• 제목/요약/키워드: pollutant loads

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단기 하천수질 예측을 위한 신경망모형 (Artificial Neural Networks for Forecasting of Short-term River Water Quality)

  • 김만식;한재석
    • 한국지반환경공학회 논문집
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    • 제3권4호
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    • pp.11-17
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    • 2002
  • 본 논문의 목적은 섬진다목적댐 유역의 하천을 대상으로 강우시에 단기 수질상태를 예측하기 위하여 병렬다중결선의 계층구조를 갖는 신경망이론을 이용하였다. 본 연구에 적용한 신경망이론의 학습알고리즘으로는 역전파알고리즘을 사용하였으며, 최적모형의 개발을 위해 모멘트법-적응학습율기법을 이용하였다. 하천 수질오염 부하량에 영향을 미치는 요소로서 상류로부터 유입되는 유입량과 수질인자인 BOD, COD, SS를 고려하였다. 섬진다목적댐 유역에 대해 단기 수질을 예측할 수 있는 다층신경망모형을 개발하기 위해 은닉층 노드수와 학습회수에 변화를 주어 각 수질인자별로 4가지씩 총 12개의 모형을 구성하여 학습을 실시하였다. 제안된 신경망모형의 검증을 위해 학습시키지 않은 수질자료를 예측한 결과 양호한 것으로 분석되었고, 하천수계의 단기 수질오염 예측에 활용할 수 있을 것으로 사료되었다.

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고속도로 노면 청소에 따른 강우시 유출오염부하 저감 효과 분석 (Effect of Road Sweeping on the Abatement of Runoff Pollution Loads from in the Highway)

  • 강희만;이두진;윤현식
    • 상하수도학회지
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    • 제26권6호
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    • pp.851-860
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    • 2012
  • In this study, to evaluate the abatement of runoff pollution loads by the road sweeping(cleaning), various investigations are implemented at the sample area of the highway. As the results of evaluating the removal efficiency of pollutants along road cleaning, TSS showed about 78 % of the removal efficiency and COD showed 49 % of removal efficiency through the operation of cleaning vehicle of vacuum suction method. In case of TN and TP, they showed the relatively-lower removal efficiency by 30~35 %. TSS removal efficiency along the number of cleaning appeared about 60 % in case of one time of cleaning and the additional removal effect did not appear though the number of cleaning increased to two times. With running speed of cleaning vehicle, TSS removal ratio is lessened from 60 % to 20 % when cleaning vehicle speed up to 20 km/hr from 6 km/hr. It seems that the reasons why the removal efficiencies are inversely proportional to its speed are related to the lower vacuum efficiencies and the disturbed particles on the road. In the pollutant build-up analysis, it is showed that it takes more time to the critical pollutant build-up in the shoulder than the center of the road. It is also showed that the proper cleaning cycle is recommended as 4~6 dry weather days without rainfall events.

Correlation Analysis on the Runoff Pollutants from a Small Plot Unit in an Agricultural Area

  • Kang, Meea;Choi, Byoung-Woo;Lee, Jae-Kwan
    • Environmental Engineering Research
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    • 제15권4호
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    • pp.191-195
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    • 2010
  • This study was carried out to investigate the important factors relating to runoff and pollutant loads in a plot unit located in an agricultural area. Of the precipitation parameters, such as total precipitation, days since last rainfall (ADD, the rainfall was more than 10mm) and average rainfall intensity on runoff, the strongest effect was obtained due to total precipitation, but the rainfall intensity showed a slightly positive correlation. It was expected that both variables, i.e. total precipitation and rainfall intensity, would lead to the generation of greater runoff. In contrast, runoff was negatively correlated with ADD, which is understandable because more infiltration and less runoff would be expected after a long dry period. The TSS load varied greatly, between 75.6 and $5.18{\times}10^4g$, per event. With the exception of TN, the TSS, BOD, COD and TP loads were affected by runoff. The correlations of these items were proportional to the runoff volume, with correlation coefficients (r) greater than 0.70, which are suitable for use as NPS model data. The TSS load showed very good relationships with organics (BOD & COD) and nutrients (TN & TP), with correlation coefficients greater than 0.79. Therefore, the removal of TSS is a promising factor for protecting water basins.

