• 소성∙가공
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• 제26권1호
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• pp.18-27
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• 2017

A comparative study was performed on strain-compensated Arrhenius-type constitutive models established with two regression methods: polynomial regression and regression Kriging. For measurements at high temperatures, experimental data of 70Cr3Mo steel were adopted from previous research. An Arrhenius-type constitutive model necessitates strain compensation for material constants to account for strain effect. To associate the material constants with strain, we first evaluated them at a set of discrete strains, then capitalized on surrogate modeling to represent the material constants as a function of strain. As a result, disparate flow stress models were formed via the two different regression methods. The constructed constitutive models were examined systematically against measured flow stresses by validation methods. The predicted material constants were found to be quite accurate compared to the actual material constants. However, notable mismatches between measured and predicted flow stresses were revealed by the proposed validation techniques, which carry out validation with not the entire, but a single tensile test case.

• 대한기계학회논문집A
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• 제29권9호
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• pp.1243-1252
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• 2005

A current trend of design methodologies is to make engineers objectify or automate the decision-making process. Numerical optimization is an example of such technologies. However, in numerical optimization, the uncertainties are uncontrollable to efficiently objectify or automate the process. To better manage these uncertainties, the Taguchi method, reliability-based optimization and robust optimization are being used. To obtain the target performance with the maximum robustness is the main functional requirement of a mechanical system. In this research, a design procedure for global robust optimization is developed based on the kriging and global optimization approaches. The DACE modeling, known as the one of Kriging interpolation, is introduced to obtain the surrogate approximation model of the function. Robustness is determined by the DACE model to reduce real function calculations. The simulated annealing algorithm of global optimization methods is adopted to determine the global robust design of a surrogated model. As the postprocess, the first order second-moment approximation method is applied to refine the robust optimum. The mathematical problems and the MEMS design problem are investigated to show the validity of the proposed method.

• Bulletin of the Korean Chemical Society
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• 제34권4호
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• pp.1051-1054
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• 2013

Closo-carborane has been considered as an efficient boron-carrier for boron neutron capture therapy (BNCT) and an attractive surrogate of lipophilic phenyl or cyclohexyl ring in drug design. Despite a great number of carborane-containing ligands have been synthesized and evaluated, molecular modeling studies of carborane ligands with macromolecules have been rarely reported. We herein describe a facile docking and scoring-function strategy of 16 carborane ligands with an estrogen receptor by using the commercial Gaussian, Chem3D Pro and Discovery Studio (DS) computational programs. Docked poses of the carborane ligands in silico exhibited similar binding modes to that of the crystal ligand in the active site of estrogen receptor. Score analysis of the best docked pose for each ligand indicated that the Ligscore1 and the Dockscore have a moderate correlation with in vitro biological activity. This is the first report on the scoring-correlation studies of carborane ligands with macromolecules. The integrated Gaussian-DS approach has a potential application for virtual screening, De novo design, and optimization of carborane ligands in medicinal chemistry.

• 신재생에너지
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• 제20권1호
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• pp.79-87
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• 2024

This study introduces a method for estimating Aerosol Optical Depth (AOD) using Broadband Aerosol Optical Depth (BAOD) derived from direct normal irradiance and meteorological factors observed between 2016 and 2017. Through correlation analyses between BAOD and atmospheric components such as Rayleigh scattering, water vapor, and tropospheric nitrogen dioxide, significant relationships were identified, enabling accurate AOD estimation. The methodology demonstrated high correlation coefficients and low Root Mean Square Errors (RMSE) compared to actual AOD₅₀₀ measurements, indicating that the attenuation effects of water vapor and the direct impact of tropospheric nitrogen dioxide concentration are crucial for precise aerosol optical depth estimation. The application of BAOD for estimating AOD₅₀₀ across various time scales-hourly, daily, and monthly-showed the approach's robustness in understanding aerosol distributions and their optical properties, with a high coefficient of determination (0.96) for monthly average AOD₅₀₀ estimates. This study simplifies the aerosol monitoring process and enhances the accuracy and reliability of AOD estimations, offering valuable insights into aerosol research and its implications for climate modeling and air quality assessment. The findings underscore the viability of using BAOD as a surrogate for direct AOD₅₀₀ measurements, presenting a promising avenue for more accessible and accurate aerosol monitoring practices, crucial for improving our understanding of aerosol dynamics and their environmental impacts.

