• 한국농공학회논문집
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• 제54권1호
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• pp.55-62
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• 2012

This study is to assess the reduction of nonpoint source pollution by applying Best Management Practice (BMP) in Chungju-dam watershed (6,585.1 $km^2$) using Soil and Water Assessment Tool (SWAT). The model was calibrated using 3 years (1998-2000) daily streamflow at 3 locations and monthly water quality of sediment (SS), total nitrogen (T-N) and total phosphorus (T-P) data at 2 locations and validated for another 3 years (2001-2003) data. The 5 BMPs of streambank stabilization, porous gully plugs, recharge structures, terrace, and contour farming were applied to stream and area with the specific criteria of previous researches. Through the parameter sensitivity analysis, the farming practice P-factor and Manning's roughness of stream were sensitive. Overall, the NPS reduction effect was high for streambank stabilization, terrace, and contour farming. At the watershed outlet, the SS, T-P, and T-N were reduced by 64.4 %, 62.8 % and 17.6 % respectively.

• 한국물환경학회지
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• 제25권4호
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• pp.615-623
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• 2009

The research of the determination of event mean concentration (EMC) was focussed combined sewer overflows and highway runoff in korea. But those of non-urban areas are few. In this study, EMC and unit loading on land use types in Nogok watershed were estimated by runoff loading of non-point source (NPS) on non-urban area. Two monitoring sites were equipped with an automatic velocity meter, flow meter, and water sampler. Monitoring was conducted at two monitering site during the rainy season. The results show that the EMC ranges in forest land use are 1.3~2.6 mg/L for BOD, 2.0~16.1 mg/L for SS, 0.1~2.1 mg/L for TN, and 0.12~0.49 mg/L for TP. The unit loading of NPS in this study was difficult to compare directly with that used conventionally because of the difference of field investigation. In near future, it needs to conduct more systematic and long-term research about NPS within the watershed. The results of this research can be used to estimate the total pollution load management system (TPLMS) program in korea.

• 한국농공학회:학술대회논문집
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• 한국농공학회 2002년도 학술발표회 발표논문집
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• pp.425-428
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• 2002

This study has been carried out to analized of long term changes of water quality with regard to main pollutant sources in agricultural reservoirs on the basis of data during 1996-2001. The major source was domestic wastewater(DWW) and water pollution by non-point sources(NPS) is increasing as time goes. It was determined that Seasonly average values of DWW were pH $7.6{\sim}8.7$, COD $7.0{\sim}9.4$, T-N $0.74{\sim}2.07$, T-P $0.05{\sim}0.62$, Live-stock wastewater(LWW) were pH $7.5{\sim}8.9$, COD $5.5{\sim}9.8$, T-N $0.57{\sim}1.91$, T-P $0.04{\sim}0.13$, NPS were pH $7.1{\sim}8.3$, COD $3.1{\sim}5.2$, T-N $0.29{\sim}1.44$, T-P $0.02{\sim}0.07$. Fluctuation of DWW and LWW were very wide and variable long term patterns of them were similar. Trophic states by Carlson Index of DWW and LWW was classified as eutrophic to hypretrophic from chl-a, T-P concentration.

• 대한환경공학회지
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• 제39권12호
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• pp.664-671
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• 2017

비점오염원은 도시, 도로, 농지, 산지, 공사장 등 불특정장소에서 불특정하게 수계에 오염물질을 배출하는 배출원으로, 오염물질의 유출경로가 명확하게 구분되지 않는다. 또한 수집이 어렵고 배출량이 강수량 등 기상조건에 크게 좌우되기 때문에 저감시설의 설계 및 유지관리가 어려운 측면이 있다. 한국의 경우 2006년 이후 비점오염원 처리에 대한 중요성이 심화되어 설치의무는 강화되고 있으나, 설치기준 및 효율에 대한 명확한 기준이 제시되지 못하여 단순히 저렴하며 유지관리가 필요치 않은 처리기술을 선호하고 있는 실정이었다. 본 연구는 발포고분자여재(Expended Polypropylene Media, EPP)를 이용한 여과형 비점오염원 저감시설에 대하여 처리능과 역세척에 의한 처리능의 유지에 대한 연구를 진행하였다. 여재층 높이가 증가할수록 처리효율의 변화폭은 줄었으며, 처리효율은 상승하는 것으로 나타났다. 60 cm의 여재층 높이에서 10 m/hr의 선속도의 경우 평균 처리효율은 94%로 나타났으며, 20 m/hr의 선속도의 경우 평균 처리효율이 90%로 나타났다. 여과 선속도 10 m/hr와 20 m/hr에서 180분 동안 운전 결과, 손실수두의 변화는 여재층 높이에 따른 차이가 조금 다른 양상으로 나타났다. 총 3회 반복한 역세척 실험 동안 여과시간이 경과함에 따라 처리효율은 여재가 폐색됨에 따라 감소하는 경향을 나타났다. 그러나 역세척 과정 이후에는 이전 여과과정의 초기 시점의 처리효율과 거의 유사하게 회복하는 것으로 확인하였다.

