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physics.comp-ph2025
Point-wise Diffusion Models for Physical Systems with Shape Variations: Application to Spatio-temporal and Large-scale system
Jiyong Kim, Sunwoong Yang, Namwoo Kang
This study introduces a novel point-wise diffusion model that processes spatio-temporal points independently to efficiently predict complex physical systems with shape variations.…
physics.comp-ph2024
Vehicle Suspension Recommendation System: Multi-Fidelity Neural Network-based Mechanism Design Optimization
Sumin Lee, Namwoo Kang
Mechanisms are designed to perform functions in various fields. Often, there is no unique mechanism that performs a well-defined function. For example, vehicle suspensions are desi…