• 한국해양환경ㆍ에너지학회지
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• 제16권2호
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• pp.102-114
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• 2013

인공호수인 시화호 유역은 우리나라에서 가장 고도로 산업화가 진행되고 있는 지역 중 하나이며 현재 조력발전소 가동으로 인한 수질변화가 예상되고 있다. 본 연구에서는 2011~2012년 동안 총 14회에 거쳐 시화호 내 외측의 투명도, 저층 용존산소 포화도, 용존무기인, 용존무기질소 및 클로로필-a의 조사결과를 개정된 수질평가기준(수질평가지수, WQI)에 적용하여 시화호 주변해역의 시 공간적 수질변화 특성과 조력발전소 가동에 따른 수질개선 효과를 평가하였다. 수질평가지수는 시화호 내측의 산업단지 주변과 외측의 하수처리장 방류구 주변에서 상대적으로 높았으며 각각 시화방조제와 외해역으로 갈수록 감소하는 수평분포 특성을 나타내었다. 시화호 내 외측의 수질은 주로 시화호 유역의 산업지역, 도심지역 및 농촌지역에 산재하는 비점오염유출과 하수처리장 방류에 큰 영향을 받고 있는 것을 알 수 있었다. 시화호 내측 수질평가지수는 2011년 평균 53.0(IV 등급, 나쁨)에서 2012년 평균 42.8(III 등급, 보통)로 큰 폭으로 감소하였다. 조력발전소 가동이 해수교환량을 증가시켜 저층 빈산소 환경이 약화되어 시화호 수질이 크게 개선된 것으로 나타났다. 시화호 외측 수질평가지수는 2011년과 2012년 각각 37.4와 35.3으로 모두 보통(III 등급)의 수질상태를 보여 조력발전소 가동 이후 내측 해수의 외측 방류에 의한 수질 오염은 없는 것으로 판단된다. 그러나 군집분석 결과, 산업단지 주변의 시화호 상류지역은 조력발전소 가동을 통한 수질개선 효과가 미미한 것으로 나타났으며, 강우가 집중되는 여름철에 수질이 악화되고 있어 시화호 전체 수질을 개선시키기 위해서는 하천이나 우수토구를 통한 비점오염물질 관리 및 저감대책이 시급한 것으로 판단된다.

• 한국환경과학회지
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• 제24권7호
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• pp.907-915
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• 2015

The tap water is generally known to be corrosive in the pH range at 6.5 ~ 7.5. And the degree of corrosion varies depending on the types of raw water such as river surface water or lake water of the dam. Although several corrosion index represents the corrosivity of tap water, the typical corrosion indexes such as Langelier saturation index (LI) and calcium carbonate precipitation potential (CCPP) were calculated to monitoring the corrosive water quality about raw and tap water in water distribution system. To control the corrosive water quality, the correlation between corrosion index and water quality factors were examined. In this study, corrosion index (LI, CCPP) and the pH was found to be most highly correlated.

• 한국환경과학회지
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• 제21권11호
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• pp.1349-1360
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• 2012

This study presented the phytoplankton communities of the three lakes (Sayeon, Daeam, Hoeya ) using for drinking water in the Ulsan reservoir. The water storage of the Lake Sayeon, Daeam and Hoeya were 25, 13, 21 million ton respectively and most of which were being utilized for industrial and residential purposes. The total precipitation of the Ulsan region in 2010 was 1,162 mm, decreasing 10 % from 1,275 mm of the annual. As for pollutant loads, BOD and TN discharge loads of Daeam was the highest with 3,277 kg/day, 1,931 kg/day and 90 % of them were came from non-point pollutant sources. TP discharge loads showed the highest in the lake Hoeya with 643 kg/day and 97 % of them were came from point sources as household, industry and livestock. We assessed water quality of the lake Sayeon, Daeam and Hoeya using 17 variables. The water quality assessment found that the lake Daeam met the fourth to fifth grade because of high concentration of COD, SS and chlorophyll-a. Eutrophication assessment was conducted by revised Carlson's Index (TSIm, Aizaki) and found that Lake Daeam was more eutrophicated than the other two lakes all the year through as for chlorophyll-a, transparency and the total phosphorus (TP). A total of 95~111 phytoplankton species were identified from the three lake samples. Among them, the largest number of species were Chlorophyceae with 35~51, followed by Bacillariophyceae with 36~45, Cyanophyceae with 9~11, and Cryptophyceae with 6~9 species. The total cell number of phytoplankton was the highest in February (15,254 cells/mL) with Bacillariophyceae in the lake Daeam and the seasonal succession shows that Bacillariophyceae (Stephanodiscus spp.) in the spring, Cyanophyceae (Anabaena spp.) in the summer and the autumn, Bacillariophyceae (Stephanodiscus spp.) in the winter.

