10 citations · 11 across the 5 of their papers we have counts for
5 papers
Spatio-Temporal Forecasting of Retaining Wall Deformation: Mitigating Error Accumulation via Multi-Resolution ConvLSTM Stacking Ensemble
Jihoon Kim, Heejung Youn
This study proposes a multi-resolution Convolutional Long Short-Term Memory (ConvLSTM) ensemble framework that leverages diverse temporal input resolutions to mitigate error accumu…
PyTopo3D: A Python Framework for 3D SIMP-based Topology Optimization
Jihoon Kim, Namwoo Kang
Three-dimensional topology optimization (TO) is a powerful technique in engineering design, but readily usable, open-source implementations remain limited within the popular Python…
Deep Generative Design for Mass Production
Jihoon Kim, Yongmin Kwon, Namwoo Kang
Generative Design (GD) has evolved as a transformative design approach, employing advanced algorithms and AI to create diverse and innovative solutions beyond traditional constrain…
Deep Generative Model-based Synthesis of Four-bar Linkage Mechanisms with Target Conditions
Sumin Lee, Jihoon Kim, Namwoo Kang
Mechanisms are essential components designed to perform specific tasks in various mechanical systems. However, designing a mechanism that satisfies certain kinematic or quasi-stati…
Performance Comparison of Design Optimization and Deep Learning-based Inverse Design
Minyoung Jwa, Jihoon Kim, Seungyeon Shin +3
Surrogate model-based optimization has been increasingly used in the field of engineering design. It involves creating a surrogate model with objective functions or constraints bas…