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Soobin Kim

Korea Atomic Energy Research Institute

  • Korea Atomic Energy Research Institute

SCHOLARLY PAPERS

3

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113

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0

Scholarly Papers (3)

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1.

Unstructured Mesh-Based Graph Neural Networks for Estimating the Spatiotemporal Distribution of a Human-Induced Chemical in Freshwater

Number of pages: 45 Posted: 17 Jan 2025
Soobin Kim, Sang-Soo Baek, Hyoun-Tae Hwang, Jin Hwi Kim and Kyunghwa Cho
Korea Atomic Energy Research Institute, Yeungnam University, affiliation not provided to SSRN, Korea University and Korea University
Downloads 57 (989,921)

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MeshGraphNet, Unstructured triangular mesh, Artificial Sweetener, HydroGeoSphere

2.

Modeling the First Flush Effect of Urban Micropollutants with Sensitivity Analysis and Uncertainty Analysis

Number of pages: 40 Posted: 07 Mar 2025
Daeun Yun, Seok Min Hong, Soobin Kim, Daeho Kang, Junho Jeon, Hyein Kim, Sang-Soo Baek and Kyunghwa Cho
affiliation not provided to SSRN, Dongguk University, Korea Atomic Energy Research Institute, Changwon National University, Changwon National University - Department of Environmental Engineering, affiliation not provided to SSRN, Yeungnam University and Korea University
Downloads 35 (1,249,711)

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micropollutant, storm water management model, first flush effect, generalized likelihood uncertainty estimation

3.

Surrogate-based Digital Twin Framework for Chemical Accident Simulation Using Graph Neural Network and Augmented Reality

Number of pages: 46 Posted: 18 Apr 2026
Gihun Bang, Ji-Ye Park, JongCheol Pyo, Soobin Kim, Seok Min Hong, Minhyuk Jeung and Sang-Soo Baek
Yeungnam University, Yeungnam University, Pusan National University, Korea Atomic Energy Research Institute, Dongguk University, Yeungnam University and Yeungnam University
Downloads 21 (1,436,435)

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Augmented reality, Digital Twin, GCN-LSTM, Surrogate modeling, Water quality accident