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Jeongho Kim

Kyung Hee University · Computer Science

About the Lab

Professor Jeongho Kim's research lab specializes in mathematical modeling and analysis of complex dynamical systems, with a focus on thermomechanical particle-fluid interactions, optimal control in continuous time, and stochastic optimization on manifolds. The lab develops advanced analytical and computational methods for problems in kinetic theory, fluid-particle coupling, and reinforcement learning, particularly emphasizing stability, convergence, and real-time applicability. Recent work spans from theoretical PDEs and Hamilton-Jacobi-Bellman equations to practical algorithms in energy-efficient solar cells and AI-driven control systems.

optimal controlkinetic equationsreinforcement learningstochastic optimizationfluid-particle interaction

Research Overview

Papers
192
Total Citations
2,009
Papers (5y)
62
Primary Field
Computer Science

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
62total
2022
2023
2024
2025
2026
Citations per year (5y)
252total
20222023202420252026

Selected Papers

15
1
Article|51 citations·2014
Alpha-lipoic acid protects against cisplatin-induced ototoxicity via the regulation of MAPKs and proinflammatory cytokines
Jeongho Kim, Hyun-Ju Cho, Borum Sagong, Se-Jin Kim, Jaetae Lee, Hong‐Seob So, In‐Kyu Lee, Un‐Kyung Kim, Kyu-Yup Lee, Yon-Sik Choo
SJR Q2Biochemical and Biophysical Research Communications
BiochemistryBiochemistry, Genetics and Molecular Biology
2
Article|30 citations·2015
Computational study of blood flow in microchannels
Jeongho Kim, James F. Antaki, Mehrdad Massoudi
SJR Q2Journal of Computational and Applied Mathematics
Fluid Flow and Transfer ProcessesChemical Engineering
3
Article|26 citations·2019
Global dynamics of the thermomechanical Cucker–Smale ensemble immersed in incompressible viscous fluids
Young-Pil Choi, Seung-Yeal Ha, Jinwook Jung, Jeongho Kim
SJR Q1Nonlinearity

Abstract We study a global dynamics of the thermomechanical Cucker–Smale (TCS) particles immersed in incompressible viscous fluid. For this, we use a coupled system consisting of kinetic TCS equation for particles and incompressible Navier–Stokes for fluid via a drag force in three dimensions. We first show the global existence of weak solutions for large data, and then establish the global existence and uniqueness of strong solutions under a smallness assumption on the initial data. We also pro

Modeling and SimulationMathematics
4
Article|25 citations·2012
Optical Modeling for Polarization-dependent Optical Power Dissipation of Thin-film Organic Solar Cells at Oblique Incidence
김정호, 정성엽, 정인경

We present the optical models and calculation results of thin-film organic solar cells (OSCs) at oblique incidence of light, using the transfer matrix method. The simple expression for the optical power dissipation is derived at oblique incidence for s- and p-polarized light. The spatial distribution of the electric field intensity, the optical power density, and the optical power dissipation are calculated in both s- and p-polarized light with respect to the incidence angle. We identify how the

5
Preprint|15 citations·2020
Hamilton-Jacobi Deep Q-Learning for Deterministic Continuous-Time Systems with Lipschitz Continuous Controls
Jeongho Kim, Jae-Uk Shin, Insoon Yang
arXiv (Cornell University)OA

In this paper, we propose Q-learning algorithms for continuous-time deterministic optimal control problems with Lipschitz continuous controls. Our method is based on a new class of Hamilton-Jacobi-Bellman (HJB) equations derived from applying the dynamic programming principle to continuous-time Q-functions. A novel semi-discrete version of the HJB equation is proposed to design a Q-learning algorithm that uses data collected in discrete time without discretizing or approximating the system dynam

Computational Theory and MathematicsComputer Science
6
Article|15 citations·2022
Maximum Entropy Optimal Control of Continuous-Time Dynamical Systems
Jeongho Kim, Insoon Yang
SJR Q1IEEE Transactions on Automatic Control

Maximum entropy reinforcement learning methods have been successfully applied to a range of challenging sequential decision-making and control tasks. However, most of the existing techniques are designed for discrete-time systems although there has been a growing interest to handle physical processes evolving in continuous time. As a first step toward their extension to continuous-time systems, this article aims to study the theory of maximum entropy optimal control in continuous time. Applying

Statistical and Nonlinear PhysicsPhysics and Astronomy
7
Article|13 citations·2019
한국판 청소년용 음식중독도구의 타당도와 신뢰도
김정호, 송지현, 김란, 장미영, 홍현주, 김현지, 신성희

Purpose: This study evaluated the psychometric properties of the Korean version of Yale Food Addiction Scale for Children (YFAS-C). Methods: Participants were 419 young adolescent students (11~15 years old). The content validity of the expert group was calculated as the content validity index (CVI) after the translation and reverse translation process of the 25 items of the YFAS-C. The multitrait-multimethod matrix (MTMM) method was used to verify the construct validity; the generalized linear m

8
Article|13 citations·2020
A Stochastic Consensus Method for Nonconvex Optimization on the Stiefel Manifold
Jeongho Kim, Myeongju Kang, Dohyun Kim, Seung‐Yeal Ha, Insoon Yang

In this paper, we propose a consensus-based algorithm for nonconvex optimization on the Stiefel manifold. For a given objective function on the Stiefel manifold, we construct a stochastic interacting particle system for sample points so that all the sample points are expected to asymptotically converge to a single point, which is close enough to a global minimizer. We show the global existence and uniqueness of solutions to our stochastic differential equation (SDE) model for consensus. A predic

Computer Networks and CommunicationsComputer Science
9
Article|13 citations·2008
한국영화 스타파워 분석 -2003-2007 배우와 감독-
김정호

