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Namwoo Kang

DeepWheel: Generating a 3D Synthetic Wheel Dataset for Design and Performance Evaluation

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Apr 16, 2025
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PyTopo3D: A Python Framework for 3D SIMP-based Topology Optimization

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Apr 08, 2025
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Decoupled Dynamics Framework with Neural Fields for 3D Spatio-temporal Prediction of Vehicle Collisions

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Mar 25, 2025
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Point-DeepONet: A Deep Operator Network Integrating PointNet for Nonlinear Analysis of Non-Parametric 3D Geometries and Load Conditions

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Dec 24, 2024
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AI-powered Digital Twin of the Ocean: Reliable Uncertainty Quantification for Real-time Wave Height Prediction with Deep Ensemble

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Dec 07, 2024
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Towards Robust Spatio-Temporal Auto-Regressive Prediction: Adams-Bashforth Time Integration with Adaptive Multi-Step Rollout

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Dec 07, 2024
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Vehicle Suspension Recommendation System: Multi-Fidelity Neural Network-based Mechanism Design Optimization

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Oct 03, 2024
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Enhancing Graph U-Nets for Mesh-Agnostic Spatio-Temporal Flow Prediction

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Jun 06, 2024
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Bayesian Mesh Optimization for Graph Neural Networks to Enhance Engineering Performance Prediction

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Jun 04, 2024
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Deep Generative Design for Mass Production

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Mar 16, 2024
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