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Hyo-Kyu Kim

affiliation not provided to SSRN

SCHOLARLY PAPERS

6

DOWNLOADS

113

TOTAL CITATIONS

1

Scholarly Papers (6)

1.

Variables Affecting the Evolution of the {100}<0vw> Texture Induced by Surface Nucleation During Γ → Α Phase Transformation in Fe-Si Electrical Steel

Number of pages: 15 Posted: 06 Jun 2022
Seoul National University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Seoul National University and Seoul National University - Department of Materials Science and Engineering
Downloads 51
Citation 1

Abstract:

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Phase Transformation, Cube-on-face, Texture, {100}, Electrical steel, electron backscattering diffraction (EBSD)

2.

A dual-layered robust design optimization framework for nonlinear assembly processes using uncertainty-aware deep ensemble and metaheuristic algorithms

Number of pages: 39 Posted: 17 Feb 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 17

Abstract:

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Robust Design Optimization, Deep Ensemble, Metaheuristic Algorithms, Uncertainty quantification, Inner Tie Rod

3.

An automated inverse design optimization framework for mechanical assemblies: Part I – Automated simulation pipeline and uncertainty-quantified surrogate modeling

Number of pages: 32 Posted: 29 May 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 15

Abstract:

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Inverse design optimization, Uncertainty-aware surrogate modeling, Automated simulation, Particle swarm optimization, Finite Element Analysis

4.

Data-driven robust design optimization for automotive nonlinear assemblies using uncertainty-aware deep ensembles

Number of pages: 42 Posted: 06 Jun 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 12

Abstract:

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Robust Design Optimization, Deep Ensemble, Metaheuristic Algorithms, Uncertainty Quantification, Inner Tie Rod

5.

An automated inverse design optimization framework for mechanical assemblies: Part II – Goal-conditioned deep reinforcement learning with two-stage guardrails

Number of pages: 47 Posted: 29 May 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 12

Abstract:

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Inverse design, Goal-conditioned reinforcement learning, Out-of-distribution detection, Kernel density estimation, Surrogate-assisted optimization, Automotive components

6.

Robust multi-objective optimization of large-scale photovoltaic module frames using an uncertainty-aware deep ensemble surrogate

Number of pages: 30 Posted: 21 Jul 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 6

Abstract:

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Robust design optimization, Photovoltaic module frame, Uncertainty quantification, Surrogate Modeling, Multi-objective optimization