• 한국물환경학회지
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• 제33권3호
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• pp.341-347
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• 2017

From 2014 to 2016 water quality survey results according to the location and depth of Youngrang Lake are as follows: Distribution of dissolved oxygen in the water depth was investigated by the middle section and the downstream 1st, 3rd, 5th, when investigating bottem 1m interval anoxic layer. In organic matter and nutrient concentration distribution COD upstream 2.8 mg/L, middle section 4.2 mg/L downstream 4.1 mg/L, more than two times higher in bottem layer and TP concentrations showed a similar trend with COD, upstream of 0.047 mg/L, middle section was 0.051 mg/L, downstream of 0.059 mg/L. There was a difference in salinity every survey period the average salinity is lowest with 28.5‰ when the second survey. And the highest with 32.1‰ in the fourth investigation. Korean trophic state index($TSI_{KO}$) were showed eutrophic conditions in the middle section and downstream else showed mesotrophic state in the entire period. In order to evaluate the cause of water pollution Youngrang lake, regression analysis of the relationship between salinity and DO, COD, TN, TP, Chl-a results, $R^2$ is from 0.63 to 0.95 Youngrang lake water quality was found to have a close relationship with salinity due to inflow of seawater. As a result, in order to improve the quality of Youngrang lake efficient incorporation of the amount of water through the seawater influent as it is considered the key.

• 한국환경과학회지
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• 제16권3호
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• pp.357-367
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• 2007

Recently, eutrophication or lake and reservoir has become serious problem to man who want use that water for several purpose. In order to solve the eutrophication problem, the trophic state of that eutrophic lake and reservoir should be measured properly. For the purpose of this, various method to indicate the trophic state of lake and reservoir was developed by many researchers. This research was conducted to evaluate characteristics and eutrophication of water qualitymfor small scale reservoir in Kunsan. On-site investigation to 5 reservoirs and laboratory experiment were carried out during four seasons from November, 2003 to July, 2004. Twelve items measured field ana a laboratory. Measured data was analyzed to quantitative method by multivariate approach and eutrophication index. The result is summarized as following. 1) Showing the characteristics of water quality for reservoir in Kunsan, Okgu reservoir and Oknua reservoir was exceeded 4 grades of agricultural water standard in TP, TN and COD. This means that eutrophication was gone much, therefore, water-purity control of reservoir need. While, Mije reservoir that is used to Kunsan citizens' recreation was good in water quality. But, water quality exceeded 4 grades of agricultural Dater standard sometimes. 2) As a results of correlation analysis between variables of water qualify, Interrelation between variables which is connected with eutrophication was expressed good relationship as above 6.000 in correlation coefficients. The correlation coefficient(r) between COD and chlorophyll-a, total phosphorus and chlorophyll-a, total nitrogen and chlorophyll-a were 0.750, 0.720 and 0.600 respectively. Therefore, Change of water quality can grasp according to eutrophication progress degree. 3) If do evaluate to eutrophication by quantitative method which is proposed by OECD, US-EPA and Forsberg & Ryding, in the case of chlorophyll a, Okgu, Oknua and Daewi reservoir was eutrophic state and Mije and Geumgul reservoir was mesotrophic state. But, estimation by TN and TP showed highly eutrophic state (hypereutrophic) in all reservoirs. 4) If do evaluate by eutrophication index which is Carlson's TSI, revised carlson TSI and Walker's index, in the case of chlorophyll a, TSI values of Okgu, Oknua and Daewi reservoir is eutrophic state more than 50 and Mije and Geumgul reservoir was mesotrophic state as range of $40{\sim}50$ in TSI value. But, in the case of TP as nutrients, all reservoirs showed highly eutrophic state which was exceed to 70 in TSI value. According to above results, the water quality for small scale reservoirs in Kunsan is progressing by trophic state. therefore, for continuous use as agriculture water, we had better do establishment of management plan about water quality.

