• Journal of Digital Convergence
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• v.20 no.4
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• pp.389-396
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• 2022

Deep Learning is based on a perceptron, and is currently being used in various fields such as image recognition, voice recognition, object detection, and drug development. Accordingly, a variety of learning algorithms have been proposed, and the number of neurons constituting a neural network varies greatly among researchers. This study analyzed the learning characteristics according to the number of neurons of the currently used SGD, momentum methods, AdaGrad, RMSProp, and Adam methods. To this end, a neural network was constructed with one input layer, three hidden layers, and one output layer. ReLU was applied to the activation function, cross entropy error (CEE) was applied to the loss function, and MNIST was used for the experimental dataset. As a result, it was concluded that the number of neurons 100-300, the algorithm Adam, and the number of learning (iteraction) 200 would be the most efficient in deep learning learning. This study will provide implications for the algorithm to be developed and the reference value of the number of neurons given new learning data in the future.

• Journal of Environmental Impact Assessment
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• v.31 no.4
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• pp.265-270
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• 2022

With the implementation of the fox restoration project, the number of foxes released into nature are increasing; therefore, in the future, foxes will be dispersed to other areas and will appear in human habitats. In this study, the habitat suitability index (HSI) of foxes was developed to predict and prepare for the effects. After extracting major environmental variables through literature research and GIS analysis, 5 suitability indices (SIs) were constructed. The forest physiognomy, slope, aspect, distance from water source, and distance from road are the main variables, and the arithmetic average value by giving twice the weight to the forest physiognomy is the HSI result. As a result of comparing with the data from the Natural Environment Survey, it is found that the fox coordinates have an average HSI value of 0.64, and the probability of appearance is high when it is 0.53 or higher. Using the results of this study, it is expected to be able to predict the distribution of foxes in advance, to use them as basic data for future restoration plans, or to identify the distribution of the species and the reduction plan in future environmental impact assessments.

• Journal of Korean Society of Coastal and Ocean Engineers
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• v.35 no.4
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• pp.84-94
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• 2023

The wave height and period regression curve is widely used to estimate the design wave period. In this study, the parameters of the curves are estimated, compared, and evaluated using the linear, robust linear, and nonlinear regression methods, respectively. The data used in the design wave height estimation are the annual maxima (AM) wave height and period data sets divided by typhoon and non-typhoon conditions, provided by the Ministry of Oceans and Fisheries (2019). The estimation parameters show significant differences in the local coastal waters and the estimation methods. The estimation parameters based on the Suh et al. (2008, 2010) method show the apparent bias, under-estimation in the intercept (scale) parameter, and over-estimation in the slope (exponent) parameter, respectively.

• The Journal of Engineering Geology
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• v.32 no.1
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• pp.73-83
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• 2022

The factors influencing landslide occurrence were analyzed for six points on the upper slope and the 24 points on the lower slope along a forest road around Sangsan village in Chungju, Korea, where landslides have occurred due to heavy rainfall. In terms of physico-mechanical properties of the soil layer, the lower slope seemed to loosen owing to the higher porosity, lower unit weight, and lower friction angle compared with the upper slope. With respect to topographic characteristics, the lower slope had thicker regolith, more concave profile and plan curvatures, lower slope angles, and higher topographic wetness index values than the upper slope. Therefore, all the properties (except for the slope angle) appear to make the lower slope of the forest road more vulnerable to landslides than the upper slope. Apart from the physico-mechanical and topographic characteristics, inadequate maintenance and management of drainage facilities are also considered as further major factors influencing landslide occurrence.

• The Journal of the Petrological Society of Korea
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• v.13 no.4
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• pp.179-190
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• 2004

Precambrian metamorphic rocks of Yeongyang-Uljin area, which is located in the eastern part of Sobaegsan Massif, Korea, are composed of Pyeonghae, Giseong, Wonnam Formations and Hada leuco granite gneisses. These show a zonal distribution of WNW-ESE trend, and are intruded by Mesozoic igneous rocks and are unconformably overlain by Mesozoic sedimentary rocks. This study clarifies the deformation history of Precambrian metamorphic rocks after the formation of gneissosity or schistosity on the basis of the geometric and kinematic features and the forming sequence of multi-deformed rock structures, and suggests that the geological structures of this area experienced at least four phases of deformation i.e. ductile shear deformation, one deformation before that, at least two deformations after that. (1) The first phase of deformation formed regional foliations and WNW-trending isoclinal folds with subhorizontal axes and steep axial planes dipping to the north. (2) The second phase of deformation occurred by dextral ductile shear deformation of top-to-the east movement, forming stretching lineations of E-W trend, S-C mylonitic structure foliations, and Z-shaped asymmetric folds. (3) The third phase deformation formed I-W trending open- or kink-type recumbent folds with subhorizontal axes and gently dipping axial planes. (4) The fourth phase deformation took place under compression of NNW-SSE direction, forming ENE-WSW trending symmetric open upright folds and asymmetric conjugate kink folds with subhorizontal axes, and conjugate faults thrusting to the both NNW and SSE with drag folds related to it. These four phases of deformation are closely connected with the orientation of regional foliation in the Yeongyang-Uljin area. 1st deformation produced regional foliation striking WNW and steeply dipping to the north, 2nd deformation locally change the strike of regional foliation into N-S direction, and 3rd and 4th deformations locally change dip-angle and dip-direction of regional foliation.

