• 제목/요약/키워드: Inflow pollutants

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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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대청호 유역 비점오염원 제어를 위한 생태습지의 오염물질 제거효율 평가 (Evaluation of Removal Efficiency of Pollutants in Constructed Wetlands for Controlling Nonpoint Sources in the Daechung Reservoir Watershed)

  • 박별님;조영철
    • 생태와환경
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    • 제56권2호
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    • pp.127-139
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    • 2023
  • 대청호는 유역에 있는 비점오염원으로부터 유입되는 오염물질로 인해 남조류 과다증식에 기인한 녹조가 빈번하게 발생하고 있다. 이에 녹조 관리 대책 중 하나로 인공습지를 설치하여 호소에 유입되는 오염물질을 저감하고 있다. 본 연구에서는 비점오염원의 관리방법으로 인공습지의 적용 가능성을 평가하기 위해 대청호 상류에 설치된 서화천 생태습지를 대상으로 2014년부터 2020년까지 유입수 및 유출수의 BOD, COD, SS, T-N, T-P 등 오염물질 농도를 분석하였다. 분석 결과 대체적으로 인공습지에서의 처리를 통해 오염물질의 농도가 감소하는 것이 확인되었으며, 특히, 유기물질보다 질소, 인과 같은 영양염류에 있어 높은 처리효율이 확인되었다. 유입수의 오염물질 농도에 따른 처리효율을 구간을 나누어 분석한 결과 대체적으로 고농도에서 처리효율이 높은 경향을 나타내었다. 설치 및 운영 경과에 따른 연도별 인공습지 처리효율을 분석한 결과, T-P에서 큰 변화가 확인되었다. 이는 인공습지 조성 초기에는 식생의 성장에 따라 높은 처리효율을 보였지만, 식생이 안정화되고 습지 퇴적층이 포화됨에 따라 처리효율이 점진적으로 감소한 결과로 판단된다. 본 연구의 결과는 초기 강우 등 높은 농도의 오염물질 유입 및 주기적인 퇴적토 준설 등의 관리가 이루어진다면 인공습지가 유역면적이 넓고, 비점오염원의 영향을 크게 받는 댐 저수지의 부영양화 억제에 유용한 수단이 될 수 있음을 보여준다.

조정지댐에 유입하는 도시하천 오염특성에 관한 연구 (A Study on Pollution Property of Urban River Inflow in Regulating Reservoir)

  • 장인수;박기범;이원호
    • 한국환경과학회지
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    • 제15권10호
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    • pp.935-943
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    • 2006
  • This study focuses on analyzing the inflow characteristic of contaminants of city water that flows into a main water system like a reservoir, and intends to provide basic data which can be efficiently reflected on water quality management policy and decision making of a reservoir. The conclusion obtained from the analysis of the inflow of a main water system by analyzing the inflow property of city water contaminants is as follows. In the case of Chungju-cheon stream which is the city water, pollution load from the basic outflow is low when it rains, and with high load of basic outflow during the dry season, due to the discharge of pollutants from the city, the quality of water becomes worse. In the case of Chungju-cheon stream, average BOD is $4.53mg/{\ell}$ when it rains, and the contaminants increase and flow in about 7.8% compared to the average BOD during the average droughty season. The average SS concentration in water is $798.67mg/{\ell}$ and increased 97.2% compared to the average droughty season.

왕송저수지 및 유입하천의 수질특성에 관한 연구 (Characteristics of Water Quality in Wangsong Reservoir and Its Inflow Streams)

  • 조덕희;이경희;한송희;송진호;권상조;김복준;이기종;이정복
    • 상하수도학회지
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    • 제26권2호
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    • pp.201-208
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    • 2012
  • Wangsong Reservoir needs a systematic approach that can control water purity and water quality improvement. This study was carried out to assess the seasonal variation of water quality and the effect of pollutant being loaded from watershed in a sallow eutrophic reservoir(Wangsong Reservoir) from March to November, 2011. Wangsong Reservoir, located in Uiwang City, has the capacity of 2 million $m^{3}$ in irrigation water supply with the drainage of 4.2 $km^{2}$. Average concentrations of BOD, COD, T-N, T-P, and Chloropyll-a in Wangsong Reservoir were 5.8 mg/L, 9.7 mg/L, 4.299 mg/L, 0.106 mg/L and 73.1 mg/$m^{3}$, respectively. In the inflow streams and treated sewage of Wangsong Reservoir, the T-N concentrations of 4.114 - 14.619 mg/L were higher than those in the Reservoir and the other pollutants were lower. As a result of investigation, Wangsong Reservoir exceeded the agricultural water standard level due to algal growth and accumulation from the upper streams and sewage. In order to achieve the targeted water quality in Wangsong Reservoir, it is required to be decreased in pollutants of internal and inflow streams.

