• 한국전산유체공학회:학술대회논문집
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• 한국전산유체공학회 2008년도 학술대회
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• pp.378-385
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• 2008

The present paper deals with the accurate and robust limiting procedure for the multi-dimensional flow analysis on unstructured meshes. The multi-dimensional limiting process (MLP) which was successfully proposed on structured grid system is extended to unstructured meshes. Based on MUSCL-type framework on unstructured meshes, the new slope limiter is devised to satisfy the MLP condition, which is quite effective to regulate the unwanted oscillations, especially on multiple dimensions. Considering the neighborhood based on the vertex of the cell, as well as the edge, this limiting strategy captures the multi-dimensional flow features very accurately with the proper stencils. From the various numerical results, these desirable characteristics of the proposed limiting strategy are clearly shown.

• 한국전산유체공학회:학술대회논문집
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• 한국전산유체공학회 2008년 추계학술대회논문집
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• pp.378-385
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• 2008

The present paper deals with the accurate and robust limiting procedure for the multi-dimensional flow analysis on unstructured meshes. The multi-dimensional limiting process (MLP) which was successfully proposed on structured grid system is extended to unstructured meshes. Based on MUSCL-type framework on unstructured meshes, the new slope limiter is devised to satisfy the MLP condition, which is quite effective to regulate the unwanted oscillations, especially on multiple dimensions. Considering the neighborhood based on the vertex of the cell, as well as the edge, this limiting strategy captures the multi-dimensional flow features very accurately with the proper stencils. From the various numerical results, these desirable characteristics of the proposed limiting strategy are clearly shown.

• 국제초고층학회논문집
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• 제8권4호
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• pp.255-264
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• 2019

This paper describes large eddy simulation of wind pressures on a square cylinder in a uniform flow and a high-rise building immersed in an atmospheric turbulent boundary layer. For the atmospheric boundary layer case, the inflow turbulence is generated by a numerical wind tunnel. In the numerical simulation, particular attention is devoted to the performance of an auto hexahedral non-structural mesh. Both simulations are performed for three grid systems: an auto hexahedral non-structured grid, a structured Cartesian grid and a non-structured triangular prism grid, and for three grid numbers. The present study shows that the auto hexahedral unstructured mesh achieves the best simulation results for wind pressures on the square cylinder and the high-rise building. When the grid number is sufficiently large, the differences among the results obtained from the three investigated grid systems are not significant. However, the advantage of the auto hexahedral unstructured mesh becomes clear when the grid number decreases, because it enables a balanced distribution of orthogonal grids. The results described in this paper demonstrate that the auto hexahedral non-structured mesh has good potential applicability to simulation of urban flows.

• 융합보안논문지
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• 제22권4호
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• pp.85-97
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• 2022

빅데이터 기술이 발전하면서 데이터가 전 산업의 혁신 성장을 가속하는 초연결 지능화 사회로 빠르게 진입하고 있다. 고품질의 다양한 데이터를 보유하고 활용하는 융복합 산업이 새로운 성장 동력으로 자리매김하고 있으며, 다양한 전통 산업군에 빅데이터가 융합되어 데이터 기반의 혁신을 통해 디지털 전환이 이루어지고 있다. 특히 의료 분야에서는 전자의무기록 데이터와 같은 정형 데이터와 CT, MRI 등의 비정형 의료 데이터를 함께 활용함으로써, 질병 예측 및 진단의 정확도를 높이고 있다. 현재 의료 산업에서 비정형 데이터의 중요성과 규모는 나날이 증가하고 있지만, 종래의 데이터 보안 기술과 정책은 정형 데이터 중심이며, 비정형 데이터의 보안성과 활용성에 대한 고려는 미비하다. 향후 빅데이터를 활용한 진료가 활성화되려면 데이터의 다양성과 보안성이 데이터 구축, 유통, 활용 단계에서 내재화되고 유기적으로 연계되어야 한다. 본 논문에서는 국내외 데이터 보안 제도와 기술 현황을 분석한다. 이후 의료 분야에서 비정형 데이터가 활발히 사용될 수 있도록 비식별조치 가이드라인에 비정형 데이터 중심의 비식별 기술과 산업에서의 기술 적용 사례를 추가하고, 비정형 데이터에 대한 개인정보 판단 기준을 수립할 것을 제안한다. 더 나아가 개인정보를 침해하지 않고, 비정형 데이터에 활용할 수 있는 객체 특징 기반의 식별 ID를 제안한다.

