆ์ง๋ฅ์ ๋ณด์ฐ๊ตฌ, 2023
- ํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์ง๋๋ฆฌ์ด์ ์์ฅ์ ์ง์ญ๋ณ ์์ ์์ธก ๋ชจํ์์ฑ๋ฅ ํฅ์์ ์ํ ๋ฐฉ๋ฒ๋ก ์ฐ๊ตฌํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์ง ์ , 2023
- ํด์ด๋ฌผ๋ฅ์ฐ๊ตฌ์ค๋ช ๊ฐ๋ฅํ ์ธ๊ณต์ง๋ฅ์ ํ์ฉํ ์ปจํ ์ด๋ ์ด์ ์์ธก ๋ชจํ ์ฐ๊ตฌํด์ด๋ฌผ๋ฅ์ฐ๊ตฌ, 2023
- ํ๊ตญ์ ๋ขฐ์ฑํํ๋ฌด๊ธฐ์ฒด๊ณ ์ํ ๊ธฐ๋ฐ ์ ๋น๋ฅผ ์ํ ์ธ๊ณต์ ๊ฒฝ๋ง ๊ธฐ๋ฐ ์ํ์ง๋จ๋ชจ๋ธ ๊ฐ๋ฐํ๊ตญ์ ๋ขฐ์ฑํํ ํ์ ๋ํ๋ ผ๋ฌธ์ง, 2023
- ๋ํ์ฐ์ ๊ณตํํGPS ๋ฐ์ดํฐ ๊ธฐ๋ฐ ๋ด๋ถํธ๋ญ ๊ฒฝ๋ก ์์ธก ๋ชจ๋ธ ๊ฐ๋ฐ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2023
- ๋ํ์ฐ์ ๊ณตํํ์ธ๋ถ ์ถฉ๊ฒฉ๋ ๋ฐ์์ ์ํ ํ ์คํธ ๋ฐ์ดํฐ ๊ธฐ๋ฐ NF-LF ๋ฐฉ๋ฒ๋ก ๊ฐ๋ฐ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2023
- ๋ํ์ฐ์ ๊ณตํํํญ๋ง ์ ์์ฑ ์์ธก์ ์ํ ์ ๋ฐ ETA/RTA ์์ธก ์๊ณ ๋ฆฌ์ฆ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2023
- ๋ํ์ฐ์ ๊ณตํํ๊ณ ๋ฌด ๋ฌผ์ฑ ์์ธก์ ์ํ ํด๋ฌ์คํฐ๋ง ๊ธฐ๋ฐ ํ๋ ์์ํฌ ๊ฐ๋ฐ๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2023
- ๋ํ์ฐ์ ๊ณตํํ๋ ๋ฆฝ๋ณ์๋ค ๊ฐ์ ์ํธ๊ด๊ณ ํ์ต์ ์ํ CoRepNet๋ํ์ฐ์ ๊ณตํํ ์ถ๊ณ๊ณต๋ํ์ ๋ํ ๋ ผ๋ฌธ์ง, 2023
- Trans. Serv. Comput.Metric learning as a service with covariance embeddingIEEE Transactions on Services Computing, 2023
- ํด์ํ๊ฒฝ์์ ํํ์งMaritime Safety Tribunal Ruling Analysis using SentenceBERTJournal of the Korean Society of Marine Environment & Safety, 2023
2022
- IEEEA data-driven recipe simulation for synthetic rubber productionIEEE Access, 2022
- 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
- PRLCooperative auto-classifier networks for boosting discriminant capacityPattern Recognition Letters, 2022
- ICIC-BImproving the Performance of Mixing-Process Machine Classification Based on Feature Engineering Techniques: A Case Study in Rubber-Belt Industry้ฉๆฐ็ใณใณใใฅใผใใฃใณใฐใปๆ ๅ ฑใปๅถๅพกใซ้ขใใ้ๅ ฑ-B: ๅฟ็จ, 2022
- Appl. Sci.Big data and AI for process innovation in the Industry 4.0 eraApplied Sciences, 2022
- ICIC-BObtaining lightweight human activity recognition model through knowledge distillation of deep neural networkICIC Express Letters, Part B: Applications, 2022
- PRSuper-encoder with cooperative autoencoder networksPattern Recognition. JCR Q1, Top 9.02%!!! , 2022
- IEEEAutomatic conversion of event data to event logs using CNN and event density embeddingIEEE Access, 2022
- ํ๊ตญ์ฐ์ ์ ๋ณดํํ๋ ผ๋ฌธ์ง๋ฒํฌํญ๋ง์ ํ์ญ ์ต์ ํ๋ฅผ ์ํ ์ ์๊ณํ๋ชจํํ๊ตญ์ฐ์ ์ ๋ณดํํ๋ ผ๋ฌธ์ง, 2022
- ํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์งLSTM-AutoEncoder ๋ฅผ ํ์ฉํ์ ๋ฐ ๋ฉ์ธ์์ง์ ์ด์ ํ์ง ๋ฐ ๋ผ๋ฒจ๋งํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์ง ์ , 2022
- ํ๊ตญ๋น ๋ฐ์ดํฐํํ๋ฐ๋๊ธฐ๋ฐ ์ ๋ฐ ๋๋ฉ์ธ์ ์ด์ฉํ ์์ ์ฑ๋ฅ ์งํ ํ์ฉ์ฑ ์ฐ๊ตฌํ๊ตญ๋น ๋ฐ์ดํฐํํ์ง, 2022
- IEEE Big DataTDTA: A new hybrid framework for long-term forecasting of container volumeIn 2022 IEEE International Conference on Big Data (Big Data), 2022
2021
- MARTRAVessel estimated time of arrival prediction system based on a path-finding algorithmMaritime Transport Research, 2021
- Appl. Sci.Parallel-structure deep learning for prediction of remaining time of process instancesApplied Sciences, 2021
- Appl. Sci.Container volume prediction using time-series decomposition with a long short-term memory modelsApplied Sciences, 2021
- 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
- ProcessesInterterminal truck routing optimization using cooperative multiagent deep reinforcement learningProcesses, 2021
- ProcessesResidual life prediction for induction furnace by sequential encoder with s-convolutional LSTMProcesses, 2021
