• 제목/요약/키워드: Water quality level model

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판별분석을 통한 농촌유역 소하천의 수질등급모형(WQLM) 개발 및 적용 (Development and Application of Water Quality Level Model (WQLM) for the Small Streams of Rural Watersheds with Discriminant Analysis)

  • 김진호;최철만;류종수;정구복;신중두;한국헌;이정택;권순국
    • 한국물환경학회지
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    • 제23권2호
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    • pp.260-265
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    • 2007
  • This study was carried out to complement water quality standards and to establish new concept for water quality standards reflecting current state of water quality in small streams. By this purpose, discriminant analysis was performed and Water Quality Level Model (WQLM) was developed using the data such as EC, BOD, $COD_{Mn}$, SS, T-N, T-P, $NH_3-N$ in 224 agricultural streams. To give water quality level for water quality parameters, it divided into 20% respectively in the order of excellent water quality. On the basis of the lowest water quality level, water quality level of small streams is granted. As a result of it, number of stream corresponding to Level I was no, Level II was 2 streams, Level III was 22 streams, Level IV was 70 streams, and Level V was 130 streams. Average of water quality in each level was the highest in Level V. EC, SS, and T-N of 7 parameters were selected in variance concerned water quality level. By standardized canonical discriminant function coefficient, EC of three variances was the highest in 0.625 at the discriminant power. The next was T-N (0.509), SS (0.414). By discriminant function for water quality level, Level II was equal to $-2.973+19.376{\times}(EC)+0.647{\times}(T-N)+0.009{\times}(SS)$, Level III was equal to $-3.288+19.190{\times}(EC)+0.733{\times}(T-N)+0.041{\times}(SS)$, Level IV was equal to $-4.462+27.097{\times}(EC)+0.792{\times}(T-N)+0.053{\times}(SS)$, and Level V was equal to $-9.117+40.040{\times}(EC)+1.305{\times}(T-N)+0.111{\times}(SS)$. As a result of test at real agricultural watershed of Jeongan and Euidang in Gongju city, the fitness of WQLM was high to 88.78%. But, to get accomplished water quality assessment more exactly in agricultural streams, we had to concentrate and get vast data, and WQLM was modified and complemented continually.

유역-호소 연계모형을 이용한 상류 오염원 관리에 따른 담수호 수질영향평가 (Assessment of Estuary Reservoir Water Quality According to Upstream Pollutant Management Using Watershed-Reservoir Linkage Model)

  • 김석현;황순호;김시내;이현지;전상민;강문성
    • 한국농공학회논문집
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    • 제64권6호
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    • pp.1-12
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    • 2022
  • Estuary reservoirs were artificial reservoir with seawalls built at the exit points of rivers. Although many water resources can be saved, it is difficult to manage due to the large influx of pollutants. To manage this, it is necessary to analyze watersheds and reservoirs through accurate modeling. Therefore, in this study, we linked the Hydrological Simulation Program-FORTRAN (HSPF), Environmental Fluid Dynamics Code (EFDC), and Water quality Analysis Simulation Program (WASP) models to simulate the hydrology and water quality of the watershed and the water level and quality of estuary lakes. As a result of applying the linked model in stream, R2 0.7 or more was satisfied for the watershed runoff except for one point. In addition, the water quality satisfies all within 15% of PBIAS. In reservoir, R2 0.72 was satisfied for water level and the water quality was within 15% of T-N and T-P. Through the modeling system, We applied upstream pollutant management scenarios to analyze changes in water quality in estuary reservoirs. Three pollution source management were applied as scenarios, the improvement of effluent water quality from the sewage treatment plant and the livestock waste treatment plant was effective in improving the quality of the reservoir water, while the artificial wetland had little effect. Water quality improvement was confirmed as a measure against upstream pollutants, but it was insufficient to achieve agricultural water quality, so additional reservoir management is required.

영일만내의 유동과 수질특성에 관한 연구 (Study on Current and Water Quality Characteristics in Yongil Bay)

  • 김헌덕;김종인;류청로
    • 한국해양공학회지
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    • 제15권4호
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    • pp.28-37
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    • 2001
  • The water quality in Yongil Bay is getting worse due to the sewage and the waste water from the surrounding industrial complex. The study aims to simulate the current system that is necessary to build ecosystem model for the optium water quality control and clarify the correlation of current system characteristics with water quality in Yongil Bay. To clarify the characteristics of coastal water movement system and verify the applicability of the 3-D model, the current system was simulated using 3-D model baroclinic model which considers tidal current and density effects. As the results of numerical experiments, it is proved the 3-D model is the most applicable on appearing the current system of the stratificated Yongil Bay difference of density. Form the results of simulation considered tidal current only, it can be clarified that the water body flows in the inner bay through the bottom layer and flows out the outer bay through the surface layer in Yongil Bay. And the fresh water from the Hyongsan river and the thermal discharge form POSCO have a little effect on the current system in Yongil Bay, but the diffusion of heat and salt has an important effect upon the formation of the density stratification of the water quality distribution is closely related with the current structure characteristics as well as the tidal residual current system in Yongil Bay.