동아시아 지역에서 광역적 대기오염의 이동: 위성과 지상 관측 (Large-Scale Transport of Air Pollutants in the East Asian Region: Satellite and Ground Observations)

  • 김학성;정용승
    • 한국지구과학회지
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    • 제28권1호
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    • pp.123-135
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    • 2007
  • 동아시아에서 광역적인 대기오염 이동과 한반도 유입을 인공위성과 지상 관측을 통해 5개의 사례를 분석하였다. 이 사례들은 주로 중국 대륙의 도시와 산업지대에서 배출된 오염물질들이 황해를 지나 한반도에 상륙 및 통과하는 광역적인 대기오염 이동이다. NOAA인공위성 관측 자료의 분석은 가시영역과 적외선 영역의 3개 채널을 합성하여 영상을 만들고, 황해 위에서 대기오염의 분포와 이동을 구별해 낼 수 있었다. 또한 청원의 배경관측지점에서 대기오염의 지상 관측 자료는 인공위성 관측 자료와 비교하여 검증하는데 매우 가치가 있었다. 특히, 광역적 대기오염의 이동 사례에서는 $PM_{10}$$PM_{2.5}$ 농도의 차이가 적으면서, $PM_{2.5}$값이 높게 증가한다. 그러나 황사의 경우는 $PM_{10}$ 농도가 훨씬 높게 관측되어 $PM_{2.5}$와의 차이가 매우 큼이 특징적이다. 2006년 1월 27일의 사례에서는 중국 발원의 광역적 대기오염이 한반도의 중부 및 남서지역으로의 유입을 인공위성뿐 아니라 여러 지상관측소들에서 순차적으로 관측할 수 있었다. 북북서 기류가 제주도 한라산을 넘어서 풍하측 멀리까지 구름을 소산시키고 대기오염을 감소시키며, 카르만 소용돌이를 만들고 있었다.

송야천 유역의 비점오염물질 유출 특성 및 오염기여율 분석 (Analysis of Characteristics of NPS Runoff and Pollution Contribution Rate in Songya-stream Watershed)

  • 강태성;유나영;신민환;임경재;박민지;박배경;김종건
    • 한국물환경학회지
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    • 제39권4호
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    • pp.316-328
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    • 2023
  • In this study, the characteristics of nonpoint pollutant outflow and contribution rate of pollution in Songya-stream mainstream and tributaries were analyzed. Further, water pollution management and improvement measures for pollution-oriented rivers were proposed. An on-site investigation was conducted to determine the inflow of major pollutants into the basin, and it was found that pollutants generated from agricultural land and livestock facilities flowed into the river, resulting in a high concentration of turbid water. Based on the analysis results of the pollution load data calculated through actual measurement monitoring (flow and water quality) and the occurrence and emission load data calculated using the national pollution source survey data, the S3 and S6 were selected as the concerned pollution tributaries in the Songya-stream basin. Results of cluster analysis using Pearson correlation coefficient evaluation and Density based spatial clustering of applications with noise (DBSCAN) technique showed that the S3 and S6 were most consistent with the C2 cluster (a cluster of Songya-stream mainstream owned area) corresponding to the mainstream of Songya-stream. The analysis results of the major pollutants in the concerned pollution tributaries showed that livestock and land pollutants were the major pollutants. Consequently, optimal management techniques such as fertilizer management, water gate management in paddy, vegetated filter strip and livestock manure public treatment were proposed to reduce livestock and land pollutants.

Performance Analysis of a Hydrodynamic Separator for Treating Particulate Pollutants in Highway Rainfall Runoff

  • Yu, Jianghua;Yi, Qitao;Kim, Young-Chul
    • Environmental Engineering Research
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    • 제14권4호
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    • pp.262-269
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    • 2009
  • This study examined the separation characteristics of particles in the rainfall runoff from paved roads using a ${\varphi}7.5$ cm hydrocyclone. The volume fraction and total suspended solids concentrations in the overflow and underflow from the hydrocyclone, as well as the separation efficiency were determined. The results indicated that the overflow volume increased with increasing operational pressure, but decreased with decreasing ratio of underflow outlet to inlet sizes ($D_u/D_i$), while the underflow to overflow volumes showed contrary behavior. The total suspended solid (TSS) concentration ratio between the overflow and inflow ($TSS_{over/in}$) decreased as a function of the operational pressure, while the corresponding ratio of underflow to inflow ($TSS_{under/in}$) increased. There was no visible difference in the $TSS_{over/in}$ with increasing $D_u/D_i$ ratio, but the $TSS_{under/in}$ decreased sharply. The particle removal efficiency was mainly affected by the particle size.

