• Korean Journal of Ecology and Environment
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• v.43 no.1
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• pp.161-167
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• 2010

In this study, we implemented an experimental approach of ecological model development in order to emphasize the importance of input variable selection with respect to time-delayed arrangement between input and output variables. Time-series modeling requires relevant input variable selection for the prediction of a specific output variable (e.g. density of a species). Inadequate variable utility for input often causes increase of model construction time and low efficiency of developed model when applied to real world representation. Therefore, for future prediction, researchers have to decide number of time-delay (e.g. months, weeks or days; t-n) to predict a certain phenomenon at current time t. We prepared a total of 3,900 equation models produced by Time-Series Optimized Genetic Programming (TSOGP) algorithm, for the prediction of monthly averaged density of a potamic phytoplankton species Stephanodiscus hantzschii, considering future prediction from 0- (no future prediction) to 12-months ahead (interval by 1 month; 300 equations per each month-delay). From the investigation of model structure, input variable selectivity was obviously affected by the time-delay arrangement, and the model predictability was related with the type of input variables. From the results, we can conclude that, although Machine Learning (ML) algorithms which have popularly been used in Ecological Informatics (EI) provide high performance in future prediction of ecological entities, the efficiency of models would be lowered unless relevant input variables are selectively used.

• Journal of the Korean Geographical Society
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• v.44 no.3
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• pp.224-239
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• 2009

This study analyzes the properties of fluvial landforms in the upper and lower reaches and investigates the evolutions of stream and fluvial terrace in the Odae river basin. The lower basin of the river that consist of sedimentary rocks resistant to weathering and erosion processes shows higher altitude, relief and slope than the upper basin that consist of granite less resistant to weathering and erosion processes. The average width of river valley at the lower reaches is one-third to the upper reaches and the average width of river channel at the lower reaches is narrower than at the upper reaches. Based on the OSL age dating, the fluvial terrace T1 formed at the temperature-rising period during the late MIS 2 and T2 formed at the middle MIS 3, interstadial period during the last glacial period. Based on the these results, the average incision rates of Odae river are calculated as 0.205m/ka and 0.269m/ka at the upper granite area and lower sedimentary rocks area, respectively.

• Journal of the Korean Society for Marine Environment & Energy
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• v.6 no.1
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• pp.68-77
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• 2003

The Water quality of Namdae and Yeongok stream, located in the Kangnung City, and pollutants discharged to the east sea of Korea were investigated during april to November 2002 in order to understand the costal pollution phenomena. The water qualify grade of Namdae stream vary between II and V of water standard. On the other hand, that of Yeongok Stream is keeping I or II. The temporal and spacial variation of Namdae stream are higher than Yeongok stream. The water pollutants discharged to the east sea of Korea from Yeongok stream are lower 15.5 times for BOD, 2.6 times for COD, 1.7 times for T-N, 6.9 times for T-P than from Namdae stream, of which water flux are 1.4 times higher and contain much more of pollutants than Yeongok stream. It may have some effect on the costal ecosystem according to their pollutant flux.

• Proceedings of the Korea Water Resources Association Conference
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• 2012.05a
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• pp.889-893
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• 2012

전 국토의 약 7.6%를 차지하고 있는 밭은 장마철이나 집중호우에 의해 하천의 탁수문제를 유발할 뿐만 아니라, 수생태계에도 악영향을 미치기 때문에 비점오염원을 저감시켜야 한다. 이러한 비점오염원을 줄이기 위한 여러 최적관리방법 중 침사구를 밭의 유출부에 적용하여 비점오염물질의 유출저감효과를 평가 하고자 하였다. 평가 방법은 6개(각 110m2)의 무밭을 조성하여 무 재배기간(2011년 4월부터 7월) 동안 시험포에서 발생하는 강우유출수를 1.125 m3($1.5m{\times}1.5m{\times}0.5m$) 크기의 침사구 3개로 각각 유입되도록 하였다. 침사구로 유입된 유출수는 토양으로 침투 및 저류 또는 증발되도록 하였고, 강우에 의한 유출수의 양이 침사구의 용량보다 클 경우 침사구 유출부를 통해 유출되도록 하였다. 연구 결과 평균 64.1%의 유출량 저감효과가 있는 것으로 나타났으며, 수질농도는 BOD5 39.0%, SS 62.1%, CODMn 43.4%, DOC 43.5%, T-N 40.0%, T-P 41.2%의 저감효과가 있는 것으로 나타났다. 유출량과 수질농도를 고려한 오염부하 저감효과는 유출량이 적었던 #2와 #3의 침사구에서 모든 수질항목에서 각각 80%와 90% 이상의 저감효과가 나타났다. 본 연구의 결과를 바탕으로 밭에서 발생하는 비점오염물질 저감을 위해 밭의 유출부에 작은 웅덩이와 같은 침사구를 설치할 경우 비점오염을 저감하는데 매우 효과적인 것으로 판단된다. 또한 강우유출수가 적을 경우 침사구에 의한 유사량의 저감효과도 매우 클 것으로 판단된다. 따라서 밭에서 발생하는 비점오염원을 줄이기 위해서는 본 연구와 같이 밭의 지표를 볏짚이나 다른 피복재 등으로 피복하여 토양의 이동을 최소한으로 줄여 오염부하량을 저감하고, 유출이 발생할 경우 밭의 유출부에 침사구를 설치하여 하천으로 유입되는 오염물질을 저감해야 할 것으로 판단된다.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.13 no.8
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• pp.3726-3734
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• 2012

