• 한국수자원학회:학술대회논문집
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• 한국수자원학회 2019년도 학술발표회
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• pp.156-156
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• 2019

In this study, a gated recurrent unit (GRU) network is constructed based on a deep neural network (DNN) with the aim of restoring the missing daily flow data in river basins. Lai Chau hydrological station is located upstream of the Da river basin (Vietnam) is selected as the target station for this study. Input data of the model are data on observed daily flow for 24 years from 1961 to 1984 (before Hoa Binh dam was built) at 5 hydrological stations, in which 4 gauge stations in the basin downstream and restoring - target station (Lai Chau). The total available data is divided into sections for different purposes. The data set of 23 years (1961-1983) was employed for training and validation purposes, with corresponding rates of 80% for training and 20% for validation respectively. Another data set of one year (1984) was used for the testing purpose to objectively verify the performance and accuracy of the model. Though only a modest amount of input data is required and furthermore the Lai Chau hydrological station is located upstream of the Da River, the calculated results based on the suggested model are in satisfactory agreement with observed data, the Nash - Sutcliffe efficiency (NSE) is higher than 95%. The finding of this study illustrated the outstanding performance of the GRU network model in recovering the missing flow data at Lai Chau station. As a result, DNN models, as well as GRU network models, have great potential for application within the field of hydrology and hydraulics.

• Proceedings of the National Institute of Ecology of the Republic of Korea
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• 제2권2호
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• pp.120-128
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• 2021

The objective of this study was to analyze the genotype of black-spotted pond frog (Pelophylax nigromaculatus) using seven microsatellite loci to quantify its genetic diversity and population structure throughout the spatial scale of basins of Han, Geum, Yeongsan, and Nakdong Rivers in South Korea. Genetic diversities in these four areas were compared using diversity index and inbreeding coefficient obtained from the number and frequency of alleles as well as heterozygosity. Additionally, the population structure was confirmed with population differentiation, Nei's genetic distance, multivariate analysis, and Bayesian clustering analysis. Interestingly, a negative genetic diversity pattern was observed in the Han River basin, indicating possible recent habitat disturbances or population declines. In contrast, a positive genetic diversity pattern was found for the population in the Nakdong River basin that had remained the most stable. Results of population structure suggested that populations of black-spotted pond frogs distributed in these four river basins were genetically independent. In particular, the population of the Nakdong River basin had the greatest genetic distance, indicating that it might have originated from an independent population. These results support the use of genetics in addition to designations strictly based on geographic stream areas to define the spatial scale of populations for management and conservation practices.

• 한국산학기술학회논문지
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• 제15권1호
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• pp.495-505
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• 2014

강변저류지는 홍수량을 일시적으로 분담하여 홍수위험도를 저감시키는 시설로 국내에서도 대하천 정비사업을 통하여 여주, 나주, 영월 지역의 홍수 저감을 위하여 강변저류지가 새로이 설치되었다. 본 연구에서는 신규 도입된 강변저류지 중 여주 강변저류지를 대상으로 1차원 및 2차원 수치모의를 수행하여 대하천에서의 강변저류지에 의한 홍수위 저감효과를 분석하였다. 1차원 모의는 HEC-RAS 및 FLDWAV 모형의 저류지 기능을 적용하여 부정류 모의를 통한 홍수위 저감효과를 분석하였으며, 2차원 모의는 CCHE2D 모형을 이용하여 1차원 모형과 동일한 홍수 사상을 적용한 후 홍수위 저감효과를 분석하였다. 1차원 모의에서는 월류제 부근에서 첨두홍수위가 가장 크게 감소하였으며, 2차원 모의에서는 모의 구간의 가장 상류에서 홍수위 저감 효과가 가장 크게 나타났다. 또한 첨두홍수위는 1차원 모형에서 최대 0.13 m, 2차원 모형에서는 최대 0.20 m가 감소하는 것으로 나타났다. 검토 결과 2차원 모형이 하도 흐름에 대한 지형의 물리적 특성이 반영되어 보다 합리적인 모의 결과를 얻는 것이 가능한 것으로 보이며, 횡월류위어의 부근에서 하도 내 흐름 거동뿐만 아니라 월류 유량이 유입된 후 강변저류지 내 거동을 검토하기에는 1차원 모형보다 유리한 것으로 나타났다.

• 한국수자원학회논문집
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• 제43권10호
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• pp.865-881
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• 2010

