• Title/Summary/Keyword: 수질인자

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Optimum conditions for artificial neural networks to simulate indicator bacteria concentrations for river system (하천의 지표 미생물 모의를 위한 인공신경망 최적화)

  • Bae, Hun Kyun
    • Journal of Korea Water Resources Association
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    • v.54 no.spc1
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    • pp.1053-1060
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    • 2021
  • Current water quality monitoring systems in Korea carried based on in-situ grab sample analysis. It is difficult to improve the current water quality monitoring system, i.e. shorter sampling period or increasing sampling points, because the current systems are both cost- and labor-intensive. One possible way to improve the current water quality monitoring system is to adopt a modeling approach. In this study, a modeling technique was introduced to support the current water quality monitoring system, and an artificial neural network model, the computational tool which mimics the biological processes of human brain, was applied to predict water quality of the river. The approach tried to predict concentrations of Total coliform at the outlet of the river and this showed, somewhat, poor estimations since concentrations of Total coliform were rapidly fluctuated. The approach, however, could forecast whether concentrations of Total coliform would exceed the water quality standard or not. As results, modeling approaches is expected to assist the current water quality monitoring system if the approach is applied to judge whether water quality factors could exceed the water quality standards or not and this would help proper water resource managements.

Estuary reservoir water-level management using robust decision making (로버스트 의사결정기법을 활용한 담수호 관리수위 산정)

  • Seokhyeon Kim;Sinae Kim;Hyunji Lee;Jihye Kwak;Jihye Kim;Moon Seong Kang
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.421-421
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    • 2023
  • 하구담수호는 하천의 출구점이 해양과 만나는 곳에 방조제를 건설하고 이를 통해 형성되는 인공호수이다. 출구점에 위치한 지리적 특성은 많은 수자원을 확보할 수 있지만 유역에서 발생하는 모든 유입량 및 오염물질이 유입되어 홍수위험 및 수질악화가 문제점으로 제시되고 있다. 담수호의 관리수위는 배수갑문 운영에 기초가 되는 수위로 용수공급, 홍수위험도를 고려하여 산정한다. 하지만 기후변화로 인해 가뭄, 홍수의 위험성이 커지고 있으며, 이를 고려하여 관리수위의 산정이 필요하다. 로버스트 의사결정 기법은 기후변화의 불확실성 하에서의 정책 결정을 위해 제시된 개념으로 불확실한 미래상황에 대하여 최적이 아닌 여러상황의 준수한 결과를 보이는 방법을 선정해 예상치 못한 상황에도 대비할 수 있는 것을 목적으로 한다. 본 연구에서는 담수호의 관리수위 산정을 위해 로버스트 의사결정 기법을 적용하였다. 관리수위 산정을 위해 미래 기후변화 시나리오는 CanESM5 GCM의 SSP1, 2, 3, 5 시나리오를 이용하였으며 담수호 관리수위는 기존 관리수위를 포함한 5개의 관리수위를 모의하였다. 각 시나리오에 따른 유입량, 호소수위 및 호소수질 변화를 모의하기위해 유역모형 HSPF와 호소모형인 EFDC-WASP 모형을 연계하여 활용하였다. 로버스트 의사결정 기법에 성능인자로는 신뢰도기반 이수, 치수, 수질지표를 활용하였으며, 결정인자으로 후회도를 활용하였다. 후회도는 로버스트의사 결정에서 널리 쓰이는 결정인자로 가장 좋은 성능인자와 그 대안의 성능인자의 차이를 의미한다. 최종적으로 최소의 최대 후회도를 갖는 시나리오를 1순위로 선정하였다.

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Development of River Recreation Index Model by Synthesis of Water Quality Parameters (수질인자의 합성에 의한 하천 레크리에이션 지수 모델의 개발)

