International journals

1)      Suyong Jeong, Ki-Hyun Lee, Jinwon Lee, “A Deep Learning Approach to Automated Assessment of Peripheral Intravenous Catheterization Skills”, Clinical Simulation in Nursing, Accepted.

28)  Kyeong-Jun Seo, Jinwon Lee, Ji-Eun Cho, Hogene Kim, and Jung Hwan Kim, “Gait Environment Recognition Using Biomechanical and Physiological Signals with Feed-Forward Neural Network: A Pilot Study”, Sensors, 25(14), 2025. https://doi.org/10.3390/s25144302

27) Jiyeon Ha, Kyung-Sun Lee, Jinwon Lee, and Jaejin Hwang, “An Investigation of Worker Preference for Cardboard Box Handle Designs in Grocery Store”, Ergonomics in Design, 2025.  https://doi.org/10.1177/10648046251318125 (ESCI)

26)  Kyung-Sun Lee, Jaejin Hwang, Jiyeon Ha, and Jinwon Lee, “Machine Learning-Enhanced Back Muscle Strength Prediction Considering Lifting Condition and Individual Characteristics”, International Journal of Occupational Safety and Ergonomics, 31(2), pp.538-544, 2025. https://doi.org/10.1080/10803548.2025.2454131

25) Jinwon Lee, Kyung-Sun Lee, Jiyeon Ha, and Jaejin Hwang, “Job Stress, Burnout, and Work Ability in Tire Manufacturing: The Role of Age and Experience”, Safety, 11(1), pp. 8, 2025. (ESCI) https://doi.org/10.3390/safety11010008

24) Jong-Hyun Lee, Du-Jin Park, Jaejin Hwang, Jinwon Lee, and Kyung-Sun Lee, “Based on Mediation Effect, Workplace Mental Health Characteristics of Korean Physical therapists during the COVID-19 Pandemic”, Safety and Health at Work, 15(4), pp. 441-451, 2024. https://doi.org/10.1016/j.shaw.2024.08.004

23)     Jinwon Lee, Kyung-Sun Lee, Jong-Hyun Lee, Jaejin Hwang, and Du-Jin Park, “Workplace Mental Health Characteristics of Korean Physical therapists during the COVID-19 Pandemic”, Work, 15(4), 2024. https://doi.org/10.1177/10519815241289659

22)      Jinwon Lee, Changmo Yeo, Sang-Uk Cheon, Jun Hwan Park, and Duhwan Mun, "BRepGAT: Graph neural network to segment machining feature faces in a B-rep model." Journal of Computational Design and Engineering 10(6), pp. 2384-2400, 2023. https://doi.org/10.1093/jcde/qwad106

21)      Kwang Bin Yang, Jinwon Lee, and Jeongsam Yang, "Multi-class semantic segmentation of breast tissues from MRI images using U-Net based on Haar wavelet pooling." Scientific Reports, 13(1), 11704, 2023. https://doi.org/10.1038/s41598-023-38557-0

20)      Seungeun Lim, Changmo Yeo, Fazhi He, Jinwon Lee, and Duhwan Mun, "Machining feature recognition using descriptors with range constraints for mechanical 3D models." International Journal of Precision Engineering and Manufacturing 24(10), pp.1865-1888, 2023. https://doi.org/10.1007/s12541-023-00836-1

19)      Hyunoh Lee, Jinwon Lee, Soonjo Kwon, Karthik Ramani, Hyung-gun Chi, and Duhwan Mun, "Simplification of 3D CAD Model in Voxel Form for Mechanical Parts Using Generative Adversarial Networks." Computer-Aided Design 163, 103577, 2023. https://doi.org/10.1016/j.cad.2023.103577

18)      Yoochan Moon, Seung-Tae Han, Jinwon Lee, and Duhwan Mun, “Extraction of Line Objects from Piping and Instrumentation Diagrams Using an Improved Continuous Line Detection Algorithm”, Journal of Mechanical Science and Technology, 37(4), pp. 1959-1972, 2023. http://doi.org/10.1007/s12206-023-0333-9

17)      Kyung-Sun Lee, Jinwon Lee, and Jaejin Hwang, “A Research Trend of Ergonomics and Industrial Safety and Health: Semantic Network and Topic Analyses”, International Journal of Occupational Safety and Ergonomics, 2023. http://doi.org/10.1080/10803548.2022.2157544

16)      Jaejin Hwang, Du-Jin Park, Jinwon Lee, and Kyung-Sun Lee, “Evaluation of Ergonomic Risks for Work-Related Musculoskeletal Disorders in Nursing Common Tasks: Korean study”, International Journal of Occupational Safety and Ergonomics, 2023. http://doi.org/10.1080/10803548.2022.2157123

15)      Woolim Hong, Jinwon Lee, and Pilwon Hur, “Piecewise Linear Labeling Method for Speed-Adaptability Enhancement in Gait Phase Estimation”, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2022. http://doi.org/10.1109/TNSRE.2022.3229220

14)      Jinwon Lee, Hyunoh Lee, and Duhwan Mun, “3D convolutional neural network based on the voxel machining feature recognition with gradient-based visual explanations from CAD model”, Scientific Reports, 12 (1), pp. 1-14, 2022. https://doi.org/10.1038/s41598-022-19212-6

13)   Jeongho Han, Jinwon Lee, and Jeongsam Yang, “Development of a robot OLP system for the continuous motion control of a mandrel in the radial braiding process”, Journal of Mechanical Science and Technology, 36 (6), pp.3109-3117, 2022. https://doi.org/10.1007/s12206-022-0542-7