BASINS/HSPF 모델을 이용한 화성호 수질보전을 위한 상류 유역 수질개선방안 연구 (Watershed Management Measures for Water Quality Conservation of the Hwaseong Reservoir using BASINS/HSPF Model)

  • 강형식;장재호
    • 한국물환경학회지
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    • 제29권1호
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    • pp.36-44
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    • 2013
  • HSPF model based on BASINS was applied to analyze effects of watershed management measures for water quality conservation in the Hwaseong Reservoir watershed. The model was calibrated against the field measurements of meteorological data, streamflow and water qualities ($BOD_5$, T-N, T-P) at each observatory for 4 years (2007-2010). The water quality characteristics of inflow streams were evaluated. The 4 scenarios for the water quality improvement were applied to inflow streams and critical area from water pollution based on previous researches. The reduction efficiency of point and non-point sources in inflow streams was evaluated with each scenario. The results demonstrate that the expansion of advanced treatment system within wastewater treatment plants (WWTPs) and construction of pond-wetlands would be great effective management measures. In order to satisfactory the target water quality of reservoir, the measures which can control both point source and non-point source pollutants should be implemented in the watershed.

건기와 우기시 낙동강 유역 분류식 하수관거의 유입수/침입수의 분석 (Analysis of Infiltration/Inflow at Dry and Rainfall Periods in Separated Sewer System of Nakdong River Basin)

  • 구정은;이홍신;손건태;이성억;이승환
    • 상하수도학회지
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    • 제25권1호
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    • pp.75-84
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    • 2011
  • This study was conducted to provide a basic information for the establishment of operation and treatment processes in sewer system of Nakdong river basin to minimize the overall pollutants loading to water body. Sewage flowrates were regularly measured and monitored at various sampling points of newly-built separated sewer system located in G City GA sites. To assess the inflow sewage flowrate, various calculating methods such as water-use evaluation, average-minimum daily flow quality evaluation, minimum daily flow evaluation, night water-use evaluation were used. Average I/Is were calculated except water-use evaluation. Average I/Is were found to be 6.5 $m^{3}/d$, 3.5 $m^{3}/d$, 7.7 $m^{3}/d$ at GA-1, GA-2, GA-3 points respectively. I/I ratios of three areas were found to be 4.8 %, 2.0 % and 2.7 % respectively and were obviously lower than those of the other separated sewer systems as shown in the previous studies.

시화호에서 해수유입 전.후의 수환경 요인과 식물플랑크톤 동태 (Dynamics of Water Environmental Factors and Phytoplankton Before and After Inflow of Seawater in Shingwa Reservoir)

  • 신재기;김동섭;조경제
    • 한국환경과학회지
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    • 제9권2호
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    • pp.115-123
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    • 2000
  • The dynamics of water quality and phytoplankton population had examined by monthly sampling from the upper to the lower part of watergate in an artificial Shihwa Reservoir in which situated near newly cities and incustrial complex on the west coast of Korea from January 1997 to December 1998. Among environmental factors, yearly average concentration of chl-a, TN and TP seemed to eutrophic or hypertrophic conditions that ranged 146.4~245.8 $\mu\textrm{g}$/$\ell$, 1.6~2.7 mg N/$\ell$, 258~448 $\mu\textrm{g}$ P/$\ell$, 26.9~80.7 $\mu\textrm{g}$/$\ell$, 1.0~2.4 mgN/$\ell$ and 74~239 $\mu\textrm{g}$P/$\ell$ respectively. Water quality was extremely deteriorated to consistently accumulation into inner reservoir by load of pollutants from autochthonous and allochthonous until early July 1997 after embankment. Water pollution of Shihwa Reservoir was remarkble on the biological condition with largely persistent bloom of phytoplankton and increase rate of standing crops was 2.4/yr. The development trend of phytoplankton in water ecosystem were closely related to increse and decrease of physico-chemical factors and those scale seemed to control by nutrient contents. Inflow of seawater into reservoir to object of repair of water quality. As to see dominant species, composition of those composed to mostly freshwater algae before inflow of seawater such as Selenastrum capricornutum of green algae, cyclotella atomus, C. meneghiniana of diatom and Microcystis spp. of blue-green algae and the other hand brackish algae were dominated after inflow of seawater such as Chaetoceros dicipiens, Skeletonema costatum of diatom, Dinophysis acuminata, Gymnodinium mikimotoi, G. sanguineum, Gyrodinium spirale, Prorocentrum minmum of dinoflagellate and Eutreptiella gymnastica of euglenoid. Moreover, small flagellates including Chroomonas spp. of cryptomonad were abundant throughout the year. The cause of water deterioration during fill of the freshwater were complexly supported with extra and intra parameters. The variation pattern of phytoplankton were related to water temperature and salinity by inflow of seawater based to plentiful nutrients. The dynamics of phytoplankton were assessed to ecosystem that clearly condition of dominant by unique or a few angel species seasonally.

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