  • Seo, Il Won;Choi, Soo Yeon
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.34 no.5
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    • pp.1395-1408
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    • 2014
  • In this research, a River Recreation Index Model (RRIM) was developed to provide sufficient information on the water quality of rivers to the public in order to secure safety of publics. River Recreation Index (RRI) is an integrated water quality information for recreation activities in rivers and expressed as the point from 0 to 100. The proposed RRIM consisted of two sub models: Fecal Coliform Model (FCM) and Water Quality Index Model (WQIM). FCM predicted Fecal Coliform Grade (FCG) using a logistic regression and WQIM synthesized water quality parameters of, DO, pH, turbidity and chlorophyll a into Water Quality Index (WQI). FCG and WQI were integrated into RRI by the integrating algorithm. The proposed model was applied to upstream of Gangjeong Weir in Nakdong River, and compared with Real Time Water Quality Index (RTWQI) which is the existing water quality information system for recreation use. The results show that calculated RRI reflected change of integrated water quality parameters well. Especially chlorophyll a showed Pearson correlation coefficient -0.85 with RRI. Also, RRIM produced more conservative index than RTWQI because RRI was calculated considering uncertainty of water quality criteria. Further, RRI showed especially low values when fecal coliform was predicted as low grade.

A Study on Water Quality Improvement in Data Base Considering Hwang River watershed Characteristic (황강 유역특성을 고려한 데이터기반 수질개선방안 연구)

  • Jo, Bu Geon;Jung, Woo Suk;Lee, Jong Mun;Kim, Young Do
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.127-127
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    • 2018
  • 우리나라 자연수역의 수질이 산업활동으로 배출된 오 폐수와 토지 및 가축에의한 하천오염의 심각성 및 보존에 대한 문제가 많은 관심을 받고 있다. 따라서 하천의 수질모델링에 관한 연구가 국내외적으로 진행되고 있다. 황강은 합천댐하류에서 낙동강 본류로 합류될 때까지에 해당하며 황강유역은 각 소하천에서의 유입되는 오염원과 임야 및 농촌지역으로서 각 시기에 발생하는 비점 오염원의 관리가 필요하다. 하천의 수질 모델링은 해당 수계의 오염부하량, 유출량 등 환경요인의 변화에 이에 따른 하천수질 목표지점의 수질변화를 모의함으로써 합리적 접근방법으로 효과적인 수질관리가 가능하도록 만들어준다. QUAL계열 모델 은 수질항목, 수역 특성, 기타 기초 자료의 제공여건 등을 고려하고 있다. 본 연구에서는 이러한 변화 요소와 기여 특성을 반영한 모의와 해석이 최적화된 QUAL-MEV 모델을 이용하였다. 수질개선방안 시나리오에서는 기존의 수질모델링 연구에 데이터 분석을 포함하여 각 인자간의 연관성 및 영향관계를 파악하고 수질개선방안에 있어 원인을 찾아보고자 한다. 부하량위주의 기존 시나리오 구성과 데이터분석 기반의 시나리오를 비교 분석하여 각 시나리오의 장 단점을 비교하여 유역맞춤형 관리방안을 모색하고자 한다.

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Comparative Assessment of Specific Genes of Bacteria and Enzyme over Water Quality Parameters by Quantitative PCR in Uncontrolled Landfill (정량 PCR을 이용한 비위생 매립지의 특정 세균 및 효소 유전자와 수질인자와의 상관관계 평가)

  • Han, Ji-Sun;Sung, Eun-Hae;Park, Hun-Ju;Kim, Chang-Gyun
    • Journal of Korean Society of Environmental Engineers
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    • v.29 no.8
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    • pp.895-903
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    • 2007
  • As for the increasing demanding on the development of direct-ecological landfill monitoring methods, it is needed for critically defining the condition of landfills and their influence on the environment, quantifying the amount of enzymes and bacteria mainly concerned with biochemical reaction in the landfills. This study was thus conducted to understand the fates of contaminants in association with groundwater quality parameters. For the study, groundwater was seasonally sampled from four closed unsanitary landfills(i.e. Cheonan(C), Wonju(W), Nonsan(N), Pyeongtaek(P) sites) in which microbial diversity was simultaneously obtained by 16S rDNA methods. Subsequently, a number of primer sets were prepared for quantifying the specific gene of representative bacteria and the gene of encoding enzymes dominantly found in the landfills. The relationship between water quality parameters and gene quantification were compared based on correlation factors. Correlation between DSR(Sulfate reduction bacteria) gene and BOD(Biochemical Oxygen Demand) was greater than 0.8 while NSR(Nitrification bacteria-Nitrospira sp.) gene and nitrate were related more than 0.9. A stabilization indicator(BOD/COD) and MTOT(Methane Oxidation bacteria), MCR(Methyl coenzyme M reductase), Dde(Dechloromonas denitrificans) genes were correlated over 0.8, but ferric iron and Fli(Ferribacterium limineticm) gene were at the lowest of 0.7. For MTOT, it was at the highest related at 100% over BOD/COD. In addition, anaerobic genes(i.e., nirS-Nitrite reductase, MCR. Dde, DSR) and DO were also related more than 0.8, which showing anaerobic reactions generally dependant upon DO. As demonstrated in the study, molecular biological investigation and water quality parameters are highly co-linked, so that quantitative real-time PCR could be cooperatively used for assessing landfill stabilization in association with the conventional monitoring parameters.

