| 2024 | Advancing programmable metamaterials through machine learning-driven buckling strength optimization | 이상륜 | Review |
| 2026 | AI-guided design optimization of core–shell BCC lattices to achieve ultrahigh stiffness via multi-material 3D printing | 이상륜 | Article |
| 2026 | Asymmetric microdome structured flexible and skin-mountable pressure sensors monitored with computational analysis | 이상륜 | Article |
| 2023 | Deep Learning Accelerated Design of Mechanically Efficient Architected Materials | 이상륜 | Article |
| 2026 | Designing lightweight nanolattices: multiscale optimization of geometry and size effects | 이상륜 | Article |
| 2025 | DNN-based shape optimization of gradient-index phononic crystals with sensitivity analysis for tunable focal position and robust energy harvesting | 이상륜 | Article |
| 2026 | Enhancing elastic energy focusing in multimode strain regions via Bayesian optimization of gradient-index phononic crystals for energy harvesting | 이상륜 | Article |
| 2023 | From Brittle to Ductile: Symmetry Breaking in Strut-Based Architected Materials | 이상륜 | Article |
| 2026 | Layered hybrid lattice architectures for broadband electromagnetic absorption and improved structural stiffness | 이상륜 | Article |
| 2022 | Machine learning-enabled development of high performance gradient-index phononic crystals for energy focusing and harvesting | 이상륜 | Article |
| 2024 | Mechanical metamaterials as broadband electromagnetic wave absorbers: investigating relationships between geometrical parameters and electromagnetic response | 이상륜 | Article |
| 2026 | Optimization of acoustic lens design for transcranial holographic ultrasound using an active learning-based genetic algorithm | 이상륜 | Article |
| 2025 | Sea sponge-inspired designs enhance mechanical properties of tubular lattices | 이상륜 | Article |
| 2025 | Stretchable Dry Adhesives for Robust Epidermal Biosignal Sensing | 이향운; 이병훈; 이정록; 이상륜 | Article |
| 2025 | Super-fast and accurate nonlinear foot deformation Prediction using graph neural networks | 이태용; 이상륜 | Article |
| 2022 | The origin of high-velocity impact response and damage mechanisms for bioinspired composites | 이상륜 | Article |
| 2025 | Tunable Anisotropy in Lattice Structures via Deep Learning-based Optimization | 박채원 | Master's Thesis |
| 2025 | Tunable anisotropy in lattice structures via deep learning-based optimization | 이상륜 | Article |
| 2025 | 그래프 신경망을 활용한 초고속·고정밀 비선형 발 변형 예측 | 강태현 | Master's Thesis |