• Proceedings of the Korea Water Resources Association Conference
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• 2011.05a
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• pp.164-164
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• 2011

우리나라는 하상의 평균경사가 급하고 하상계수가 크게 나타나며, 소하천에서의 돌발홍수가 빈발하게 일어나 국내 실정에 적합한 하천 해석 기술을 이용한 바람직한 하천 거동해석이 매우 중요하다고 할 수 있다. 홍수 시 하천의 만곡부나 협착부에서의 흐름은 기본적으로 2차원 흐름으로 서 이 경우 하천 흐름의 수위와 유속 분포는 1차원 하천 모형으로 모의할 수 없다. 특히 우리나라와 같이 하천에 하구둑, 보, 기타 하천 구조물이 많은 경우에는 2차원적인 흐름 해석은 경우에 따라 필수적이다. 본 연구에서는 개발모형인 RAM2 모형을 4대강 살리기 사업이 진행되고 있는 실제유역인 낙동강유역에 적용하여 모형의 적용성을 검증을 위해 그 결과를 실측치와 기존의 법용 프로그램인 RMA-2 모형과 비교하여 모형의 적용성을 입증하였다. 또한 보와 교각과 같은 수공구조물의 설치에 따른 하천흐름의 양상을 파악하기 위하여 RAM2 모형을 달성보 구간에 적용하여 보의 설치 전 후에 대하여 모의를 실시함으로써 모형의 적용성을 입증하였다. 본 연구에 적용된 달성보 구간은 낙동강 살리기 22공구 사업구간으로 중심부에 다기능보가 위치하고 있다. 하천 준설 후, 대상구간 내 보를 설치함으로 인하여 보설치 전 후의 대상구간의 상 하류 하도의 홍수위와 유속분포 등 하천흐름의 양상을 검토하였다. 4대강 살리기 사업에 따라 실제하천의 준설 후 구간내의 전체하도 및 주요 시설물 주위의 하천 흐름을 정확하게 재현하기 위하여 요소망을 조밀하게 구성하고, 안정적인 해를 구하기 위하여 사각형과 삼각형의 복합망으로 낙동강하천정비계획의 측량자료와 GIS프로그램과 SMS를 이용하여 수치모형을 위한 2차원 유한요소망을 구성하였다. 본 연구에서는 보설치 전 후의 대상구간의 상 하류의 홍수위 영향과 유속분포 등 하천흐름의 양상을 연구하기 위하여 대상구간에 대하여 100년 빈도, 500년 빈도의 홍수사상에 대하여 모의를 실시하고 결과를 분석하였다. 하천에서의 흐름, 유사, 오염물 해석을 위한 2차원 유한요소모형은 수자원의 지속적 확보기술의 초석이 될 뿐만 아니라, 필요에 따라서는 하천생태계 보존 및 관리를 위해서도 적용될 수 있어, 수생태계 개선과 친수환경 조성에 크게 기여할 수 있겠다. 또한 하천에서의 흐름, 유사, 오염물 해석을 위한 2차원 유한요소모형을 활용하여 적절한 하천개발 및 관리가 이루어질 경우, 하천의 홍수, 갈수, 환경오염에 따른 사회적인 손실을 방지할 수 있을 것이다.

• Proceedings of the Korea Water Resources Association Conference
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• 2021.06a
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• pp.301-301
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• 2021