• 한국농공학회논문집
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• 제61권3호
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• pp.15-22
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• 2019

In order to preserve water environment, Total Maximum Daily Load(TMDL) is used to manage the total amount of pollutant from various sources, and the annual average load of source is calculated by the unit load method. Determination of the unit load requires reliable data accumulation and analysis based on a reasonable estimation method. In this study, we propose a revised unit load estimation method by analyzing the unit load calculation procedure of National Institute of Environment Research(NIER) method. Both methods were tested using observed runoff ratio and water quality data of rice paddy fields. The estimated values with the respective NIER and revised NIER methods were highly correlated each other. However, the Event Mean Concentration(EMC) and the runoff ratio considered in the NIER method appeared to be influenced by rainfall classes, and the difference in unit load increases as the runoff and EMC increase. The error can be further increased when the EMC and runoff ratio are changed according to changes in rainfall patterns by climate change and change of agricultural activities. Therefore, it is recommended to calculate unit load by applying the revised NIER method reflecting the non point pollution runoff characteristics for different rainfall classes.

• 한국농공학회논문집
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• 제55권5호
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• pp.1-7
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• 2013

The objective of this research was to experimentally test the effect of tillage methods on the reduction of runoff, non-point source (NPS) pollution load, sediment and discharge under a rainfall simulation. We used the runoff plots of $5m{\times}30m$ ($L{\times}W$) in size. Experimental treatments were conventional tillage (CT), CT-rice straw bundle (CT-RSB) and two no-till (NT) plots; slope of 3 % or 8 % ; and rainfall intensity of 30 mm/hr. The rainfall simulation was conducted to three times. The time to initial runoff from NT plots was less than that from CT plots regardless of the slope and it was delayed about 65~90 % compared to that of CT plot. And sediment discharge of 8 % slope reduced to 55 % compared to CT plot. But the sediment discharge was not occurred at 3 % slope. The NT and CT-RSB methods have a great possibility of reducing runoff and NPS pollution loads. Runoff rate of NT plots was significantly lower than those of CT plot. The average NPS pollution loads of the NT plots and CT-RSB plot reduced about 55~80 % and 2.1~40 % compared to those of the CT plots, respectively. It was also shown that runoff and NPS pollution loads reduction by NT method could be very significant and contribute to improve the water quality of streams in agricultural regions. It was concluded that the use of NT method on agricultural fields could reduce soil erosion and muddy runoff significantly and help improve the water quality and aquatic ecosystem.

• 한국농공학회논문집
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• 제51권2호
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• pp.15-27
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• 2009

토지이용변화가 수질에 미치는 영향을 평가하기 위하여 비점오염모형이 광범위하게 사용되고 있다. 본 연구에서는 최적관리기법이 수문 수질에 미치는 영향을 평가하기위한 통합모형시스템을 개발하였다. 통합모형시스템은 DANSAT (Dynamic Agricultural Non-point Source Assessment Tool)과 사용자 인터페이스로 구성되어 있다. DANSAT은 분포형 연속 강우사상 모형으로서 농업소유역에서의 유출량, 유사량, 농약 물질의 이동기작 등을 모의한다. DANSAT은 크게 동적변수 부모형, 수문 부모형, 유사 이용 부모형, 농약 물질 이동 부모형등 4개의 부모형으로 구성되어있다. 동적변수 부모형은 토양의 특성, 작물의 생장 및 작물 잔여물질의 분해 등을 모의하는 하부모형으로 구성되어있으며, 토지 이용 변화에 관계되는 내부 변수들의 시간적 변화를 모의한다. 수문 부모형은 차단, 증발산량, 침투량, 침루량 등을 모의하는 격자 단위 프로세스와 지표유출, 중간유출, 기저유출 및 하천에서의 물의 이동을 모의하는 유역 단위 프로세스로 구성되어있다. 유사 이동 부모형은 세류간 (interrill) 토양입자의 분리, 세류 (rill) 및 하천내의 토양분리, 운송가능량 등을 모의하며, 농약 물질 이동 부모형은 농약의 분해, 평형, 식물에 의한 흡수, 침출 등을 고려하여 농약 물질의 이동을 모의한다. 입력변수는 최적관리기법의 시 공간적인 변화를 고려할 수 있도록 계층구조로 구성하였다. 유역출구에서의 결과 출력 뿐만 아니라, 유역전체에 걸쳐 지표면과 지하수면 사이에서 물 및 오염물질의 이동량 분석을 위한 출력 및 격자단위의 상세 결과 출력을 통하여 최적관리기법을 평가하고 분석할 수 있다. 한편, 사용자 인터페이스는 모형의 구동을 위해 요구되는 광범위한 시 공간 입력 자료를 기존에 존재하는 데이터베이스를 이용하여 생성할 수 있도록 개발되었다.