미래기후에 대한 수환경 평가는 기후자료를 입력 값으로 요구하는 강우-유출모형을 이용하거나 유량 이외에 유사, 영양물질과 같은 수질인자를 동시에 모의할 수 있는 유역모형을 이용하여 평가하는 것이 일반적이다. 따라서 본 연구에서는 유역 모형으로 SWAT를 선정하고 낙동강 유역을 대상 유역으로 하여 기후변화로 인한 하천 유량의 영향을 분석하였다. 전지구기후모형(GCM: Global Climate Model)중 비교적 한반도의 기후 특성을 잘 재현하고 있는 호주(CSIRO: Mk3.0, 즉 CSMK) 모형과 캐나다(CCCma: CGCM3-T47, 즉 CT47) 모형의 A2, B1, A1B 시나리오를 SWAT 모형의 입력 자료로 활용하였다. 각 시나리오의 미래의 기온과 강우의 증가율을 분석하고 현재와 미래기후변화 시나리오에 따른 유량과 유량변동성을 연, 계절, 중기간으로 나누어 비교, 분석하였으며, 대부분의 지점에서 기온 및 유량이 증가하였으며 기후변화는 하천 및 호소의 수온상승과 유량변화에 큰 영향을 줄 것으로 예상되기 때문에 향후 본 연구의 결과를 토대로 기후변화에 따른 낙동강 유역의 유출량 증대로 인한 수공 구조물의 치수능력 증대 방안을 세워야 할 것이다.

• Journal of Ecology and Environment
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• 제40권1호
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• pp.34-44
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• 2016

Background: Little is known about how chemical water quality is associated with ecological stream health in relation to landuse patterns in a watershed. We evaluated spatial characteristics of water quality characteristics and the ecological health of Dongjin-River basin, Korea in relation to regional landuse pattern. The ecological health was assessed by the multi-metric model of Index of Biological Integrity (IBI), and the water chemistry data were compared with values obtained from the health model. Results: Nutrient and organic matter pollution in Dongjin-River basin, Korea was influenced by land use pattern and the major point sources, so nutrients of TN and TP increased abruptly in Site 4 (Jeongeup Stream), which is directly influenced by wastewater treatment plants along with values of electric conductivity (EC), bacterial number, and sestonic chlorophyll-a. Similar results are shown in the downstream (S7) of Dongjin River. The degradation of chemical water quality in the downstream resulted in greater impairment of the ecological health, and these were also closely associated with the landuse pattern. Forest region had low nutrients (N, P), organic matter, and ionic content (as the EC), whereas urban and agricultural regions had opposite in the parameters. Linear regression analysis of the landuse (arable land; $A_L$) on chemicals indicated that values of $A_L$ had positive linear relations with TP ($R^2=0.643$, p < 0.01), TN ($R^2=0.502$, p < 0.05), BOD ($R^2=0.739$, p < 0.01), and suspended solids (SS; ($R^2=0.866$, p < 0.01), and a negative relation with TDN:TDP ratios ($R^2=0.719$, p < 0.01). Conclusions: Chemical factors were closely associated with land use pattern in the watershed, and these factors influenced the ecological health, based on the multimetric fish IBI model. Overall, the impairments of water chemistry and the ecological health in Dongjin-River basin were mainly attributes to point-sources and land-use patterns.

• 한국농공학회지
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• 제24권2호
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• pp.76-88
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• 1982

The stream morphological characteristics of a basin have important influence upon the analysis of runoff. In this study, the laws of stream morphology-the law of average stream fall and the law of least rate of potential energy expenditure-which were derived based on the analogy of entropy in thermodynamics are introduced and their validity is analysised with the data taken from the topographic maps covering the whole Geum River system. The first law is the Law of Average Stream Fall which states that under the dynamic equilibrium condition the ratio of average fall between any two different order stream in the same river basin in unity. The second law is the law of least rate of energy expenditure which states that all natural streams are intended to choose their own course of flow such that the rate of potential energy loss per unit mass of water this course is a minimum. The parameters representing the morphological characteristics of 13 tributaries in the Geum River system such as stream bifurcation ratio and stream concavity were Computed from the Horton-Strahler's laws and are used to check the law of average stream fall. The result showed that the law of average stream fall agrees reasonably well with law of Horton-Strahler. Concavity of a river basin is shown to be the determinative factor to the formation of a stream system. Concavity of a river basin is shown to be the determinative factor to the formation of a stream system. Based on Horton's Law and the law of average stream fall, longitudinal stream profiles can be calculated.

• Water Engineering Research
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• 제6권2호
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• pp.39-48
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• 2005

The Brazos River is one of the longest rivers contained entirely in the state of Texas, flowing over 700 miles from northwest Texas to the Gulf of Mexico. Today, the Brazos River Authority and Texas Commission on Environmental Quality interest in drought protection plan, waterpower project, and allowing the appropriation of water system-wide and water right within the Brazos River Basin to meet water needs of customers like farmers and local civilians in the future. Especially, this purpose of this paper primarily intended to provide the data for the engineering guidelines and make easily geological mapping tool. In the Brazos River basin, many stream-flow gage station sites are not working, and they can not provide stream-flow data sets enough for development of the Probable Maximum Flood (PMF) for use in the evaluation of proposed and existing dams and other impounding structures. Integrated GIS-Spatial Interpolation (GIS-SI) tool are composed of two parts; (1) extended GIS technique (new making interface for hydrological regionalization parameters plus classical GIS mapping skills), (2) Spatial Interpolation technique using weighting factors from kriging method. They are obtained from the relationship among location and elevation of geological watershed and existing stream-flow datasets. GIS-SI technique is easily used to compute parameters which get drainage areas, mean daily/monthly/annual precipitation, and weighted values. Also, they are independent variables of multiple linear regressions for simulation at un gaged stream-flow sites. In this study, GIS-SI technique is applied to the Brazos river basin in Texas. By assuming the ungaged flow at the sites of Palo Pinto, Bryan and Needville, the simulated daily/monthly/annual time series are compared with observed time series. The simulated daily/monthly/annual time series are highly correlated with and well fitted to the observed times series.