Design of Optimal Water Treatment Processes based on Required Water Quality for Utilization of the Saemanguem Lake Water (새만금 담수 활용을 위한 요구수질별 최적의 수처리 방안 연구)

  • Choi, Kyung-Sook;Lee, Kwang-Ya
    • Journal of agriculture & life science
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    • v.46 no.2
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    • pp.169-178
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    • 2012
  • This study was aimed at providing optimal water treatment processes based on various required water quality for utilization of the Saemangeum lake water as water supply alternatives to this area. Various water treatment methods were considered for investigation there characteristics, pollution removal rate, pros and cons in order to select appropriate water treatment processes satisfying the required water quality for different purposes. As results, the FDA system for SS, turbidity, BOD removals, UV treatment for coliform, BOD removals, FNR process for T-N, T-P removals, and ECRS process for desalination purpose were found to be better methods in senses of removal efficiency, operation and maintenance. Case studies were provided with cost analysis for field applications in the Saemangeum area.

Characteristics of Groundwater Quality for Agricultural Irrigation in Plastic Film House Using Multivariate Analysis (다변량분석법을 이용한 시설재배지 지하수 수질 특성)

  • Kim, Jin-Ho;Choi, Chul-Mann;Lee, Jong-Sik;Yun, Sun-Gang;Lee, Jung-Taek;Cho, Kwang-Rae;Lim, Su-Jung;Choi, Seung-Chul;Lee, Gyeong-Ja;Kwon, Yeu-Seok;Kyung, Ki-Chon;Uhm, Mi-Jeong;Kim, Hee-Kwon;Lee, You-Seok;Kim, Chan-Yong;Lee, Seong-Tae;Ryu, Jong-Su
    • Korean Journal of Environmental Agriculture
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    • v.27 no.1
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    • pp.1-9
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    • 2008
  • The main purpose of this study is to accumulate the fundamental data representing groundwater of plastic film houses by means of water quality and its multivariate statistical analysis. Groundwater samples were collected in every two years since 2000 to 2004 from total 211 sites. According to the result of water quality analysis, ground water quality was suitable for irrigation purpose averagely. Correlation analysis showed that EC was highest positively correlated with $Mg^{2+}$ to 0.810(p<0.01), 0.776(p<0.01) in April and July, respectively. $NO_3-N$ was highest positively correlated with T-N to 0.794(p<0.01) in October. This result shows that it can lead to a different result even in similar case sometimes. Four factors were extracted through factor analysis in April and July, but five factors were extracted in October. The proportions of cumulative variance by the factor were 64.9, 60.2, and 70.7 in April, July, and October, respectively. The first factor was highly related to anions and cations such as $Ca^{2+},\;Mg^{2+},\;Cl^-,\;{SO_4}^{2-}$, and EC in contrast to that of stream water. According to the cluster analysis, 211 sites are classified into four groups. Common type of ground water quality was shown in group A. The pH and $PO_4-P$ were highest in Group B. The anions and cations were highest in Group C. $COD_{Cr}$ was highest in Group D.

