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박현우 교수

Hyunwoo Park

서울대학교 데이터사이언스대학원 · 공학

연구실 소개

박현우 교수의 연구실은 선형 탄성체의 시스템 식별을 위한 정규화 기법과 물리 기반 신경망을 활용한 구조물의 시간에 따른 거동 예측을 핵심으로 합니다. 특히 Tikhonov 정규화 기법의 최적화 요인 결정, 1-norm 정규화를 통한 비연속적 구조물 매개변수 식별, 그리고 프리스트레스트 콘크리트 빔의 초기 거동 예측에 응용된 물리 기반 신경망(PINN) 기술을 개발하고 있습니다. 또한, 5G 통신용 저손실 재료로 활용 가능한 YSZ 나노입자 합성 및 유기-무기 프레임워크를 활용한 고성능 촉매 개발 등 재료 및 공정 기반 연구도 병행하고 있습니다.

정규화 기법물리 기반 신경망구조물 시스템 식별나노소재 합성시간에 따른 거동 예측

연구 현황

논문 수
111
총 인용 수
1,852
최근 5년 논문
20
주요 분야
공학

연구 성과 추이

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

5개년 연도별 논문 게재 수
20총합
2022
2023
2024
2025
2026
5개년 연도별 피인용 수
63총합
20222023202420252026

주요 논문

15
1
논문|인용수 315·2007
Time reversal active sensing for health monitoring of a composite plate
Hyun Woo Park, Hoon Sohn, Kincho H. Law, Charles R. Farrar
SJR Q1Journal of Sound and Vibration
Mechanics of MaterialsEngineering
2
논문|인용수 188·2009
Understanding a time reversal process in Lamb wave propagation
Hyun Woo Park, Seung Bum Kim, Hoon Sohn
SJR Q2Wave Motion
Mechanics of MaterialsEngineering
3
논문|인용수 67·2006
Parameter estimation of the generalized extreme value distribution for structural health monitoring
Hyun Woo Park, Hoon Sohn
SJR Q1Probabilistic Engineering Mechanics
Civil and Structural EngineeringEngineering
4
논문|인용수 38·2001
Determination of an optimal regularization factor in system identification with Tikhonov regularization for linear elastic continua
Hyun Woo Park, Soobong Shin, Hae Sung Lee
SJR Q1International Journal for Numerical Methods in Engineering

Abstract This paper presents a geometric mean scheme (GMS) to determine an optimal regularization factor for Tikhonov regularization technique in the system identification problems of linear elastic continua. The characteristics of non‐linear inverse problems and the role of the regularization are investigated by the singular value decomposition of a sensitivity matrix of responses. It is shown that the regularization results in a solution of a generalized average between the a priori estimates

Mathematical PhysicsMathematics
5
논문|인용수 33·2010
Spectral element formulation for dynamic analysis of a coupled piezoelectric wafer and beam system
Hyun Woo Park, Eun Jin Kim, Ki Lyong Lim, Hoon Sohn
SJR Q1Computers & Structures
Mechanics of MaterialsEngineering
6
논문|인용수 25·2006
1‐Norm‐based regularization scheme for system identification of structures with discontinuous system parameters
Hyun Woo Park, Man-Woo Park, Byeong Kyu Ahn, Hae Sung Lee
SJR Q1International Journal for Numerical Methods in Engineering

Abstract This paper presents a new class of regularization functions and the associated regularization scheme for structural system identification. In particular, 1‐norm regularization functions are investigated to overcome the smearing effect of 2‐norm regularization functions for the identification of discontinuous system parameters of structures. The truncated singular value decomposition is employed to filter out noise‐polluted solution components and to impose the 1‐norm regularization func

Civil and Structural EngineeringEngineering
8
논문|인용수 21·2017
Economically Efficient Synthesis of Lactide Using a Solid Catalyst
Hyun Woo Park, Yong Keun Chang
SJR Q1Organic Process Research & Development