This study evaluated the behavior of pollutants based on the seasonal change by selecting the branch river's factors that influence the outflow of pollutants in Soyang lake basin. The analysis method was the factor analysis that classified the factors of the drainage area influencing the outflow of pollutants, and evaluated selected representative factors. As a result of the study, SS and T-P factors should be classified as similar factors to the storm water runoff, and the improvement of water must be strived through managing source of pollution at the time of no rain. Second, as the result of the influence from the factors, spring and winter seasons usually exert 36% influence and summer and fall exert over 90% significant influence that the improvement of water through managing source of water seems possible. At last, the prediction about delivery pollution load considering the outflow characteristic of pollutants at the drainage area based on seasonal change by regarding selected factors as independent variables is possible.

• Proceedings of the Korea Water Resources Association Conference
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• 2018.05a
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• pp.44-44
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• 2018

조류(녹조)발생과 대응 연차보고서(2016)에 따르면, 낙동강 유역의 녹조현상은 2013년부터 해마다 발생했으며 국가적으로 가장 극심한 가뭄을 겪은 2015년의 경우 최장 161일 동안 지속되었음을 보고하였다. 이러한 녹조대응을 위해 환경부 국토부 등 관계기관은 댐 보 연계운영협의회 등을 통해 2016년 8월부터 낙동강 일부 댐 및 보에 대해 부분 방류를 실시하였다. 댐-보 연계운영에 따른 수문 수질 거동 분석은 국가 유역관리 측면에서 우선적으로 대비해야 할 중요한 문제이나, 댐보 연계의 효율적인 운영을 위한 정확한 분석과 평가에 대한 연구가 체계적으로 이뤄지고 있지 않은 실정이다. 본 연구에서는 낙동강유역($2,369km^2$)을 대상으로 SWAT(Soil and Water Assessment Tool)을 이용하여 지표수와 지하수의 상호작용에 의한 물수지 분석을 수행하고, 수질(SS, T-N, T-P)을 모의하였다. SWAT 모형 구축을 위해 낙동강유역을 표준유역 단위로 구분하고, 기상자료, 다목적댐(안동댐, 임하댐, 합천댐, 남감댐, 밀양댐)과 다기능보(상주보, 구미보, 칠곡보, 강정보, 달성보, 합천보, 함안보) 운영자료, 국가지하수정보센터에서 관측 및 관리하고 있는 지하수위 관측자료, 국가수질측정망 하천수 수질 측정자료를 수집하였다. SWAT 모형의 신뢰성있는 수문 및 수질 보정을 위해 낙동강유역 내 위치하는 다목적댐 및 다기능보의 실측 방류량을 이용하여 댐 운영모의를 고려하였고, 지하수위, 토양수분 및 수질자료를 이용하여 모형의 시공간적 보정(2005~2009)과 검증(2010~2017)을 실시하였다. 댐-보 연계운영 평가를 위해 환경부에서 제시한 4개의 연계운영 시나리오 중 3개의 시나리오((1) 댐+보 동시방류+제약수위 유지, (2) 보 동시방류+제약수위 유지, (3) 보 순차방류+제약수위 유지)를 선택하여 모의하였으며, 시나리오에 따른 수문 수질 거동을 분석하였다.

• Proceedings of the Korea Water Resources Association Conference
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• 2017.05a
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• pp.545-545
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• 2017

The purpose of this study was to analyze the characteristics of water quality and spatial and temporal water quality in Nakdong River basin. Spatial changes of water quality in Nakdong River due to inflow of sewage treatment plant and main tributaries were analyzed. The water quality data were collected from the water environment information system of the National Institute of Environmental Research (NIED) for 8 days interval from 2004 to 2015, and the collected data were analyzed for water quality items (flow rate, BOD, TN, TP). The discharge water quality data of 32 sewage treatment plants were collected from the National Institute of Environmental Research (NIER) nationwide from 2012 to 2015 and arithmetically averaged over the spring and autumn seasons.