12)   Jinwon Lee, Changmo Yeo, Hyotae Kim, and Duhwan Mun, “Deep Learning-Based Digitalization of a Part Catalog Book to Generate Part Specification by a Neutral Reference Data Dictionary”, Computers in Industry, 139, 103665, 2022. https://doi.org/10.1016/j.compind.2022.103665

11)   Woolim Hong, Jinwon Lee, and Pilwon Hur, “Effect of Torso Kinematics on Gait Phase Estimation for Speed Adaptability”, Frontiers in Neurorobotics, 16, 2022. https://doi.org/10.3389/fnbot.2022.807826

10)   Hyunoh Lee, Jinwon Lee, and Duhwan Mun, "Dataset and method for deep learning-based reconstruction of 3D CAD models containing machining features for mechanical parts", Journal of Computational Design and Engineering, 9(1), pp.114-127, 2022. https://doi.org/10.1093/jcde/qwab072

09)   Jinwon Lee, Jaejin Hwang, and Kyung-Sun Lee, "Prediction and Comparison of Postural Discomfort Based on MLP and Quadratic Regression", Journal of Occupational Health, 63(1), e12292, 2021. https://doi.org/10.1002/1348-9585.12292

08)   Changmo Yeo, Byung Chul Kim, Sanguk Cheon, Jinwon Lee, and Duhwan Mun, "Machining feature recognition based on deep neural networks to support tight integration with 3D CAD systems", Scientific Reports, 11, 22147, 2021. https://doi.org/10.1038/s41598-021-01313-3

07)   Yoochan Moon, Jinwon Lee, Seungeun Lim, and Duhwan Mun, “Deep learning-based method to recognize line objects and flow arrows from image-format piping and instrumentation diagrams for digitalization.” Applied Intelligence, 11(21), 10054, 2021. https://doi.org/10.3390/app112110054

06)   Young-Hwan Choi, Jinwon Lee, and Jeong Sam Yang, “Development of service parts recommendation system using clustering and classification of machine learning”, Expert Systems With Applications, 188, 116084, 2022. https://doi.org/10.1016/j.eswa.2021.116084

05)   Jinwon Lee, Woolim Hong, and Pilwon Hur, “Continuous Gait Phase Estimation using LSTM for Robotic Transfemoral Prosthesis Across Walking Speeds”, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 29, 2021. https://doi.org/10.1109/TNSRE.2021.3098689

04)   Jaejin Hwang, Jinwon Lee, and Kyung-Sun Lee, “A deep learning-based method for grip strength prediction: Comparison of multilayer perceptron and polynomial regression approaches”, PLOS One, 16(2), 2021. https://doi.org/10.1371/journal.pone.0246870

03)   Jinwon Lee, Sang-Uk Cheon, and Jeongsam Yang, “Connectivity-based Convolutional Neural Network for Classifying Point Clouds”, Pattern Recognition, 112, 2021. https://doi.org/10.1016/j.patcog.2020.107708

02)   Jinwon Lee, Hyeong-Gyu Lee, and Jeongsam Yang, “A rasterization method for generating exposure pattern images in optical maskless lithography”, Journal of Mechanical Science and Technology, 32(5), pp. 2209–2218, 2018. https://doi.org/10.1007/s12206-018-0431-2

01)  Hyesung Jeon, Jinwon Lee, and Jeongsam Yang, “A touch-probe path generation method through similarity analysis between the feature vectors in new and old models”, Journal of Mechanical Science and Technology, 30(10), pp. 4705-4716, 2016. https://doi.org/10.1007/s12206-016-0941-8

Domestic journals

8)      이세희, 이진원, 디자인-생산공정 가공성 충돌 규칙 정립 및 AI 학습용 스키마 설계 연구, 시스템엔지니어링학술지, 21(2), pp.61-68, (Dec 2025).

7)      최호준, 전재현, 이진원, RPA와 RAG를 활용한 대기질 챗봇 시스템 개발, 한국지능시스템학회지, 35(2), (Aprill 2025).

6)      하지연, 황재진, 이진원, 이경선, 제조업 근로자의 연령에 따른 자기보고 직무 스트레스, 번아웃 및 작업 능력 간의 연관성 분석, 한국설비안전학회지, 30(2), (June 2025).

5)      강동준, 김광호, 이진원, “온디바이스 AI 기반 근로자 안전 관리 및 행동 추정 시스템 개발”, 시스템엔지니어링학술지, 20(2), pp. 22-31, (Dec 2024).

4)      김지희, 이진원, “라이프로그 데이터를 활용한 LSTM 모델 기반 치매 예측”, 한국정보기술학회지, 22(9), pp.123-132, (Sep 2024)

3)      하지연, 채우리, 이진원, 황재진, 이경선, “도시철도를 활용한 지하물류 시나리오 상의 유해위험요인 분석”, 대한인간공학회지, 43(3), pp.217-229, (Jul 2024).

2)      전혜성, 이진원, 양정삼, “인체부위 인식을 통한 깊이 카메라 기반의 자전거 피팅 시스템 개발”, 한국CAD/CAM학회논문집, Vol. 20, No. 4, pp. 375-384, (Dec 2015).

1)      이진원, 한정호, 양정삼, “실시간 휴먼 시뮬레이션을 위한 깊이 카메라 기반의 자세 판별 및 모션 보간”, 한국CAD/CAM학회논문집, Vol. 19, No. 1, pp. 68-79, (Mar 2014).