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임계치 모형과 인공신경망 모형을 이용한 실시간 저수지 수위자료의 이상치 탐지 (Outlier Detection of Real-Time Reservoir Water Level Data Using Threshold Model and Artificial Neural Network Model)

  • 김마가;최진용;방재홍;이재주
    • 한국농공학회논문집
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    • 제61권1호
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    • pp.107-120
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    • 2019
  • Reservoir water level data identify the current water storage of the reservoir, and they are utilized as primary data for management and research of agricultural water. For the reservoir storage management, Korea Rural Community Corporation (KRC) installed water level stations at around 1,600 agricultural reservoirs and has been collecting the water level data every 10 minutes. However, various kinds of outliers due to noise and erroneous problems are frequently appearing because of environmental and physical causes. Therefore, it is necessary to detect outlier and improve the quality of reservoir water level data to utilize the water level data in purpose. This study was conducted to detect and classify outlier and normal data using two different models including the threshold model and the artificial neural network (ANN) model. The results were compared to evaluate the performance of the models. The threshold model identifies the outlier by setting the upper/lower bound of water level data and variation data and by setting bandwidth of water level data as a threshold of regarding erroneous water level. The ANN model was trained with prepared training dataset as normal data (T) and outlier (F), and the ANN model operated for identifying the outlier. The models are evaluated with reference data which were collected reservoir water level data in daily by KRC. The outlier detection performance of the threshold model was better than the ANN model, but ANN model showed better detection performance for not classifying normal data as outlier.

격자 해상도에 따른 EFDC의 새만금호 모의 (The Comparison of Grid Resolutions using EFDC in Saemangeum Reservoir)

  • 신유리;장정렬;최정훈;조영권
    • 한국물환경학회지
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    • 제28권5호
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    • pp.646-656
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    • 2012
  • This study area was Saemangeum Reservoir in Korea and the applied model was Environmental Fluid Dynamics Code(EFDC). It was the same as the scenarios to the boundary and initial conditions except the resolutions of the model grids. The resolutions were about 800 and 2,000 cells. It was considered scenario 1 and 2. The model was performed to simulate the water temperature, salinity, water quality parameters such as dissolved oxygen(DO), chemical oxygen demand(COD), total nitrogen(T-N), and total phosphorus(T-P) at 2008. The simulation results of the two scenarios were reflected in the trend of observed data tolerably. However, water flow, water temperature, and salinity showed high confidence level at the scenario 1. The water quality items did not present high confidence level at the scenario 1 because which concept was considered to biochemical and physical processes. This result shows that grid resolution has an influence on the water transport and the effect is reflected directly shallow and narrow water area. But, the selection of grid resolution should be considered the purpose of model simulation and the process of target items.

영일만내의 유동과 수질특성에 관한 연구 (Study on Current and Water Quality Characteristics in Yongil Bay)

  • 김헌덕;김종인;류청로
    • 한국해양공학회:학술대회논문집
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    • 한국해양공학회 2000년도 추계학술대회 논문집
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    • pp.246-252
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    • 2000
  • The water quality in Yeongil Bay is getting worse due to the sewage and the waste water from the surrounding industrial complex The study aims to simulate the current system that is necessary to built ecosystem model for the optium water quality control and clarify the correlation of current system characteristics with water quality in Yongil Bay. To clarify the characteristics of coastal water movement system and verify the applicability of the 3-D model, the current system was simulated using 3-D baroclinic model considered tidal current and density effects. As the results of numerical experiments, it is proved the 3-D model is the most appliable on the Yongil Bay where current flows slowly and the flow direction is varied by depths. From the results of simulation considered tidal current only, It am be clearly said the water in Yongil Bay flows in through the surface layer and flows out through the bottom layer. And the fresh water from the Hyongsan river and the heated discharge from POSCO have little effect on the current structure in Yonggil Bay, but have and important effect upon the density structure by diffusion of heat and salt. And the water quality distribution is closely related with the current structure characteristics as well as the tidal residual current system.

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판별분석을 이용한 한강권역 농업용 하천수의 수질등급모형 (Water Quality Level Model Using the Discriminant Analysis for the Small Streams of Rural Area in the Han River Watersheds)