• Proceedings of the Korea Water Resources Association Conference
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• 2021.06a
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• pp.482-482
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• 2021

자동유량측정시스템은 하천 유량을 실시간으로 측정하기 위한 수문조사시설로 전국 하천 64개 주요 지점에 설치·운영 중이며 실시간으로 운영되는 시스템의 특성상 내·외부 요인으로 인해 자료의 결측이 발생할 수 있다. 주요 결측 요인으로는 계측장비의 고장 및 오작동, 낙뢰로 인한 전원부문제, 시스템 컨트롤러 단순 오류 등이며, 현재 이로 인해 결측이 발생한 경우 현장 방문을 통한 조치 외에는 복구가 불가한 실정이다. 본 연구에서는 현장 유지관리 개선을 통해 자료 결측 최소화 방안을 마련하고자 최근 5년간(2015년~2019년) 수행된 유지관리 점검내역을 검토하였다. 현장 유지관리는 정기적으로 수행되는 정기점검, 수중점검과 장애 발생 시 수행되는 현장점검으로 구분되며 최근 5년간 수행된 점검(1,735회) 중 정기적인 점검을 제외한 현장점검의 경우 총 764회(46%) 수행된 것으로 나타났으며 현장점검 중 유지관리 방법 및 장비 개선 적용 사례를 통해 최소 1일~3일 소요되던 점검 시간이 즉시 조치가 가능한 것으로 나타났다. 시스템 확대 및 기존 장비의 노후로 현장점검은 지속적으로 증가하고 있으며 최근 사회적 상황을 고려하였을 때 사물인터넷(IoT)을 활용한 시설물 개선 등으로 비대면 점검 수행이 가능해짐에 따라 점검 소요시간을 단축하여 보다 효율적인 시설물 운영, 예산 절감, 자료의 연속성 확보 등이 가능할 것으로 판단된다.

• Korean Journal of Ecology and Environment
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• v.50 no.2
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• pp.238-253
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• 2017

The sewage and wastewater (SAW) are a well-known major source of eutrophication and greentide in freshwaters and also a potential source of thermal pollution; however, there were few approaches to thermal effluent of SAW in Korea. This study was performed to understand the behavioral dynamics of the thermal effluents and their effects on the water quality of the connected streams during winter season, considering domestic sewage, industrial wastewater and hot spring wastewater from December 2015 to February 2016. Sampling stations were selected the upstream, the outlet of SAW, and the downstream in each connected stream, and the water temperature change was monitored toward the downstream from the discharging point of SAW. The temperature effect and its range of SAW on the stream were dependent not only on the effluent temperature and quantity but also on the local air temperature, water temperature and stream discharge. The SAW effects on the stream water temperature were observed with temperature increase by $2.1{\sim}5.8^{\circ}C$ in the range of 1.0 to 5.5 km downstream. Temperature effect was the greatest in the hot spring wastewater despite of small amount of effluent. The SAW was not only related to temperature but also to the increase of organic matter and nutrients in the connected stream. The industrial wastewater effluent was discharged with high concentration of nitrogen, while the hot spring wastewater was high in both phosphorus and nitrogen. The difference between these cases was due to with and without chemical T-P treatment in the industrial and the hot spring wastewater, respectively. The chlorophyll-a content of the attached algae was high at the outlet of SAW and the downstream reach, mostly in eutrophic level. These ecological results were presumably due to the high water temperature and phosphorus concentration in the stream brought by the thermal effluents of SAW. These results suggest that high temperature of the SAW needs to be emphasized when evaluating its effects on the stream water quality (water temperature, fertility) through a systematized spatial and temporal investigation.

• Proceedings of the Korea Contents Association Conference
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• 2007.11a
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• pp.937-941
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• 2007

For Hydrologic analysis of the river, the exact Dividing Watershed and Hydrologic-Topographical Parameters affect enormously Hydrologic analysis of the river basin. Therefore the extraction of Hydrologic-Topographical Parameters as well as Dividing Watershed are stiuied by several ways. However the definite standard of all those means are not settled. Recently GIS is applied to the field of water resources so that we can divide Watershed and calculate Hydrologic-Topographical Parameters of the targeted area easily and objective way for using DEM. Thanks to DEM, we don't have to spend much time as we did before. However other problems are generated such as the parameter value is changed by the precision of established NGIS(National Geographic Information System), etc. In this study, using GIS which is popular recently, we suggested efficient extract method of Hydrologic-Topographical Parameters SCS(Soil Conservation Service) CN(Curve Number) in watershed.