• 한국습지학회지
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• 제25권2호
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• pp.99-110
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• 2023

농업지역에서 발생하는 비점오염물질은 타 지역에 비해 넓은 면적에서 배출되기 때문에 수질관리를 위해서는 발생원 제어와 배출수 관리와 같은 다양한 오염원 저감대책이 필요하며, 이를 위해서는 유역특성을 고려한 오염원별 배출량 및 최적관리방안에 따른 수질개선 효과를 정량적으로 파악할 필요가 있다. 이에 본 연구는 Hydrological Simulation Program-FORTRAN(HSPF)모델을 활용하여 유역내 오염원별 부하 및 주요 오염원저감방안에 대한 수질개선효과를 분석하여 농업지역의 비점오염관리대책 수립 지원을 목적으로 하였다. 연구지역은 경남 창녕군 계성천 유역으로 전체 면적대비 농업지역이 약 26.13%로 산림을 제외하고 지배적인 토지이용을 가지며, 주요 오염원은 농업활동에 기인하는 화학비료 및 액비살포와 축사에서 발생하여 야적 또는 농지에 살포되는 축분을 포함하고 있다. 계성천 유역에 대한 HSPF 모델 구축시 화학비료와 액비 사용량, 소규모 축사의 축분 발생량과 공공하수처리장, 분뇨처리장, 마을하수도 및 개인오수처리시설 등 점오염원 영향을 고려하였다. 특히 본 연구에서는 영양염류의 식생흡수, 침적, 흡탈착, 깊은침투에 의한 손실 등 상세 순환기작모의가 가능하도록 NITR 및 PHOS모듈을 활용하였다. 구축된 모델은 유역말단의 2015~2020년 측정값을 토대로 보·검정을 수행하였으며 모델이 유량 및 수질을 적절히 모의하는 것을 확인하였다. 오염저감시나리오는 농업비점관리(배수물꼬관리, 완효성비료와 사용), 축산비점관리(액비저감, 소규모 축사 축분관리), 생활계오염원제어(개인오수처리시설 관리) 등 세 부문으로 구분하고, 달성기간에 따라 단기, 중기, 및 장기로 구분하여 부문별로 단계별 저감대책을 구성하였다. 개별시나리오 모의 결과 수질개선에 효과는 완효성비료의 대체사용>배수물꼬관리>소규모축사 축분관리 순으로 나타났다. 유역 전반에 모든 관리방안을 적용하였을 때 장기적으로 TN, TP의 연간부하량은 각각 40.6%, 41.1%, 연평균 농도는 각각 35.1%, 29.2% 감소되는 효과를 보였다. 본 연구를 통하여 농업활동 우세 유역에서의 다양한 오염원 저감시나리오별 수질개선효과에 대한 예측 및 이에 기반한 오염관리대책 우선순위 도출을 위한 합리적인 방법론을 제시하고자 한다.

• 농업과학연구
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• 제46권1호
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• pp.67-78
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• 2019

The purpose of this study was to predict the water quality using the RNN (recurrent neutral network) and LSTM (long short-term memory). These are advanced forms of machine learning algorithms that are better suited for time series learning compared to artificial neural networks; however, they have not been investigated before for water quality prediction. Three water quality indexes, the BOD (biochemical oxygen demand), COD (chemical oxygen demand), and SS (suspended solids) are predicted by the RNN and LSTM. TensorFlow, an open source library developed by Google, was used to implement the machine learning algorithm. The Okcheon observation point in the Geum River basin in the Republic of Korea was selected as the target point for the prediction of the water quality. Ten years of daily observed meteorological (daily temperature and daily wind speed) and hydrological (water level and flow discharge) data were used as the inputs, and irregularly observed water quality (BOD, COD, and SS) data were used as the learning materials. The irregularly observed water quality data were converted into daily data with the linear interpolation method. The water quality after one day was predicted by the machine learning algorithm, and it was found that a water quality prediction is possible with high accuracy compared to existing physical modeling results in the prediction of the BOD, COD, and SS, which are very non-linear. The sequence length and iteration were changed to compare the performances of the algorithms.

• 한국농공학회논문집
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• 제51권5호
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• pp.69-78
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• 2009

In order to improve water quality of upper watershed of Paldang reservoir, it is necessary to evaluate non-point source pollution loads and identify critical watershed pollution sources. A GIS based Soil and Water Assessment Tool was applied to evaluate model application and reliability, estimate NPS pollution load, identify critical watershed by NPS pollution sources, and suggest various best management practices for Kyongan Stream watershed. Yearly NPS pollution loads were estimated 30.0% SS, 60.1% TN and 35.4% TP, respectably. The watershed pollution load is mainly decided by precipitation condition and SS and nutrients load have a significant regression relationship. Based on 10-year average yearly NPS pollution load, critical sub-watersheds were identified. The No. 5 and 17 which have lots of relatively intensive agricultural fields and scattered industrial area were vary critical sub-watersheds and under more intensive pollution load. In order to control critical watershed, watershed best management practices such as scientific fertilizer, contour farming and parallel terrace, transferring the sloppy farmland to grass or forest and constructing a buffer zone, and constructing wetlands and retention ponds will be applied. Overall the SWAT model can be efficiently used for identification of critical sub-watersheds in order to develop a priority watershed management plan to reduce water pollutions.