  • 최철만;이종식;조남준;류희용;박성진;김진호;윤순강;이정택
    • 한국환경농학회지
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    • 제27권2호
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    • pp.105-110
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    • 2008
  • 본 연구는 한강권역 농업용 소하천 88지점에 대하여 현재의 수질상태를 고려하여 수질등급모형을 구축하고자 실시하였다. 10개의 수질항목에 대하여 각 수질항목별 상위 20%씩 level을 부여한 후, 최저 등급을 기준으로 전체 수질등급을 부여하였는데, Level I에 해당하는 하천은 없었고, Level II는 1지점, Level III은 3지점, Level IV는 22지점, Level V는 62지점으로 조사되어 등급이 낮은 Level V로 갈수록 많은 하천들이 속하였다. 집단간 차이의 유무를 알아보기 위해 집단 평균의 동질성을 검정한 결과, DO, BOD, $COD_{Cr},\;NH_3-N$, 그리고 SS가 집단 간에 차이가 없는 것으로 조사되어 판별분석 시에는 제외되었다. 판별력이 가장 뛰어난 $NO_3-N$가 수질등급에 관여하는 변수로 선택되었으며, 분류함수계수에 의한 각 수질등급별 등급모형은 Level II=$-4.648+3.246{\times}[NO_3-N]$, Level III=$-5.084+3.456{\times}[NO_3-N]$, Level IV=$-4.298+3.067{\times}[NO_3-N]$, Level V=$-7.369+4.396{\times}[NO_3-N]$로 구축되었고, 적합도 평가에 의한 구축된 수질 등급모형의 적합도는 88.4%로 조사되어 높은 적합도를 보였지만, 향후 더 많은 자료의 확보와 축적으로 수질등급모형이 수정, 보완된다면 활용가능성은 더 높을 것으로 판단되며, 이를 바탕으로 각 권역별로도 실제 수질에 적합한 수질등급모형을 구축할 수 있으리라 생각된다.

EFDC-NIER 모델을 이용한 영산강 하구 물흐름 특성 분석 (Analysis of Hydraulic Characteristics of Yeongsan River and Estuary Using EFDC Model)

  • 신창민;김다래;송용식
    • 한국물환경학회지
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    • 제35권6호
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    • pp.580-588
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    • 2019
  • The flow of the middle and downstream of the Yeongsan River is stagnant by two weirs of Seungchon and Juksan and the estuary dam and maintained in freshwater. In this study, the Environmental Fluid Dynamics Code-National Institute of Environment Research(EFDC-NIER) model was applied to the Yeongsan River to simulate water flow, temperature, and salinity stratification. The EFDC-NIER model is an improved model which can simulate multi-functional weirs operation, multiple algal species, and the vertical movement mechanism of algal based on the EFDC model. The simulation results for the water level, water temperature, velocity, and salinity reproduced the observed values well. The mean absolute error(MAE) of the model calibration in the annual variations of the water level was 0.1-0.3 m, water temperature was 0.8-1.7 ℃, velocity was 4.5-7.1 cm/sec, and salinity was 1.5 psu, respectively. In the case of scenario simulation for the full opening of the estuary dam, the water level of the estuary dam was directly impacted by the tide so it was predicted to rise - 1.35 m to 0.2 m on average sea level. The velocity was also predicted to increase from 2.7 cm/sec to 50.8 cm/sec, and the flow rate to increase from 53 ㎥/sec to 5,322 ㎥/sec.

EFDC 수질모델을 이용한 영산강 수계 수질 예측 (Operational Water Quality Forecast for the Yeongsan River Using EFDC Model)

  • 신창민;민중혁;박수영;최정규;박종환;송용식;김경현
    • 한국물환경학회지
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    • 제33권2호
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    • pp.219-229
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    • 2017
  • A watershed-river linked modeling system was developed to forecast the water quality, particularly weekly changes in chlorophyll-a concentration, of the Yeongsan River, Korea. Hydrological Simulation Program-Fortran (HSPF) and Environmental Fluid Dynamics Code (EFDC) were adopted as the basic model framework. In this study, the EFDC model was modified to effectively simulate the operational condition and flow of multi-functional weirs constructed in the main channel of rivers. The model was tested against hydrologic, water quality and algal data collected at the right upstream sites of two weirs in 2014. The mean absolute errors (MAEs) of the model calibration on the annual variations of river stage, TN, TP, and algal concentration are 0.03 ~ 0.10 m, 0.65 ~ 0.67 mg/L, 0.03 ~ 0.04 mg/L, and $9.7{\sim}10.8mg/m^3$, respectively. On the other hand, the MAE values of forecasting results for chlorophyll-a level at the same sites in 2015 range from 18.7 to $22.4mg/m^3$, which are higher than those of model calibration. The increased errors in forecasting are mainly attributed to the higher uncertainties of weather forecasting data compared to the observed data used in model calibration.

BASINS/HSPF 모형을 활용한 비점오염부하의 정량적 평가 (Quantitative Estimation of Nonpoint Source Load by BASINS/HSPF)

  • 이재운;권헌각;이윤정;윤종수;한건연;천세억
    • 한국환경과학회지
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    • 제21권8호
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    • pp.965-975
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    • 2012
  • Loading of NPS pollutant was valued through simulation by using BASINS/HSPF model which can simulate runoff volume in rainfall by time. For the verification of the model, it was analyzed the scatter diagram of the simulation value and measure value of water quality and runoff volume in Dongcheon estuary. Using the built model, a study on the time-variant characteristics of runoff and water quality was simulated by being classified into four cases. The result showed the simulation value was nearly same as that of the measured runoff. In the result of fit level test for measured value and simulated value, correlation of runoff volume was computed high by average 0.86 and in the water quality items, fit level of simulation and measurements was high by BOD 0.82, T-N 0.85 and T-P 0.79.