• 대한토목학회논문집
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• 제38권1호
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• pp.41-49
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• 2018

본 연구에서는 북한의 수자원 개발 가능량을 분석 및 평가하였다. 이를 위해 포장수력을 수자원 개발 가능량을 평가하는 지표로 선정해서 분석하였다. 포장수력이란 하천이 보유한 잠재적인 발전 능력에 대한 이론값을 의미하며 수력발전을 통해 개발이 가능한 양을 평가하는 데 활용된다. 포장수력을 계산하기 위해, 북한의 27개 강우 관측소의 강우 데이터를 활용하여 유역별 월평균 및 연평균 강우량을 산정하였다. 이를 활용하여 북한 내 주요 7개 유역에 대해 강우에 의한 이론 포장수력을 산정한 결과, 압록강 유역이 7,562.2천kW로 가장 큰 값을 가지는 것으로 분석되었다. 남한과 북한의 이론 포장수력의 효율 및 이용률의 경우 북한의 최대 효율이 42.3%, 이용률은 36.2%로 남한보다 큰 것으로 나타났다. 북한의 포장수력 이용률은 대동강 유역이 12.3%로 가장 낮았는데, 이곳은 전체인구의 40%이상이 거주하는 지역으로 장래 용수와 전력에 대한 수요가 가장 클 것으로 기대된다. 따라서 대동강유역이 수자원개발사업의 우선순위가 높은 지역일 것으로 추정되었다. 본 연구의 성과는 추후 북한 수자원 개발사업의 추진 및 관련된 연구수행에 있어 기초자료로 활용될 수 있을 것으로 기대된다.

• 한국물환경학회지
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• 제37권5호
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• pp.381-397
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• 2021

Off-flavor materials (geosmin and 2-methylisoborneol (2-MIB)) produced by microorganisms, such as, cyanobacteria and actinomycetes, cause freshwater use problems worldwide. Due to unpleasant taste and odor, these microorganisms have raised issues especially in drinking water resources. Recently, there has been increasing concern about 2-MIB and causal cyanobacteria, namely, Pseudanabaena, in Korea. However, material production and ecological dynamics remain largely unexplored. This study reviewed the distribution of Pseudanabaena, its species diversity, and the research trend of molecular ecology related to 2-MIB production in Korea. Based on published literature, we found that seven species of Pseudanabaena which include P. mucicola, P. limnetica, P. redekei, P. catenata, P. galeata, P. yagii, and P. cinerea appeared to occur in a variety of Korean water systems. All of these Pseudanabaena species were found in the North-Han River system (Lakes Soyang, Chuncheon, Uiam, and Paldang). Some of these species were also detected in other watersheds, but the precise species diversity was not identified. Species belonging to the Pseudanabaena genus are hard to classify through general microscopic alpha taxonomy, due to their very small cell size and similar morphological characters. Moreover, the potential of 2-MIB production cannot be detected by microscopic observation. Combining molecular ecological techniques, such as, environmental genomic materials (eDNA, eRNA) analyses to conventional methods could be useful to better understand the off-flavor material production and dynamics, thereby providing more efficient management strategies of freshwater systems.

• 대한환경공학회지
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• 제39권11호
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• pp.641-649
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• 2017

본 연구에서는 오염원의 변화 특성이 다양한 임진강유역을 대상으로 통계분석을 이용하여 상관분석, 주성분 및 요인분석, 군집분석을 통해 수질특성을 파악하였다. 신천3 지점의 평균 수질농도가 BOD 13.4 mg/L, COD 19.9 mg/L, TN 11.145 mg/L, TP 0.336 mg/L, TOC 14.2 mg/L로 높게 나와 전체 유역 중 신천 유역에 대한 집중적인 수질관리가 필요한 것으로 나타났다. 전체 수질측정 자료의 상관분석 결과 COD는 TOC, BOD, TN 수질인자와 유의한 상관관계를 보여 유기물과 영양염류인자간의 상관성이 높은 것으로 나타났다. 주성분분석 결과 전체 측정소 자료는 81.221%로 2개의 주성분, 계절별 자료는 96.241%로 3개의 주성분이 추출되었다. 요인분석 결과 전체 측정소 자료와 계절별 자료의 수질영향 요인은 공통적으로 BOD, COD, TN, TP, TOC 항목이 나타났다. 시 공간적 군집분석 결과 계절별 특성 및 토지이용에 따라 각각 4개, 3개 그룹으로 나타났다. 본 연구는 임진강유역을 중심으로 8년간 시 공간적 특성을 고려한 수질 요인을 분석한 것으로 향후 유역환경변화에 따른 임진강 유역의 수질 변화를 이해하기 위한 기초 분석 자료가 될 것이다.