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Jin-Gyun Kim

Kyung Hee University

Department of Accounting and Taxation

School of Management

Seoul

Korea, Republic of (South Korea)

SCHOLARLY PAPERS

12

DOWNLOADS

743

TOTAL CITATIONS

1

Scholarly Papers (12)

1.

cNN-DP: Composite Neural Network with Differential Propagation for Impulsive Nonlinear Dynamics

Number of pages: 22 Posted: 16 Dec 2022
Kyung Hee University, Kyung Hee University, Korea Atomic Energy Research Institute and Kyung Hee University
Downloads 120 (596,393)

Abstract:

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Composite neural network, data-driven modeling, Surrogate modeling, Impulsive dynamics, Nonlinear dynamics

2.

Towards Data-Driven Dynamic Substructuring in Frequency Domain

Number of pages: 27 Posted: 25 Oct 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Lund University and Kyung Hee University
Downloads 108 (669,616)
Citation 1

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Dynamic Substructuring, Frequency domain, Dual assembly, Lagrange multiplier, Hybrid method, Data-driven method

3.

A Partitioned Flexibility (Partflex) Method for Structural Analysis

Number of pages: 27 Posted: 16 Mar 2024
University of Colorado at Boulder, Stanford University, University of Colorado at Boulder, Kyung Hee University, University of Colorado at Boulder, Korea Advanced Institute of Science and Technology (KAIST), Seoul National University and University of Seville
Downloads 105 (664,543)

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partitioned flexibility (PartFlex) method, flexibility-based equations of motion, partitioned displacement formulation, localized Lagrange multipliers

4.

Data-Driven Friction Force Prediction Model for Hydraulic Actuators Using Deep Neural Networks

Number of pages: 17 Posted: 28 Jun 2023
Kyung Hee University, LUT University, Kyung Hee University and LUT University
Downloads 99 (694,528)

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Hydraulic actuator, Friction force modeling, Data-driven surrogates, Deep neural networks

5.

Solving FEM Models without Assembly: Recent Progress

Number of pages: 42 Posted: 13 Sep 2025
University of Colorado at Boulder, University of Seville, Seoul National University, Seoul National University, Seoul National University, Kyung Hee University, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Korea Advanced Institute of Science and Technology (KAIST), Korea Advanced Institute of Science and Technology (KAIST), affiliation not provided to SSRN, University of Colorado at Boulder and University of Colorado at Boulder
Downloads 83 (783,685)

Abstract:

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partitioned stiffness (PartStiff) method, partitioned flexibility (PartFlex) method, partitioned displacement formulation, flexibility-based equations of motion

6.

Cnn-Dp: Composite Neural Network with Differential Propagation For Impulsive Nonlinear Dynamics

Number of pages: 22 Posted: 14 Feb 2023
Kyung Hee University, Kyung Hee University, Korea Atomic Energy Research Institute and Kyung Hee University
Downloads 62 (951,658)

Abstract:

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Composite neural network, data-driven modeling, surrogate modeling, Impulsive dynamics, nonlinear dynamics

7.

Optimal Sensor Placement for Heat Transfer Digital Twin with Denoising Autoencoder and Discrete Optimization

Number of pages: 44 Posted: 03 Jun 2025
Chaeyun Yeo, Ji-won Lee, Jin-Gyun Kim and Younghoon Kim
Kyung Hee University, Kyung Hee University, Kyung Hee University and Kyung Hee University
Downloads 44 (1,157,785)

Abstract:

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heat transfer, Digital twin, Optimal Sensor Placement, Denoising Autoencoder, Discrete Optimization, Noise Robustness

8.

Heat Source and Internal Temperature Estimation of an Integrated Modular Motor Drive in Robotic Application Using Inverse Heat Conduction Problem

Number of pages: 3 Posted: 11 Jun 2024
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, affiliation not provided to SSRN and Kyung Hee University
Downloads 43 (1,145,425)

Abstract:

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Integrated modular motor drive, Inverse heat conduction problem, Tikhonov regularization method, finite element method, Krylov subspace, Heat source estimation

9.

Data-driven subsystem synthesis method for multibody dynamics

Number of pages: 37 Posted: 01 Apr 2026
seongmin JO, Seongji Han, Jin-Gyun Kim and Sung-Soo Kim
Kyung Hee University, Kyung Hee University, Kyung Hee University and Chungnam National University
Downloads 35 (1,385,945)

Abstract:

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Multibody dynamics (MBD), Data-driven modeling, Subsystem Synthesis Method (SSM), Real-time simulations, Deep neural networks (DNN)

10.

A multi-parameter Tikhonov regularization of real-time implicit inverse force identification for structural vibration

Number of pages: 39 Posted: 26 Mar 2026
Hyunwoo Baek, Seungin Oh, Jihyeon Lee and Jin-Gyun Kim
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and Kyung Hee University
Downloads 17 (1,509,872)

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11.

Sensor Placement Optimization for Long-Horizon Spatio-Temporal Forecasting and Reconstruction

Number of pages: 42 Posted: 03 Apr 2026
Kyung Hee University, Kyung Hee University, Kyung Hee University, Kyung Hee University and Kyung Hee University
Downloads 16 (1,509,872)

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Sensor Placement Optimization, Spatio-temporal Forecasting, Spatial Field Reconstruction, Digital Twin, Deep Learning

12.

Mesh-Aware Low-Latency Thermal Anomaly Detection on Reconstructed Finite Element Method Fields under Sparse Sensing

Number of pages: 45 Posted: 19 May 2026
Kyung Hee University, Kyung Hee University, Kyung Hee University, Kyung Hee University and Kyung Hee University
Downloads 11 (1,555,090)

Abstract:

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Thermal anomaly detection, finite element method, Sparse sensing, Real-time monitoring, Graph-based filtering, autoencoder