An economically efficient one-step lactide synthesis process has been developed by using a low-price commercialized catalyst of SiO 2 /Al 2 O 3 in a packed-bed reactor. Under the optimized conditions of preheater temperature 160 °C, reactor temperature 240 °C, and WHSV 3 h –1, 90% lactic acid conversion and 99% lactide selectivity were obtained. Filling of glass beads underneath the catalyst bed proved to be quite effective in improving reaction performance. The catalyst stably maintained its ac

BiomaterialsMaterials Science
9
논문|인용수 16·2022
Investigating the modal behaviors of a beam with a transverse crack on a high-frequency bending node
Taejeong Lim, Hyun Woo Park
SJR Q1International Journal of Mechanical Sciences
Civil and Structural EngineeringEngineering
10
논문|인용수 15·2018
Investigating a common premise in structural health monitoring: Are higher modal frequencies more sensitive to an incipient crack on a beam than lower ones?
Hyun Woo Park, Taejeong Lim
SJR Q1Engineering Structures
Civil and Structural EngineeringEngineering
11
논문|인용수 14·2023
Predicting the Early-Age Time-Dependent Behaviors of a Prestressed Concrete Beam by Using Physics-Informed Neural Network
Hyun Woo Park, Jinho Hwang
SJR Q1SensorsOA

This paper proposes a physics-informed neural network (PINN) for predicting the early-age time-dependent behaviors of prestressed concrete beams. The PINN utilizes deep neural networks to learn the time-dependent coupling among the effective prestress force and the several factors that affect the time-dependent behavior of the beam, such as concrete creep and shrinkage, tendon relaxation, and changes in concrete elastic modulus. Unlike traditional numerical algorithms such as the finite differen

Statistical and Nonlinear PhysicsPhysics and Astronomy
12
논문|인용수 14·2020
A closed-form frequency equation of an arbitrarily supported beam with a transverse open crack considering axial–bending modal coupling
Hyun Woo Park, Taejeong Lim
SJR Q1Journal of Sound and Vibration
Civil and Structural EngineeringEngineering
13
논문|인용수 10·2019
Transition metal ion co-doped MgO–MgF2-GeO2:Mn4+ red phosphors for white LEDs with wider color reproduction gamut
Hyun Woo Park, Hongil Jo, Gopinathan Anoop, Jae Soo Yoo
SJR Q1Journal of Alloys and Compounds
Materials ChemistryMaterials Science
14
논문|인용수 10·2022
Synthesis of Yttria-Stabilized Zirconia Nanospheres from Zirconium-Based Metal–Organic Frameworks and the Dielectric Properties
Hyun Woo Park, Eunyeong Cho, Yun Zou, Sea‐Hoon Lee, Jae Ryung Choi, Sang‐Bok Lee, Kyeongwoon Chung, Se‐Hun Kwon, Jeonghun Kim, Hee Jung Lee
SJR Q1NanomaterialsOA

Yttria-stabilized zirconia (YSZ) nanospheres were synthesized by calcination at 900 °C after the adsorption of Y3+ ions into the pores of a zirconium-based metal–organic framework (MOF). The synthesized 3YSZ (zirconia doped with 3 mol% Y2O3), 8YSZ (8 mol% Y2O3), and 30YSZ (30 mol% Y2O3) nanospheres were found to exhibit uniform sizes and shapes. Complex permittivity and complex permeability were carried out in K-band (i.e., 18–26.5 GHz) to determine their suitability for use as low-k materials i

Inorganic ChemistryChemistry
15
논문|인용수 7·2014
Understanding the electromechanical admittance of piezoelectric transducers collocated on a finite beam from the perspective of wave propagation
Hyun Woo Park
SJR Q2Journal of Intelligent Material Systems and Structures

This article analytically investigates the electromechanical admittance of piezoelectric transducers collocated on a finite beam from the perspective of wave propagation. First, the analytic solutions are derived for flexural waves induced by piezoelectric transducers collocated on an infinite beam. Then, the concept of a flexural wave group is used to express the analytic solutions for flexural waves reverberating on a finite beam. Detailed formulation is presented to describe the evolution of

Mechanics of MaterialsEngineering

대표 연구 분야

Mechanics of MaterialsCivil and Structural EngineeringMaterials ChemistryMathematical PhysicsSafety, Risk, Reliability and QualityElectrical and Electronic Engineering

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