• 한국정보시스템학회지:정보시스템연구
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• 제12권2호
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• pp.129-149
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• 2003

One of the important applications in Enterprise Resource Planning(ERP) systems is the Manufacturing Resource Planning(MRPII) system using Bill of Material(BOM). The manufacturing resource planning determines the quantity and timing of the production or purchase of subassemblies and raw materials needed to support the Master Production Scheduling(MPS). The bill of material is the recipe, a list of the materials needed to make a product. This paper intends to suggest a component-based materials management system using Unified Modeling Language(UML), as an application system for automobile part industry. Applying component based materials management systems designed with UML methodology, we analyzed the workflow and the document on materials management process from production planning to inventory management, and implemented a prototype of efficient materials management system, as a surrogate of existing material requirement planning(MRPI) system. To produce many other assemblies for a automobile part firm, component parts are assembled into subassemblies that are joined to assemble the finished product. Through the system suggested in this study, the level of inventory has cut down and the cost of inventory management has decreased. Also, the development method using UML makes the analysis and design phase to shorten in implementation period of MRPII system. The implementation of materials management system using CBD shows the ease of use in software reuse and the interoperability with corporate Internal information system. The result of applying object-oriented CBD technique is to minimize the risk of life cycle and facilitate the reuse of software as mentioned to limitation of information engineering methodology.

• Asian Journal of Atmospheric Environment
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• 제2권1호
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• pp.34-46
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• 2008

Emissions inputs for use in air quality modeling of Korea were generated with the emissions inventory data from the National Institute of Environmental Research (NIER), maintained under the Clean Air Policy Support System (CAPSS) database. Source Classification Codes (SCC) in the Korea emissions inventory were adapted to use with the U.S. EPA's Sparse Matrix Operator Kernel Emissions (SMOKE) by finding the best-matching SMOKE default SCCs for the chemical speciation and temporal allocation. A set of 19 surrogate spatial allocation factors for South Korea were developed utilizing the Multi-scale Integrated Modeling System (MIMS) Spatial Allocator and Korean GIS databases. The mobile and area source emissions data, after temporal allocation, show typical sinusoidal diurnal variations with high peaks during daytime, while point source emissions show weak diurnal variations. The model-ready emissions are speciated for the carbon bond version 4 (CB-4) chemical mechanism. Volatile organic carbon (VOC) emissions from painting related industries in area source category significantly contribute to TOL (Toluene) and XYL (Xylene) emissions. ETH (Ethylene) emissions are largely contributed from point industrial incineration facilities and various mobile sources. On the other hand, a large portion of OLE (Olefin) emissions are speciated from mobile sources in addition to those contributed by the polypropylene industry in point source. It was found that FORM (Formaldehyde) is mostly emitted from petroleum industry and heavy duty diesel vehicles. Chemical speciation of PM2.5 emissions shows that PEC (primary fine elemental carbon) and POA (primary fine organic aerosol) are the most abundant species from diesel and gasoline vehicles. To reduce uncertainties in processing the Korea emission inventory due to the mapping of Korean SCCs to those of U.S., it would be practical to develop and use domestic source profiles for the top 10 SCCs for area and point sources and top 5 SCCs for on-road mobile sources when VOC emissions from the sources are more than 90% of the total.

• 한국항공우주학회지
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• 제49권9호
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• pp.709-719
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• 2021

최근 들어 비행 시뮬레이션 기술의 정확도 향상과 기술의 발전으로 실제 비행시험 횟수를 줄이고 시뮬레이션으로 비행 안전과 인증을 확인하는 가상 인증이 확대되는 추세에 있다. 고신뢰도의 비행 시뮬레이션을 위해서는 고정밀도의 공력 데이터를 다양한 받음각과 마하수, 옆 미끄럼각 범위에서 구성해야 한다. 본 연구에서는 정밀한 공력 데이터베이스의 구축을 위해 최적 설계에 주로 사용되는 다양한 데이터 융합 기법의 하나인 Gaussian Process(GP) 기반의 변형 정밀도 모델링(VFM, Variable Fidelity Modeling) 기법과 Adaptive Sampling 기법을 결합하여 개선 변형 정밀도(Improved VFM) 기법을 제안하였다. Case study로 F-16 전투기를 선정하고 고정밀도 데이터의 종류에 따라 4개의 Case를 분류하여 각각의 오차와 정확도를 확인하였다. 여기에 본 연구에서 제안하는 개선 VFM 데이터 융합 기법을 적용하여 고정밀 공력 데이터 사용 횟수를 최소화함으로써 그 유용함을 확인할 수 있었다. 또한, Gliding, Short Term Pitch Response, Roll Mode 기동에 대한 실제 실험 데이터 대비 항공안전 인증 요구 만족 여부를 확인하였다. 이를 통해 개선 변형 정밀도 모델링을 사용한 고정밀도 시뮬레이션의 가상 인증 적용 가능성을 확인하였다.