- ICIC-ELAdversarial multivariate regression and auto-regression for predicting completion time of container terminals operationICIC Express Letters, 2021
- ICIC-BPrediction of the quay craneโs handling time with external handling factorsICIC Exp. Lett., B, Appl., 2021
- ํ๊ตญ๋น ๋ฐ์ดํฐํํCNN ๊ธฐ๋ฐ์ ์ค์ง๋ํ์ต์ ํ์ฉํ GPR ์ด๋ฏธ์ง ๋ถ๋ฅThe Journal of Bigdata, 2021
2020
- IEEETrajectory linkage and spreader centrality for social epidemic networksIEEE Access, 2020
- Appl. Sci.Mining shift work operation from event logsApplied Sciences, 2020
- ICIC-BQ-learning-based technique for reduction of number of empty-truck trips in inter-terminal transportationICIC Express Letters, Part B: Applications, 2020
- Appl. Sci.DERN: Deep ensemble learning model for short-and long-term prediction of baltic dry indexApplied Sciences, 2020
- NeurocomputingData pixelization for predicting completion time of eventsNeurocomputing. JCR Q1, Top 18.14%!!! , 2020
- ํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์ง๊ธ๋ก๋ฒ ํฌ๋ฐ๋ฏน ์ํฉ์์์ ๊ธด๊ธ์ง์๊ธ ์์ฐ ๋ฐฐ๋ถ ์ ์ฑ ์ ๋ํ ์ฐ๊ตฌํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์ง, 2020
- ํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์ง์๊ณ์ด ๊ตฐ์ง์ ํ์ฉํ ๋ถ์ฐ์ ๊ฐ์ผ๋ณ ์ง์ ์ ์ฑ ๋ฐฉํฅ: COVID-19 ์ฌ๋ก๋ฅผ ์ค์ฌ์ผ๋กํ๊ตญ๋น ๋ฐ์ดํฐ๋ ผ๋ฌธ์ง, 2020
2019
- Procedia Comput.Predictive business process monitoringโremaining time prediction using deep neural network with entity embeddingProcedia Computer Science, 2019
- IJGISimplification and detection of outlying trajectories from batch and streaming data recorded in harsh environmentsISPRS International Journal of Geo-Information, 2019
- ICIC-BForecasting high-dimensional multivariate regression of Baltic dry index (BDI) using deep neural networks (DNN)ICIC Express Letters, 2019
- ํ๊ตญ๋น ๋ฐ์ดํฐํํ์ง์ปจํ ์ด๋ ํฐ๋ฏธ๋ ์ฑ๋ฅํ๊ฐ๋ฅผ ์ํ ๋์ฉ๋ ์ด๋ฒคํธ ๋ก๊ทธ ์ ์ ๋ฐฉ์ ์ฐ๊ตฌํ๊ตญ๋น ๋ฐ์ดํฐํํ์ง, 2019
- ํ๊ตญ์ปดํจํฐ์ ๋ณดํํ๋ ผ๋ฌธ์งAutomatic false-alarm labeling for sensor dataJournal of The Korea Society of Computer and Information, 2019
- ํ๊ตญ์ปดํจํฐ์ ๋ณดํํ๋ ผ๋ฌธ์งHyper parameter tuning method based on sampling for optimal LSTM modelํ๊ตญ์ปดํจํฐ์ ๋ณดํํ๋ ผ๋ฌธ์ง, 2019
- ๋ํ์ฐ์ ๊ณตํํ์ง๋ฅ๋ฌ๋์ ํ์ฉํ ๊ฑดํ๋ฌผ์ ์ด์ ์ง์ ์์ธก๋ํ์ฐ์ ๊ณตํํ์ง, 2019
2018
- ICIC-BGear classification for defect detection in vision inspection system using deep convolutional neural networksICIC Express Letters, 2018
- ICIC-BCloud-Based Predictive Maintenance Framework for Sensor Data AnalyticsICIC Express Letters, Part B: Applications, 2018
- ICIC-BPetri Nets simulation for operational analytics based on process data: An overviewICIC Experss Letters, Part B: Applications, 2018
- ICIC-BProduction scheduling in steel manufacturing with cutting and parallel operationsICIC Express Letters, Part B: Applications, 2018
- INFORA study on the quality-embedded efficiency measurement in DEAINFOR: Information Systems and Operational Research, 2018
- IJCISStatistical verification of process model conformance to execution log considering model abstractionInternational Journal of Cooperative Information Systems, 2018
- ๋ํ์ฐ์ ๊ณตํํ์งUtilizing Big Data and Fuzzy Inference for Evaluation of Port Operations๋ํ์ฐ์ ๊ณตํํ์ง, 2018
- ํ๊ตญ์ปดํจํฐ์ ๋ณดํํ๋ ผ๋ฌธ์งThe study of a full cycle semi-automated business process re-engineering: A comprehensive frameworkJournal of The Korea Society of Computer and Information, 2018
2004
- IEEE TKDEAutomatic control of workflow processes using ECA rulesIEEE transactions on knowledge and data engineering, 2004