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이경훈 교수

Kyung Hoon Lee

성균관대학교 글로벌융합학부 · 컴퓨터과학

연구실 소개

이경훈 교수의 연구실은 약물 설계의 효율성을 높이기 위한 약물성질 예측 기술과 신경망 기반의 비지도 학습 모델링을 핵심으로 삼고 있습니다. 특히 환자 치료에 영향을 미치는 간 이소계상 손상 메커니즘과 HIV 조기 진단 기술의 정밀도 향상에도 응용 연구를 수행하고 있습니다. 또한 원자력 반응로의 연료 피로 분석을 위한 고도화된 수치 해석 기법 개발을 통해 원자력 공학 분야의 정밀성과 안정성 향상에도 기여하고 있습니다.

약물성질 예측비지도 학습간 이소계상 손상HIV 진단원자력 반응로 해석

연구 현황

논문 수
86
총 인용 수
639
최근 5년 논문
19
주요 분야
컴퓨터과학

연구 성과 추이

표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.

5개년 연도별 논문 게재 수
19총합
2021
2022
2023
2024
2025
5개년 연도별 피인용 수
111총합
20212022202320242025

주요 논문

15
1
논문|인용수 54·2021
Drug-likeness scoring based on unsupervised learning
Kyung-Hoon Lee, Jinho Jang, Seonghwan Seo, Jaechang Lim, Woo Youn Kim
SJR Q1Chemical ScienceOA

Drug-likeness prediction is important for the virtual screening of drug candidates. It is challenging because the drug-likeness is presumably associated with the whole set of necessary properties to pass through clinical trials, and thus no definite data for regression is available. Recently, binary classification models based on graph neural networks have been proposed but with strong dependency of their performances on the choice of the negative set for training. Here we propose a novel unsupe

Computational Theory and MathematicsComputer Science
2
논문|인용수 22·2006
SP600125, a selective JNK inhibitor, aggravates hepatic ischemia-reperfusion injury
이경훈, 김상은, 이윤송
http://kmbase.medric.or.kr/Main.aspx?d=KMBASE&m=VIEW&i=0620920060380040408

c-Jun N-terminal kinase (JNK) is activated during hepatic reperfusion, and JNK inhibitors are known to protect other major organs from ischemia-reper-fusion (I/R) injury. We attempted to determine the effect of SP600125, a JNK inhibitor, on hepatic I/R injury using a partial ischemia model in mice. Compared to a vehicle-treated group, the SP600125- treated group showed a greater increase in serum ALT levels 24 h after reperfusion with more severe parenchymal destruction and leukocyte infiltratio

3
논문|인용수 16·2013
Reduction of the HIV Seroconversion Window Period and False Positive Rate by Using ADVIA Centaur HIV Antigen/Antibody Combo Assay
이경훈, 박형두, 강은숙

Background: Early diagnosis of HIV infection reduces morbidity and mortality. Fourth-generation HIV detection assays are more sensitive because they can detect p24 antigen as well as anti-HIV antibodies. In this study, we evaluated the performance of a new fourth-generation ADVIA Centaur HIV antigen/antibody combo (CHIV) assay (Siemens Healthcare Diagnostics Inc., USA) for early detection of HIV infection and reduction of false positive rate. Methods: Four seroconversion panels were included. Th

4
논문|인용수 10·1997
Adaptive basis matrix for the morphological function processing opening and closing
Kyung-Hoon Lee, Aldo Morales, Sung‐Jea Ko
SJR Q1IEEE Transactions on Image Processing

A method for adaptation of the basis matrix of the gray-scale function processing (FP) opening and closing under the least mean square (LMS) error criterion is presented. We previously proposed the basis matrix for efficient representation of opening and closing (see IEEE Trans. Signal Processing, vol.43, p.3058-61, Dec. 1995 and IEEE Signal Processing Lett., vol.2, p.7-9, Jan. 1995). With this representation, the opening and closing operations are accomplished by a local matrix operation rather

