Written by
Hansu Kim
Research
🌟 Research Interests
Data-driven Design
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Reliable Decision-making
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Global Predictive Model
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Physics-informed Machine Learning
Representative Papers
- Kim H, Lee TH* (2022) Design-target-based optimization using input variable selection and penalty-Lagrange multiplier for high-dimensional design problems. Structural and Multidisciplinary Optimization 65:258. [Link]
- Kim H, Lee TH* (2021) A robust elastic net via bootstrap method under sampling uncertainty for significance analysis of high-dimensional design problems. Knowledge-Based Systems 225:107117. [Link]
- Kim H, Lee TH,* Kwon T (2021) Normalized neighborhood component feature selection and feasible-improved weight allocation for input variable selection. Knowledge-Based Systems 218:106855. [Link]
Design for Additive Manufacturing
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Topology Optimization
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Decomposition Optimization
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Multi-material and Cost-effective Structures
Representative Papers
- Kim H, Kim IY* (2024) 3D decomposition optimization of topology-optimized structures considering a build volume constraint for additive manufacturing. Computer Methods in Applied Mechanics and Engineering 432:117357. [Link]
- Kim H, Crispo L, Patel A, Galley N, Yeon SM, Son Y, Kim IY* (2024) Design of a metal additive manufactured aircraft seat leg using topology optimization and part decomposition. Rapid Prototyping Journal 30(5):947–969. [Link]
Optimization Algorithms for ANNs
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Conjugate Gradient Methods
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Intelligent Robotic Grasping
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Digital Twin Systems
Representative Papers
- Kim H, Wang C, Byun H, Hu W,* Kim S, Jiao Q, Lee TH* (2023) Variable three-term conjugate gradient method for training artificial neural networks. Neural Networks 159:125–136. [Link]
Design for Mobility Components
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Lightweight Structures
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Crashworthiness Certification
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Accelerated Life Testing
Representative Papers
- Kim H, Crispo L, Patel A, Galley N, Yeon SM, Son Y, Kim IY* (2024) Design of a metal additive manufactured aircraft seat leg using topology optimization and part decomposition. Rapid Prototyping Journal 30(5):947–969. [Link]
- Ha DH, Kim H,* Lee TH* (2022) Scenario-based multidisciplinary optimization for a new accelerated life testing of electric traction motor and inverter system. Structural and Multidisciplinary Optimization 65:353. [Link]