• 한국수자원학회논문집
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• 제56권5호
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• pp.337-345
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• 2023

미세플라스틱 분석에는 많은 비용과 인력, 그리고 긴 분석시간이 필요하기 때문에 하천에서의 연속적 미세플라스틱 관측에는 한계가 있다. 이와 같은 한계는 일반적으로 모형의 활용을 통해 보완될 수 있으나, 미세플라스틱의 거동 모의를 위한 모형 연구는 상당히 제한적으로 수행되었다. 따라서, 본 연구에서는 하천 수질 오염원의 거동을 이해하고 예측하는 데 많이 활용되는 물리식 기반 동적 수치모형인 Water Quality Analysis Simulation Program (WASP)의 미세플라스틱 오염예측에의 적용성을 검토하였다. 이를 위해, 안양천 대상 미세플라스틱 실측자료와 WASP8의 생화학적 산소요구량(BOD)과 부유물질(SS) 상태변수를 미세플라스틱 대리인자로 이용하여 안양천의 미세플라스틱 농도를 모의하였다. 모의결과, SS를 이용한 미세플라스틱 모의가 BOD를 이용한 모의보다 미세플라스틱 농도 모의에 더 좋은 성능을 나타냈다. 이는 상태변수로 이용한 각 수질인자의 특성에 기인한 것으로 생물화학적 지표인 BOD는 생물화학적으로 매우 안정된 미세플라스틱 모의에 대리인자로 사용하기에 적합하지 않은 것으로 판단된다. 반면, 미세플라스틱과 물리적 거동이 유사한 SS의 경우 미세플라스틱의 농도변화 추세를 잘 반영하였다. 향후, 보다 엄밀한 모형을 통한 미세플라스틱 오염 예측을 위해서는 미세플라스틱 재현성 평가를 위한 다양한 환경조건에서의 기초적인 미세플라스틱 조사 연구가 요구되며, 미세플라스틱 입력자료의 단위문제가 해결되어야 한다.

• 한국항해항만학회:학술대회논문집
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• 한국항해항만학회 2005년도 춘계학술대회 논문집
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• pp.385-390
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• 2005

LMTT(Linear Motor-based Transfer Technology)는 항만 자동화를 위한 수평 이송 시스템이며, 셔틀카(shuttle car)와 격자구조의 레일에 부착된 스테이터 모듈(stator module)로 구성된 PLMSL(Permanent Magnetic Linear Synchronous Motor)에 의해 구동된다. 본 논문에서는 LMTT시스템 부품인 이동체(mover)의 경량화를 위하여 직교배열표 및 크리깅 방법을 이용하여 최적설계를 수행한다. 설계변수로는 가로빔, 세로빔, 휠빔의 두께와 높이 방향의 치수를 결정하는 형상변수를 포함시켰다. 목적함수로는 중량, 제한조건 함수로는 안전율이 고려된 응력으로 설정하였다. 본 연구에서 제시된 방법으로 구한 최적해를 민감도기반 최적설계로 구해진 최적해와 비교, 검토하였다.

• 한국자기학회지
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• 제23권3호
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• pp.110-116
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• 2013

본 논문에서는 전자기 결합 문제에 대한 효율적인 최적 설계를 위하여 샘플링 기반 민감도법을 제시하였다. 전자기 해석과 열/구조 해석 사이의 결합 특성에 무관하게 최적해를 도출하기 위하여 블랙박스 개념에 기초한 설계기법이 적용되었다. 현 설계점을 중심으로 초입방체 국부 영역에서 크리깅 근사모델을 생성하고 근사모델의 기저함수의 미분을 통하여 설계민감도 값을 도출하였다. 제안된 설계기법은 샘플링 기반 설계기법과 민감도 기반 설계기법의 장점만을 취한 혼합형 설계기법으로 열/구조 특성과 강성 결합된 전자기 문제의 최적 설계에도 적용이 가능하다. 제안된 방법은 비선형성이 강한 수학 예제 및 과도상태 해석이 요구되는 국부 유도가열용 코일 설계에 적용하여 그 정확성과 타당성을 검증하였다.