Computer Vision and Pattern RecognitionComputer Science
5
논문|인용수 9·2020
Efficient Construction of a Chemical Reaction Network Guided By a Monte Carlo Tree Search
Kyung-Hoon Lee, Jin Woo Kim, Woo Youn Kim
SJR Q1ChemSystemsChem

Abstract Chemical reaction networks are essential for the complete elucidation of chemical reaction mechanisms. Graph‐theoretic methods combined with quantum calculations are known to be an efficient approach with broad applicability for constructing reaction networks. However, this method entails high computational cost due to quantum calculations on chemically irrelevant intermediates coming from the exploration of a large scale chemical space. To remedy this problem, we propose to apply the M

Computational Theory and MathematicsComputer Science
6
논문|인용수 8·2023
pyMCD: Python package for searching transition states via the multicoordinate driven method
Kyung-Hoon Lee, Jun Hyeong Kim, Woo Youn Kim
SJR Q1Computer Physics Communications
Materials ChemistryMaterials Science
7
논문|인용수 5·2008
Aerodynamic Model Reconstruction via Probabilistic Principal Component Analysis
Kyung-Hoon Lee, Sriram K. Rallabhandi, Dimitri N. Mavris
46th AIAA Aerospace Sciences Meeting and Exhibit

Principal Component Analysis (PCA), also known as Proper Orthogonal Decomposition (POD), is one of the prevailing Reduced Order Modeling (ROM) techniques for aerodynamic data analysis. Along with the PCA, its variant for missing data, gappy POD, has recently found its application by transforming problems into missing data problems. In this paper, an alternative based on probability theory, i.e., Probabilistic Principal Component Analysis (PPCA), is employed for aerodynamic data reconstruction pr

Statistical and Nonlinear PhysicsPhysics and Astronomy
8
논문|인용수 5·2019
Improved nodal equivalence with leakage-corrected cross sections and discontinuity factors for PWR depletion analysis
Kyung-Hoon Lee, Woosong Kim, Yonghee Kim
SJR Q2Nuclear Engineering and TechnologyOA

This paper introduces a new two-step procedure for PWR depletion analyses. This procedure adopts the albedo-corrected parameterized equivalence constants (APEC) method to correct the lattice-based raw cross sections (XSs) and discontinuity factors (DFs) by accounting for neutron leakage. The intrinsic limitations of the conventional two-step methods are discussed by analyzing a 2-dimensional SMR with the commercial DeCART2D/MASTER code system. For a full-scope development of the APEC correction,

Aerospace EngineeringEngineering
9
논문|인용수 4·2012
Implementation of Active RFID System Using Prediction Packet Algorithm for Ultra Low Power Wireless Communication
Kyung-Hoon Lee, Bae-Ho Lee, Youngmin Kim
SJR Q4The Journal of Korean Institute of Communications and Information SciencesOA

본 논문에서는 무선 통신에 사용되는 저 전력 통신 기법들에 대해 살펴보고 초 저 전력 무선통신이 가능한 능동형 RFID(Radio Frequency Identification) 시스템에 적용할 수 있는 새로운 프로토콜과 알고리즘을 제안한다. 제안된 기술을 바탕으로 MCU와 RF Transceiver, 칩 안테나 등을 이용하여 송수신 모듈을 구성하였고 내부 전원을 위해 리튬 코인 배터리를 사용하였다. 구현된 리더와 태그의 실험을 통해 송신 시 초당 약 <TEX>$10{\mu}A$</TEX> 이하, 수신 시 초당 약 <TEX>$30{\mu}A$</TEX> 이하의 소비 전류를 측정하였고 이를 바탕으로 초 저 전력 무선통신이 가능함을 확인하였다. 이러한 결과는 수신되는 패킷의 도착 시간을 동적으로 예측하는 알고리즘으로 가능하며 장시간 통신할 때에도 방전되지 않는 조건 하에 링크가 끊어지지 않은 장점을 가지고 있어 오작동을 막고 응답성을 향상시킬 수 있음을 나타낸다. In this paper

Computer Networks and CommunicationsComputer Science
10
dissertation|인용수 3·2010
Investigation of probabilistic principal component analysis compared to proper orthogonal decomposition methods for basis extraction and missing data estimation
Kyung-Hoon Lee
SMARTech Repository (Georgia Institute of Technology)