• 생태와환경
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• 제39권3호통권117호
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• pp.296-309
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• 2006

조사 시기 동안 (2000~2004년) 주암호와 동복호에서는 겨울을 제외한 시기에 표층과 저층의 수온차이로 인해성층화가 발생하였지만 영산호에서는 나타나지 않았다. 투명도는 주암호>동복호>영산호 순으로 영산호에서 낮은 투명도를 보였으며 주암호와 동복호에서는 식물플랑크톤의 생물량이 높게 나타나는 가을 저층에는 저산소상태로 수질 악화를 나타내었다. 암모니아, 질산염, 인산염 TN, TP는 주암호와 동복호에 비해 영산호에서 높게 나타났으나 클로로필 a는 평균적으로 동복호에서 높았으며 영산호에서 낮았다. 3개호소의 여름, 가을 연평균 영양상태는 평균적으로 영산호>동복호>주암호 순으로 영산호에서 높았다. 주암호와 동복호에서는 TSI (CHL)>TSI (SD)>TSI (TP) 순으로 나타나 조류성장에 있어 인산염이 제한영양염으로 작용할 가능성을 나타내었으며 영산호에서는 TSI (TP)>TSI (SD)>TSI (CHL) 순으로 나타났다. 영산호에서는 인산염에 의한 제한보다는 탁도 즉 광량에 의한 제한이 식물플랑크톤의 성장에 영향을 미치는 것으로 판단된다. 주암호는 빈, 중영양을 보였으며, 동복호에서는 중, 부영양을 영산호에서는 부, 과영양을 보였다.

• 한국환경과학회지
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• 제11권3호
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• pp.201-207
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• 2002

This study was carried out to evaluate the artificial neural network algorithm for water quality forecasting in Chungju lake, north Chungcheong province. Multi-layer perceptron(MLP) was used to train artificial neural networks. MLP was composed of one input layer, two hidden layers and one output layer. Transfer functions of the hidden layer were sigmoid and linear function. The number of node in the hidden layer was decided by trial and error method. It showed that appropriate node number in the hidden layer is 10 for pH training, 15 for DO and BOD, respectively. Reliability index was used to verify for the forecasting power. Considering some outlying data, artificial neural network fitted well between actual water quality data and computed data by artificial neural networks.

• 환경영향평가
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• 제9권4호
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• pp.291-300
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• 2000

Juam lake is a major water reservoir for the industrial and agricultural activities as well as the residental life of Kwangju and Chonnam regions. However, the water quality of the lake is getting worse due to a large quantity inflowing to the lake. The excessive growth of algae by the overfertilization may result in water treatment problems and also the interference with desirable water uses of navigation, aesthetics, recreation, and aquatic ecosystem. Thus the purpose of this study is to investigate the species and their amount of planktons in the lake and the relationship between the P loading amount and the chlorophyll-a used as a primary productivity index. The results of the investigation show that (1) the predominant species of algae are Microcystis aeruginosa, Anabaena affinis, Melosira granulata, Synedra acus, and Coelastrum cambricum, (2) the trophic state of the lake can be classified as eutrophic, and (3) there is close relation between the P loading amount and the chlorophyll-a.

• 한국습지학회지
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• 제24권4호
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• pp.256-267
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• 2022

본 연구는 대청호 상류에 있는 서화천 유역을 대상으로 지난 5년간 측정된 장기간의 수질모니터링 자료를 이용하여 수질 현황 및 추세를 분석하였다. 서화천 유역은 대청호의 녹조 발생 감소 및 수질 개선을 위한 사업이 진행되고 있으며 상수원 수질 관리를 위해서 지속적 관리가 필요하다. 현재 수질 평가는 수질 관리 지점을 파악하는 것이 목적이며 좋은물 등급과 통합수질지수(Water Quality Index, WQI)를 사용하였다. 추세 평가는 Mann-Kendall test와 Sen's Slope를 이용하여 수질 개선사업을 통한 효과를 평가하였다. 평가결과, 현재는 수질지수를 통해 수질 관리가 필요한 유역과 시기를 확인하였으며 추세분석을 통해 개선사업으로 인한 효과를 확인하였다. 본 연구를 통해 장기 수질모니터링 자료를 이용한 수질 현황 및 개선 효과를 검토할 수 있어 향후 비슷한 유형의 유역에서 적용 가능하리라 판단된다.

• 상하수도학회지
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• 제35권6호
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• pp.507-516
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• 2021

In this study, the machine learning which has been widely used in prediction algorithms recently was used. the research point was the CD(chudong) point which was a representative point of Daecheong Lake. Chlorophyll-a(Chl-a) concentration was used as a target variable for algae prediction. to predict the Chl-a concentration, a data set of water quality and quantity factors was consisted. we performed algorithms about random forest and gradient boosting with Python. to perform the algorithms, at first the correlation analysis between Chl-a and water quality and quantity data was studied. we extracted ten factors of high importance for water quality and quantity data. as a result of the algorithm performance index, the gradient boosting showed that RMSE was 2.72 mg/m³ and MSE was 7.40 mg/m³ and R² was 0.66. as a result of the residual analysis, the analysis result of gradient boosting was excellent. as a result of the algorithm execution, the gradient boosting algorithm was excellent. the gradient boosting algorithm was also excellent with 2.44 mg/m³ of RMSE in the machine learning hyperparameter adjustment result.