3 papers
cs.LG2026
Physics-Informed Discovery of Yield Functions in Plasticity via Convex Neural Representations
Hyeonbin Moon, Donghyuk Cho, Jecheon Yu +2
Identifying anisotropic yield functions remains challenging since yielding is not directly observed in full-field mechanical measurements, directional calibration can require many…
cs.LG2025
Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks
Hanbin Cho, Jecheon Yu, Hyeonbin Moon +5
Reliable real-time analysis of sensor data is essential for structural health monitoring (SHM) of high-value assets, yet a major challenge is to obtain spatially resolved full-fiel…
cs.AI2025
DRL-Based Injection Molding Process Parameter Optimization for Adaptive and Profitable Production
Joon-Young Kim, Jecheon Yu, Heekyu Kim +1
Plastic injection molding remains essential to modern manufacturing. However, optimizing process parameters to balance product quality and profitability under dynamic environmental…