영산강 유역은 상류 급경사 지역에 있는 유역 내 댐들의 홍수조절용량과 평야지역에 있는 하굿둑의 홍수배제능력이 부족하여 나주시 등 하류부에 홍수피해가 빈번하였다. 영산강에서 4대강 사업의 주요내용은 하도내 퇴적토준설과 홍수조절지 건설, 농업용저수지 증고를 통한 홍수방어능력 증대, 다기능 보설치를 통한 용수확보, 하구지역 홍수배제능력 증대 등이었다. 동 사업에서 본류 하천의 홍수위 저감과 내수배제 개선을 위해 담양댐 하류부터 영암천 합류점까지 하도를 준설하고, 담양과 화순홍수조절지, 나주 강변저류지, 승촌보와 죽산보를 건설하고, 하굿둑 배수능력 증대와 농업용 댐 및 저수지들을 증고를 수행하였다. 4대강 사업이 준공된 2012년 이후로 2014년부터 5년간 가뭄이 지속되었고 큰 홍수가 없다가 2020년 8월에 장기간의 집중호우로 영산강 중상류인 광주시와 영산강 하류지역에서 큰 수해가 발생하였다. 따라서 시설물 운영 실적에 근거한 홍수저감 효과의 기술적 검토를 수행하였다. 사업전·후 수문관측자료와 하천시설 운영 실적에 근거한 홍수저감 효과를 분석하기 위해 사업전·후 유사 규모의 강우 발생 시 수위표 지점별로 계측된 첨두 수위 및 유량자료를 비교하여 홍수저감 효과를 분석하였다. 사업전·후 유사 규모 강우를 선정하기 위해 발생된 강우 사상 중 호우특보 발령 기준이상의 강우 사상에 대하여 총 강우량 및 강우의 지속시간, 시간 분포를 비교하여 유사 규모의 호우를 선정하였다. 사업전·후 유사 규모의 호우 사상 발생 시 계측된 홍수위와 홍수량 비교 결과 영산강 중·상류부와 중·하류부 수위표 지점(극락교,승용교,나주대교)에서 사업 시행 후 사업 전보다 첨두 수위가 1.36~2.81m 감소한 것으로 검토되었다. 이는 여러 가지 사업들의 복합적인 결과로 영산강유역의 홍수관리여건이 개선된 것으로 판단된다. 한편 2020년 8월7일~8일 발생한 호우에 의해 영산강 본류의 중·상류부와 중·하류부의 주요 수위표 지점에서는 200년빈도 계획홍수위를 초과한 홍수가 발생하였다. 상시개방과 철거로 처리방안이 결정된 승촌보와 죽산보의 여건을 반영하여 2개보 유무에 따른 홍수위 검토를 실시하였다. 홍수위 비교 결과보가 없을 경우 영산강 중·상류부(극락교,승용교)와 중·하류부(나주대교,영산교) 수위표 지점에서 홍수위가 0.01~0.07m 감소되는 것으로 검토되어 홍수시 보의 영향은 비교적 작은 것으로 나타났다. 홍수시 상류댐과 저수지, 홍수조절지, 하굿둑, 하천의 연계운영에 대해서는 추가연구가 필요하다.

• Journal of the Korean Geophysical Society
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• v.5 no.4
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• pp.337-344
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• 2002

The alluvial deposits along meandering rivers can be used as an artificial aquifer for infiltration of river waters. Internal heterogeneity of the alluvial deposits is a prerequisite information for the development of alluvial groundwater because vortical and lateral movement of alluvial ground water depends on the internal heterogeneity The internal heterogeneity due to variations in channel behavior can be delineated using GPR survey, GPR profiles for the point bar deposits near Buyeo county reveals two different stratigraphic units: the lower inclined heterogeneous strata and the upper horizontally stratified strata. The upper unit is largely indicative of vertical accumulation by overbank floods within a floodplain, whereas the lower one represents typical point bar deposits formed by lateral accretion. The stratigraphic variation in the heterogeneity shows that GPR survey is a useful and necessary investigation method for the development of alluvial ground water.

• Journal of Korea Water Resources Association
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• v.43 no.1
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• pp.25-39
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• 2010

Recently, GIS softwares such as WMS, ArcHydro, and HyGIS which can calculate hydrological geographic parameters are popularized. These softwares have the functions to calculate various geographic parameters which are used in water resources from DEM (Digital Elevation Model). In this study, hydrological geographic parameters calculated by WMS and ArcHydro are compared and examined with them from HyGIS to evaluate the applicability of the parameters from HyGIS. Bochungcheon (Riv.), Wicheon (Riv.), Pyungchanggang (Riv.), Gyungancheon (Riv.), Naerincheon (Riv.), and Imjingang (Riv.) watersheds are selected for this study, and the shape of watershed, watershed area, watershed slope, the average slope of watershed, main stream length, main stream slope, maximum flow distance, and the slope of maximum flow distance are calculated to compare and examine the characteristics. Study results show that the average relative error of 7 geographic parameters from all the watersheds is 4.77 %, and all the watershed boundaries are very similar. So, all the geographic parameters calculated by each software show very similar value, and the geographic parameters calculated by HyGIS can be applied to water resources with WMS and ArcHydro which have been generally used.

• Journal of Korea Water Resources Association
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• v.36 no.6
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• pp.925-936
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• 2003

The objective of this study is to suggest new drawing methods of isochrones using GIS. For this purpose the Unit Hydrograph (UH) of studied watershed for instantaneous rainfall suggested by Clark have been determined by routing the time-area curve through a single linear reservoir. To evaluate constructing methods of isochrones three methods has been examined; Channel Profile and Clark-kict method; Laurenson method; Average velocity method of S.C.S. Also, these methods have been recomposed by GIS in this study. To apply first method, spatial modeling, the vector based on the stream network and Route_System measuring a distance between points has been used. A raster based on the flow direction grid from burn DEM and the slope grid from original DEM has been applied for the second method. The third method has been applied by a raster based on the landuse grid and a velocity function expressed by slope. Results by these three methods have been evaluated with observed hydrograph, and the method using average velocity method of S.C.S shows more reasonable results comparatively.