Sensitivity Analysis of Runoff-Quality Parameters in the Urban Basin (도시 배수유역의 유출-수질 특성인자의 민감도 분석)

  • Lee, Jong-Tae;Gang, Tae-Ho
    • Journal of Korea Water Resources Association
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    • v.30 no.1
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    • pp.83-93
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    • 1997
  • The purpose of the study is to analyze the sensitivity of the parameters that affect the runoff and water quality in the studied drainage basins. SWMM model is applied to the four drainage basins located at Namgazwa and Sanbon in Seoul and Gray Haven and Kings Creek in the USA. first of all, the optimum values of the parameters which have least simulation error to the observed data, are detected by iteration procedure. These are used as the standard values which are compared against the procedure. These are used as the standard values which are compared against the varied parameter values. In order to catch the effectiveness of the parameters to the computing result, the parameters are changed step by setp, and the results are compared to the standard results in flowerate and quality of the sewer. The study indicates that the discharge is greatly affected by the types of runoff surface, i.e., impervious area remarkably affects the peak flow and runoff volume while the surface storage affects the runoff volume at mild sloped basins. In addition, the major parameters affecting the pollution concentrations and loadings are the contaminant accumulation coefficient per unit area per time and the continuous dry weather days. Furthermore, the factors that affect the water quality during the initial rainfall period are the rainfall intensity, transport capacity coefficient and its power coefficient. Consequently, in order to simulate the runoff-water quality, it is needed to evaluate previous data in the research performed for the studied basins. To accurately estimated from the tributary areas and the rational computation methods of the pollutants calculation should be introduced.

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Study on characteristic of Advanced oxidation process for improvement of dyeing wastewater effluent quality (염색폐수 방류수 수질개선을 위한 고도산화처리에 관한 연구)

  • Lee, Sang-Hun;Park, Jun-Hyung;Shin, Dong-Hoon;Ryu, Seung-Han
    • Proceedings of the Korean Society of Dyers and Finishers Conference
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    • 2012.03a
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    • pp.118-118
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    • 2012
  • 현재 정부는 친환경녹색성장을 모티브로 환경기준을 강화하고 있으며, 오염 발생원을 최소화 하고자 현재 가동중인 환경기초시설을 대상으로 고도산화공정을 추가하여 오염 배출량을 최소화 하도록 정부와 지자체가 독려하고 있는 중이다. 따라서 대표적인 환경오염 업종인 섬유/염색 관련업체는 강화되는 환경기준을 만족하기 위한 공정검토가 불가피한 현실이다. 특히 대구 OO염색공단은 염색업체가 집적되어 있어 난분해성 오염물질과 색도유발물질이 다량 발생되고 있으며, 폐수처리장에서 운영 중인 재래식 폐수처리공정으로는 강화되는 방류수 수질기준을 충족할 수 없다. 따라서 본 연구에서는 방류수 수질기준을 만족하기 위한 고도산화 공정을 검토하였으며, 그 공정의 최적인자를 도출하고자 하였다. 고도산화 공정에서 오존산화, Peroxone AOP, Fenton oxidation 공정을 검토하였으며, 강화되는 수질기준을 만족할 수 있는 최적인자 및 처리효율을 검토하였다. 그 결과 조건에 따라 COD, T-N, T-P, 색도 등에서 처리효율은 40 ~ 90% 범위로 경제성을 고려하여 최적의 운전조건을 도출 하였다.

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Analysis of Water Quality factor and Correlation between Water Quality and Chl-a in Middle and Downstream Weir Section of Nakdong River (낙동강 중·하류 보 구간의 수질특성 및 Chl-a와 수질인자의 상관관계 분석)

  • Jung, Sun-Young;Kim, Il-Kyu
    • Journal of Korean Society of Environmental Engineers
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    • v.39 no.2
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    • pp.89-96
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    • 2017
  • This study analyzed the characteristics of water quality and the correlation between Chl-a and water quality factors among four weirs located in the middle and downstream of Nakdong River for five years. The concentration of nutrients and Chl-a from DS to CH was higher than that of GG, which is considered to be due to the influx of Kumho River located at upstream of DS. There was a significant correlationship between Chl-a and most of the water quality factors for all season data. Based on the comparison results between all season data and summer season data, a negative correlation between Chl-a and nutrients ($PO_4-P$, $NH_3-N$) was increased. Based on analysis on summer in 2015 with relatively low precipitation and high algal blooms, the correlation between Chl-a and $PO_4-P$ at all sites were increased. Therefore phosphorus is an important factor in the river on summer season. And PCA results showed the first factor was classified as T-N, $NO_3-N$ for all seasons, and the first factor was classified as T-P, $PO_4-P$ for summer seasons. Consequently, the middle and downstream of Nakdong River were most affected by nutrients, especially it was affected by phosphorous pollutants rather than nitrogen pollutants during summer seasons.