• 대한토목학회논문집
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• 제42권1호
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• pp.127-134
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• 2022

현재 국내 건설업에서는 꾸준히 증가하는 건설재해를 예방하기 위해 다양한 정책적 노력과 연구가 활발하게 진행되고 있다. 기존 연구에서 건설재해 예방을 위해 개발한 예측 모델의 경우, 주로 정형데이터만을 활용하였기에 건설현장의 다양한 특성을 충분히 고려하지 못한 예측 결과가 도출되었다. 따라서, 본 연구에서는 정형데이터와 텍스트 형식의 비정형데이터를 동시에 활용하여 건설현장의 특성을 충분히 고려할 수 있는 기계학습 기반 건설재해 사전 예측 모델을 개발하였다. 본 연구는 기계학습을 위해 건설공사 안전관리 종합정보망(CSI)의 최근 3년간 건설재해 데이터 6,826건을 수집하였다. 수집된 데이터 중 정형데이터의 학습은 5가지 알고리즘의 성능 분석을 통해 Decision forest 알고리즘을 사용하였고 비정형데이터의 학습은 BERT 언어모델을 사용하였다. 정형 및 비정형데이터를 동시에 활용한 건설재해 예측 모델의 성능 비교 결과, 정형데이터만을 활용한 경우보다 약 20 % 향상된 95.41 %의 예측정확도가 도출되었다. 본 연구 결과, 비정형데이터를 동시에 활용함으로써 예측 모델의 효과적인 성능 향상을 확인하였으며, 보다 정확한 예측을 통한 건설재해 저감을 기대할 수 있다.

• 대한조선학회논문집
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• 제49권2호
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• pp.196-202
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• 2012

In this study, numerical analysis of viscous flows is carried out based on the unstructured grid. There exist some difficulties in expressing and computing numerical derivatives on the unstructured grid due to lack of the structured characteristics. The general computer algorithms are developed to perform numerical derivatives easily and extended to be applicable to various geometries composed of hybrid meshes. And the optimal method of strongly implicit procedure is newly contrived to accelerate the rate of convergence in solving the pressure Poisson equation. To verify numerical schemes, the driven cavity problems of 2 and 3 dimension are simulated. The numerical results are compared with others and our numerical schemes are shown to be valid.

• 대한기계학회논문집B
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• 제29권9호
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• pp.1057-1064
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• 2005

A conservative finite-volume numerical method using unstructured meshes, which is developed by the authors, is evaluated for its application to several 2-D benchmark problems using a variety of quadrilateral, triangular and hybrid meshes. The present pressure-based numerical method for unstructured mesh clearly demonstrates the same accuracy and robustness as that fur typical structured mesh.

• 대한기계학회논문집B
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• 제26권11호
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• pp.1521-1530
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• 2002

This article proposes a pressure based method for predicting flows at all speeds. The compressible SIMPLE algorithm is extended to unstructured grid framework. Convection terms are discretized using second-order scheme with deferred correction approach. Diffusion term discretization is based on structured grid analogy that can be easily adopted to hybrid unstructured grid solver. This method also uses node centered scheme with edge based data structure for memory and computing time efficiency of arbitrary grid types. Both incompressible and compressible benchmark problems are solved using the above methodology. The demonstration of this method is extended to slip flow problem that has low Reynolds number but compressibility effect. It is shown that the proposed method can improve efficiency in memory usage and computing time without losing any accuracy.

• Journal of Ship and Ocean Technology
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• 제10권3호
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• pp.1-16
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• 2006

Despite the high cost of memory and CPU time required to resolve the boundary layer, a viscous unstructured grid solver has many advantages over a structured grid solver such as the convenience in automated grid generation and vortex capturing by solution adaption. In present study, an unstructured Cartesian grid solver is developed on the basis of the existing Euler solver, NASCART-GT. Instead of cut-cell approach, immersed boundary approach is applied with ghost cell boundary condition, which can be easily applied to a moving grid solver. The standard $k-{\varepsilon}$ model by Launder and Spalding is employed for the turbulence modeling, and a new wall function approach is devised for the unstructured Cartesian grid solver. Developed approach is validated and the efficiency of the developed boundary condition is tested in 2-D flow field around a flat plate, NACA0012 airfoil, and axisymmetric hemispheroid.

• 한국전산유체공학회:학술대회논문집
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• 한국전산유체공학회 2005년도 춘계 학술대회논문집
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• pp.153-158
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• 2005

Numerical simulations of two-dimensional steady incompressible lid-driven flow in a square cavity are presented to verify the validity of a new solution code(PowerCFD) with unstructured grids. The code uses the non-staggered(collocated) grid approach which is very popular for incompressible flow analysis because of its numerical efficiency on the curvilinear or unstructured grids. Solutions are obtained for configurations with a Reynolds number as high as 10,000 with both rectangular and hybrid types of unstructured grid mesh. Interesting features of the flow are presented in detail and comparisons are made with benchmark solutions found in the literature. It is found that the code is capable of producing accurately the nature of the lid-driven cavity flow at high Reynolds numbers.