The identification of flow characteristics and the reduction of high-dimensional simulation data have capitalized on an orthogonal basis achieved by proper orthogonal decomposition (POD), also known as principal component analysis (PCA) or the Karhunen-Loeve transform (KLT). In the realm of aerospace engineering, an orthogonal basis is versatile for diverse applications, especially associated with reduced-order modeling (ROM) as follows: a low-dimensional turbulence model, an unsteady aerodynami

Signal ProcessingComputer Science
11
논문|인용수 3·2004
A Robust Pattern Digital Watermarking Method using Wavelet Transform
Kyung-Hoon Lee, 김용훈, Tai-Hong Yi
Journal of Korea Multimedia Society
Computer Vision and Pattern RecognitionComputer Science
12
논문|인용수 2·2015
Design and Implementation of a Systolic Architecture for Low Power Wireless Sensor Network
Kyung-Hoon Lee, Hak-Jai Lee, Youngmin Kim
The Journal of the Korea institute of electronic communication sciences

본 논문에서는 동기식 디지털 통신 프로토콜을 사용하여 노드 간 견고한 링크를 유지하고 초 저 전력 통신을 수행할 수 있는 고유의 시스톨릭(systolic) 구조 및 통신 알고리즘을 제안한다. 이 시스템은 CC2500 RF 트랜시버, CC2590 RF 프론트 엔드 및 C8051F330 저 전력 마이크로컨트롤러를 사용하여 설계 및 평가 되었고 구현된 링크 노드의 전력소모는 320bps의 데이터 전송 속도에서 <TEX>$400{\mu}W$</TEX> 이하로 측정되었다. 구현된 시스템은 각각 센서 노드 8개를 연결할 수 있는 링크 노드 7개로 구성된 저 전력 무선 센서 네트워크를 구성하는 기본 장치의 기능을 가지고 있다. 실험을 통해 링크 노드는 4Ah의 배터리를 사용하는 경우 4초의 주기로 3년 이상의 배터리 무교체 동작을 구현할 수 있다. In this paper, we propose a unique systolic structure and communication algorithm t

Computer Networks and CommunicationsComputer Science
13
논문|인용수 2·2021
Real-time, high-fidelity linear elastostatic beam models for engineering education
Shinseong Kang, Kyung-Hoon Lee
SJR Q2Journal of Mechanical Science and Technology
Statistical and Nonlinear PhysicsPhysics and Astronomy
14
논문|인용수 2·2025
Facilitating Transition State Search with Minimal Conformational Sampling Using Reaction Graph
Kyung-Hoon Lee, J.S. Lee, S.B. Park, Woo Youn Kim
SJR Q1Journal of Chemical Theory and Computation

Elucidating transition states (TSs) is crucial for understanding chemical reactions. The reliability of traditional TS search approaches depends on input conformations that require significant effort to prepare. Previous automated methods for generating input reaction conformations typically involve extensive exploration of a large conformational space. Such exhaustive search can be complicated by the rapid growth of the conformational space, especially for reactions involving many rotatable bon

Materials ChemistryMaterials Science
15
논문|인용수 2·2025
MetalloGen: Automated 3D Conformer Generation for Diverse Coordination Complexes
Kyung-Hoon Lee, S. C. Park, Mi Jeong Park, Woo Youn Kim
SJR Q1Journal of Chemical Information and Modeling

Conformer generation is crucial for computational chemistry tasks such as structure-based modeling and property prediction. Although reliable methods exist for organic molecules, coordination complexes remain challenging due to their diverse coordination geometries, ligand types, and stereochemistry. Current tools often lack the flexibility and reliability required for these systems. Here, we introduce MetalloGen, a novel algorithm designed for the automated generation of 3D conformers of mononu

Inorganic ChemistryChemistry

대표 연구 분야

Computer Vision and Pattern RecognitionMaterials ChemistryComputer Networks and CommunicationsArtificial IntelligenceComputational Theory and MathematicsInformation Systems

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