Seunghwa Ryu

发表论文 14 篇 · 总被引 8 次 · h-index 2

代表论文

• IM-Chat: A multi-agent LLM framework integrating tool-calling and diffusion modeling for knowledge transfer in injection molding industry (2025 · Journal of manufacturing systems · 被引 13)
• Deep Reinforcement Learning-Based Optimization for the Shape of an Adhesive Pillar With Enhanced Adhesion Strength (2025 · Journal of Mechanical Design · 被引 5)
• Enhanced Conditional Generation of Double Perovskite by Knowledge-Guided Language Model Feedback (2025 · arXiv.org · 被引 2)
• Physics-informed machine learning for material characterization: A perspective on data-efficient discovery through physics-informed neural networks (2025 · International Journal of AI for Materials and Design · 被引 2)
• A Multi-Agent Framework for Automated Coarse-Grained Molecular Dynamics of Polymers (2026 · 被引 1)
• Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks (2025 · International Journal of Precision Engineering and Manufacturing - Green Technology · 被引 1)