섬진강댐 상류 유역의 강우시 비점오염물질 유출 특성 (Characteristics of Non-point Pollutant Discharge from Upper Watershed of Seomjin Dam during Rainy Season)

  • 곽동희;유승준;김지훈;임익현;권지영;정팔진
    • 상하수도학회지
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    • 제22권1호
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    • pp.39-48
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    • 2008
  • This study was carried out to investigate the characteristics of the pollutant discharge from non-point source and to estimate the unit loads of the pollutant discharge from the upper watershed of Seomjin Dam during rainy season. The upper watershed of Seomjin Dam is located in the middle of Jeonbuk province is formed two tributaries mainly. A sub-branch stream of those tributaries is Imsil stream of which flow rate is about 13% of the main stream of Seomjin reservoir normally. On the basis of measurement result in this study, the water quality of Imsil stream was fluctuated highly and the quantity of measured pollutant discharge was higher than the value calculated with the proportion of flow rate during dry season. On the contrary, during rainy season the mean values of flow rate and water quality were higher than the quartile according to the statistical analysis. That means rainfall can influence strongly on the water quality of the upper watershed of Seomjin reservoir. Among the several criteria of water quality, SS discharge was most sensitive to the flow rate variation of stream, which was fluctuated in proportion of rainfall, basically. It was evaluated the event mean concentration (EMC) of non-point source pollutants depending on rainfall events as well. Though the pollutant discharge unit of Imsil stream was lower than the main stream of Seomjin reservoir, the EMC value of Imsil stream was higher than the main stream of Seomjin reservoir.

부하지속곡선을 이용한 삽교호수계 지류하천의 오염원인 분석 (Estimation of Pollution Using Load Duration Curves at Streams in Sapgyo Watershed)

  • 최정호;김홍수;조병욱;박상현;이무규;이병구
    • 한국물환경학회지
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    • 제37권3호
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    • pp.175-189
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    • 2021
  • In this study, 48 streams in the Sapgyo Watershed were selected, and the Load Duration Curves (LDC) were drawn up for each stream using water quality and flow monitoring over the last three years (2018-2020), and it was evaluated whether the target water quality was achieved for each flow section. As a result of evaluating whether or not the target water quality exceeded according to the LDC, it was found that 22 rivers exceeded the target water quality. Five rivers exceeded the target water quality due to point pollutant sources, 13 rivers exceeded the target water quality due to non-point pollutant sources, and 4 rivers exceeded the target water quality due to both point and non-point pollutant sources. Among the rivers that exceeded the target water quality due to point pollutant sources, which included domestic sewage of the untreated population, there is a need to reduce the influx of polluted loads by the untreated population. The use of eco-friendly fertilizers is recommended for rivers with a relatively high farmland ratio among rivers exceeding the target water quality due to non-point pollutant sources, and installation of boiling point reduction facilities that can reduce the amount of polluted load introduced during rainfall or manage water shores. In rivers with a large number of livestock breeding heads, the livestock houses located in these rivers need to be preferentially transferred to livestock manure treatment plants. Due to the high ratio of land area because of urbanization, initial rainwater treatment facilities are required to reduce the amount of pollutant load flowing into the river through the impermeable layer during rainfall.

오염총량관리제 지원을 위한 유역모형 기반 유량지속곡선 및 부하지속곡선 활용방안 (Application of FDC and LDC using HSPF Model to Support Total Water Load Management System)

  • 이은정;김태근;금호준
    • 한국물환경학회지
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    • 제34권1호
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    • pp.33-45
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    • 2018
  • In this study, we discussed the application of Watershed model and Load Duration Curves (LDC) in Total Water Load Management System. The Flow Duration Curves (FDC) and the LDC were generated using the results of the daily HSPF model and analyzed on monthly or yearly flow duration variability, and non-point pollutant discharge loads by entire flow conditions. As a result of the calibration and verification of the HSPF model, both the flow and the water quality were appropriately simulated. The simulated values were used to generate the Flow Duration Curve and the Load Duration Curve, and then the excess rate by entire flow conditions was analyzed. The point and non-point pollutant discharge loads for entire flow conditions were calculated. It is possible to evaluate the variability of water quality in specific flow duration through the curves reflecting the flow duration variability and to confirm the characteristics of the pollutant source. For a more scientific Total Water Load Management System, it is necessary to switch from a current system to a system that can take into account the entire flow conditions. For this, the application of the watershed model and load duration curve is considered to be the best alternative.

부영양화된 해양환경의 수질개선을 위한 해양생태계모델링의 적용 ; 한국의 진해만 (Application of ecosystem modeling for the assessment of water quality in an eutrophic marine environment; Jinhae Bay)

  • 이원찬;박성은;홍석진;오현택;정래홍;구준호
    • 해양환경안전학회:학술대회논문집
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    • 해양환경안전학회 2006년도 추계학술발표회
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    • pp.217-219
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    • 2006
  • This study focused an water quality response to land-based pollution loads and the appropriate pollutant load reduction in Chinhae Bay using an eco-hydrodynamic model. Land-based discharge foam urban areas, industrial complex and sewage treatment plant was the greatest contributor to cause red-tide blooms and summer hypoxia. Tidal currents velocity af the ebb tide was about 10 cm/s stronger than that of the flood tide. A residual current was simulated to. have a slightly complicated pattern with ranging from 0.1 to. 2.7 cm/s. In Masan Bay, pollutant materials cannot flaw from the inner to the outer bay easily because af residual currents flaw southward at surface and northward at the bottom. The simulation results of COD distribution showedhigh concentrations aver 3 mg/L in the inner part of Masan Bay related pollutant discharge, and charge, and lower levels less than 1.5mg/L in the central part of Chinhae Bay. For improvement water quality in Chinhae Bay, it is necessary to reduce the organic and inorganic loads from paint sources by mare than 50% and ameliorate severe polluted sediment.