This Study investigates the Star power of Korean Movies. The sample consists of 421 films released during 2003-2007. During the period, 204 directors made only one film each. 63 directors made 147 movies. 43 actors and actress played main roles for 263 movies. Median numbers of audience are 424,514, average numbers of audience are 986,757.44, and the mode is 424,514. The regression results indicate the Power of Stars in the Korean film Industry between 2003 and 2007. Seventeen individual actors,

10
Article|11 citations·2015
영화 흥행 집중도와 상영 스크린 집중도로 살펴본 한국 영화산업 10년
김정호

한국 영화의 시장 점유율은 최저 2008년 42.1%에서 최고 2013년 59.7%로 높은 점유율을 유지하고 있다. 그러나 멀티플렉스와 와이드 릴리스 전략, 4대 메이저 배급 회사와 3대 멀티플렉스 체인의 독과점의 영향으로 한국 영화 흥행의 양극화 현상은 심화되고 있다. 한국 영화 흥행 집중도는 2004년 0.53에서 2014년 0.85로 심화되었다. 흥행 순위 상위 10%의 한국 영화가 차지하는 관객 수 비중은 2004년 30.28%에서 2014년 71.2%로 급격히 높아진 반면에, 흥행 순위 하위 50%는 2004년 11.03%에서 2014년 0.08%로 아주 낮아졌다. 상영 스크린 집중도도 2004년 0.36에서 2014년 0.67로 심화되었고, 상영 횟수 집중도도 2004년 0.46에서 2014년 0.78로 높아졌다. 좌석 수의 집중도도 2004년 0.50에서 2014년 0.79이다. 많은 관객이 선택하는 영화라서 상영 스크린 수를 늘리고, 상영 횟수를 늘리고, 많은 좌석 수

11
Article|10 citations·2010
Organic light emitting diodes using NaCl:N,N′-bis(naphthalene-1-yl)-N,N′-bis(phenyl)benzidine composite as a hole injection buffer layer
Jeongho Kim, Myungseop Kim, Jeong Won Kim, Yeonjin Yi, Heon Kang
SJR Q2Journal of Applied Physics

Composite buffer layers of N,N′-bis(naphthalene-1-yl)-N,N′-bis(phenyl)benzidine (NPB) and NaCl at the anode/organic interface were found to be very effective on the hole injection enhancement from an indium tin oxide anode to the hole-transport layer (HTL) of NPB. Two maxima of significant current injection with respect to compositional variation were observed, implying multiple injection mechanisms of the tunneling effect and other interfacial effects. From a longer operation lifetime, the enha

Electrical and Electronic EngineeringEngineering
12
Article|10 citations·2009
네티즌 온라인 영화평점과 국가 간 영화흥행 요인 -2007~008년 한국에서 개봉한 미국영화를 중심으로-
김정호, 이효인

This Study is on the determinants of financial performances of Hollywood movies in the U.S. domestic market and foreign market such as Korea. For study, we collect the variables for 179 Hollywood films that were released in Korea during 2007~2008. The two markets are highly related with each other. However, Variables that are related with the box office performance in the two markets are significantly different. Opening weekend revenue, IMDB User rating, Oscar, numbers of Opening weekend screens

13
Preprint|9 citations·2019
Hamilton-Jacobi-Bellman Equations for Q-Learning in Continuous Time
Jeongho Kim, Insoon Yang
arXiv (Cornell University)OA

In this paper, we introduce Hamilton-Jacobi-Bellman (HJB) equations for Q-functions in continuous time optimal control problems with Lipschitz continuous controls. The standard Q-function used in reinforcement learning is shown to be the unique viscosity solution of the HJB equation. A necessary and sufficient condition for optimality is provided using the viscosity solution framework. By using the HJB equation, we develop a Q-learning method for continuous-time dynamical systems. A DQN-like alg

Computational Theory and MathematicsComputer Science
14
Article|9 citations·2016
한국 영화 4대 배급사의 흥행 10분위 기반 배급 행태 분석
김정호, 김재성

한국 영화의 배급은 CJ E & M, 롯데, 쇼박스, NEW의 4대 메이저 배급사를 통해서 이뤄지고, CJ CGV, 롯데 시네마, 메가 박스의 3대 멀티플렉스를 통해서 관객에게 선보인다. 2009년부터 2014년까지 배급된 한국영화 538편수 중에서, 이들 4대 배급사는 290편을 배급하여 배급점유율은 53.9% 이나 관객점유율은 85.74%를 차지한다. 나머지 248편을 배급하여 배급편수의 46.09%를 차지하는 4대 배급사 이외의 기타배급의 형태는 14.26%의 관객점유율을 가지고 있는 현실이다. 4대 배급사 중에 CJ와 롯데는 배급과 극장 사업을 함께 가지고 있다. 멀티플렉스와 와이드 릴리스 전략, 4대 메이저 배급 회사와 3대 멀티플렉스 체인의 독과점의 영향으로 한국 영화 흥행의 양극화 현상은 심화되고 있다. 작품수, 동원 관객 수, 상영 스크린 수, 상영 횟수, 좌석 확보수 등의 척도에서 기타 배급사의 영화들은 각 흥행순위 구간에서, 모든 척도의 평균값보다 낮은 수치를 보였

15
Article|8 citations·2024
Hydrodynamic limit of the Maxwell-Schrödinger equations to the compressible Euler-Maxwell equations
Jeongho Kim, Bora Moon
SJR Q1Journal of Differential Equations
Mathematical PhysicsMathematics

Research Areas

Computer Networks and CommunicationsApplied MathematicsStatistical and Nonlinear PhysicsElectrical and Electronic EngineeringComputational Theory and MathematicsMathematical Physics

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