(Manuscripts under review)
(Domestic)
51. 초경량 금속 메쉬형 SAR 안테나 반사판의 구조설계 및 동적 특성 분석
(Structural Design and Dynamic Characterization of Ultra-Lightweight Metallic Mesh SAR Antenna Reflector)
성아정, 박정훈, 오현웅, 임재혁
Journal of Aerospace System Engineering (항공우주시스템공학회), 1차 수정중
50. 초소형위성 신속개발을 위한 LLM 기반 부품 자동추천 시스템 개발
(Development of LLM-Based Automated Component Recommendation System for Rapid Development of Small Satellites)
김은현, 박정훈, 성아정, 조연, 오현웅, 강상훈, 임재혁
Journal of Aerospace System Engineering (항공우주시스템공학회), 심사중
(International)
(Physics-informed Neural Networks, Artificial Intelligence, Digital Twin, and Fluid Mechanics)
69. Hong-Kyun Noh, Seungchul Lee(KAIST)* and Jae Hyuk Lim*
Sensor-Guided Physics‑informed Machine Learning for Real-Time Full‑Field Prediction of Fluid Flows
(Physics-informed Neural Networks, Artificial Intelligence, Digital Twin, and Heat Transfer, Thruster)
68. Seong Ah Jeong, Hong-Kyun Noh, Jeong-Hoon Kim(KARI), and Jae Hyuk Lim*
Sensor-Driven Physics-Informed Real-Time Estimation of Full-Field Temperature and Thrust in a Bipropellant Thruster
(Multiscale modeling, Meta Structure)
67. Jeong-Hoon Park, Seong Ah Jeong, Il-Joon Hwang, Tae-Yong Park (STEPLab), Hyung-Woong Oh*(KAU), and Jae Hyuk Lim*
Multi-scale elasto-plastic modeling of fabric-like mesh structures under tensile loading
* Corresponding Authors
(FE model updating and Artificial Intelligence)
66. Seong Ah Jeong**, Hong-Kyun Noh**, Sung-Hoon Kim(i3시스템), Chang-Hyun Park(i3시스템), and Jae Hyuk Lim*
Machine Learning-Based Surrogate Modeling with Physics-Aware Sampling for Finite Element Model Updating of Structural Dynamics, under 1st revision.
(Physics-informed Neural Networks, Artificial Intelligence, Digital Twin, and Nonlinear PDE)
65. Hong-Kyun Noh, Jeong-Hoon Park, Min-Seok Choi (POSTECH)*, and Jae Hyuk Lim*
Real-time physics-informed reconstruction of transient fields using sensor guidance and higher-order time differentiation, under review.
https://arxiv.org/abs/2508.06070
(Manuscripts in Preparation)
(Domestic)
Not Applicable.
(International)
(Physics-informed Neural Networks, Artificial Intelligence, Foundation Model)
74. Hong-Kyun Noh, Jeong-Hoon Park, Seungchul Lee(KAIST)*, and Jae Hyuk Lim*
Generalized PINN-Based Foundation Model for Arbitrary-Shaped Beam and Plate Structures with Loading, Damping, and Variable Section Properties
74. Hong-Kyun Noh, Jeong-Hoon Park, Seungchul Lee(KAIST)*, and Jae Hyuk Lim*
Generalized PINN-Based Foundation Model for Arbitrary-Shaped Beam and Plate Structures with Loading, Damping, and Variable Section Properties
(Artificial Intelligence, Digital Twin, and Rotor Blade)
73. Hong-Kyun Noh, Jeong-Hoon Park, Taejoo Kim (KARI)*, and Jae Hyuk Lim*
Inverse Design of the Internal Structure of Composite Rotor Blades Using SHAP-Based Sensitivity Analysis with Explainable Artificial Intelligence
(Physics-informed Neural Networks, Artificial Intelligence, Digital Twin, and Fluid Mechanics)
72. Jeong-Hoon Park*, Seong Ah Jeong*, Su-Jang Jo(KARI), Yongkyu Park(KARI)* and Jae Hyuk Lim*
Development and Calibration of a Beam-Type Reduced-Order Model for Launch Vehicle Structural Dynamics
** Two authors equally contributed to this work.
( Artificial Intelligence)
71. Jeong-Hoon Park, Hong-Kyun Noh, and Jae Hyuk Lim*
Prediction and Validation of Strongly Nonlinear Time Series Data for Flexible Structures Using Fixed-Time Increment-Based Deep Neural Networks.
(Physics-informed Neural Networks, Artificial Intelligence, Digital Twin, and Mechanical Vibration)
70. Hong-Kyun Noh**, Jeong-Hoon Park**, Jung Woo Sohn(KMOU)*, and Jae Hyuk Lim*
"Experimental Demonstration and Validation of a PINN-Based Surrogate Model for Vibration Signal-Based Fault Diagnosis and Digital Twin"
** Two authors equally contributed to this work.