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원단위법을 이용한 홍보유역의 오염부하량 산정 (Estimation of Pollutants Loads using Unit Load Method in Hong-Bo Watershed)

  • 김선주;이석호;허배영
    • 한국농공학회:학술대회논문집
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    • 한국농공학회 2001년도 학술발표회 발표논문집
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    • pp.492-496
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    • 2001
  • The purpose of this study is to estimation of pollutants loads using unit load method in Hong-bo watershed. In general, because river water quality management have been conducted with point source pollutant in our country, pollutants caused by precipitation have not been managed well so far. Especially the pollutants tends to concentrate in the reservoir of reclaimed land. Therefore, the reservoir of reclaimed land is need to continuous monitoring and update of an accurate data. also, It is need to improvement of environmental pollution. There are divide into nine sub-catchments and made an estimate of pollutants loads using unit load method in Hong-bo basin. The sample of data was during the 10 years.

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영농기 농촌 소유역의 비점오염물질 유출 특성 (Characteristics of Non-point Pollutants Discharge in a Small Agricultural Watershed during Farming Season)

  • 김진호;이종식;류종수;이경도;정구복;김원일;이정택;권순국
    • 한국환경농학회지
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    • 제24권2호
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    • pp.77-82
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    • 2005
  • 괴산지역 내 소규모 농업유역을 대상으로 영농기 농촌 소유역에서 발생하는 비점오염 물질의 유출 특성을 조사하고자 소하천의 본류, 생활하수 유입하천 및 강수의 오염물질 농도와 하천 유량을 측정하여 오염부하를 계산하였다. 그 결과 영농기 동안 농촌유역 소하천 말단에서의 수질은 BOD의 경우 강우기 평균 3.0 mg/L, 평상시 평균 2.4 mg/L의 값을 보였으며, SS의 경우 강우기 평균 76.6 mg/L, 평상시 평균 10.9 mg/L을 나타냈으며, T-N과 T-P는 각각 강우기 평균 8.7, 0.16 mg/L, 평상시 3.5, 0.11 mg/L의 값을 나타내었다. 연구 기간 동안 측정한 수질 농도와 유량을 곱하여 부하로 계산한 결과 영농기에 유출되는 오염부하의 경우 95% 이상이 강우기에 유출되는 것으로 나타났으며, 연구기간 동안 유역 말단에서 측정된 오염물질의 부하량은 T-N의 경우 $26.63kg/km^2/day$, T-P의 경우 $0.62kg/km^2/day$의 값을 나타내어 기존 연구 결과의 범위 안에 있었다. 대상유역의 발생 및 배출 오염부하를 산정하기 위하여 환경부의 오염총량관리계획수립지침에 의거 계산한 배출부하량을 본 연구에서 실측한 유달부하량과 비교한 결과 유달율이 모든 수질 항목에서 100%를 넘는 것으로 나타나 영농기 농촌 소유역에 적용하여 오염부하를 평가하기에는 한계가 있을 것으로 판단된다. 향후 농촌 유역의 특성과 영농활동을 고려한 시기별 비점오염 물질의 유출 기작에 대한 연구가 더욱 진행되어야 할 것으로 판단된다.

하수처리수 재이용에 따른 하천과 해역의 환경복원 및 수질관리 모델링 (Environmental Restoration and Water Quality Management Modeling of Coastal Area by Reuse of Treated Wastewater)

  • 이대인;윤양호;박일흠;이규형;조현서
    • 한국환경과학회지
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    • 제16권4호
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    • pp.505-521
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    • 2007
  • This study estimated response of water duality and pollutant behavior according to the discharge and reuse of treated wastewater by three-dimensional eco-hydrodynamic model, and suggest plan that water quality management and environmental restoration in the coastal area including urban stream of Yeosu, Korea. Dispersions of low-saline water and COD by treated wastewater loads (design facility capacity, about $110,000m^3/d$) were very limited in near of effluent site. Nutrients, however, increase compared to the other water quality factors, especially total nitrogen was very sensitive to input loads. When reuse some of treated wastewater to Yeondeung stream, nitrogen was big influence on estuarine water quality. Although current characteristics of treated wastewater such as discharge and water quality were negligible to the change of marine environment, effluent concentration of COD, TN and TP, especially 40% of TN, are reduced within the allowable pollutant loads for satisfy environmental capacity and recommended water duality criteria. Also, controls of input point/non-point sources to Yeondeung stream and base concentration of pollutants in coastal sea itself are very necessary.