• 제목/요약/키워드: Correlation Between Water Quality

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다변량 통계기법을 이용한 시·공간적 수질변화의 평가: 임진강유역에 관한 연구 (Assessment of Spatiotemporal Water Quality Variation Using Multivariate Statistical Techniques: A Case Study of the Imjin River Basin, Korea)

  • 조용철;이수웅;류인구;유순주
    • 대한환경공학회지
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    • 제39권11호
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    • pp.641-649
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    • 2017
  • 본 연구에서는 오염원의 변화 특성이 다양한 임진강유역을 대상으로 통계분석을 이용하여 상관분석, 주성분 및 요인분석, 군집분석을 통해 수질특성을 파악하였다. 신천3 지점의 평균 수질농도가 BOD 13.4 mg/L, COD 19.9 mg/L, TN 11.145 mg/L, TP 0.336 mg/L, TOC 14.2 mg/L로 높게 나와 전체 유역 중 신천 유역에 대한 집중적인 수질관리가 필요한 것으로 나타났다. 전체 수질측정 자료의 상관분석 결과 COD는 TOC, BOD, TN 수질인자와 유의한 상관관계를 보여 유기물과 영양염류인자간의 상관성이 높은 것으로 나타났다. 주성분분석 결과 전체 측정소 자료는 81.221%로 2개의 주성분, 계절별 자료는 96.241%로 3개의 주성분이 추출되었다. 요인분석 결과 전체 측정소 자료와 계절별 자료의 수질영향 요인은 공통적으로 BOD, COD, TN, TP, TOC 항목이 나타났다. 시 공간적 군집분석 결과 계절별 특성 및 토지이용에 따라 각각 4개, 3개 그룹으로 나타났다. 본 연구는 임진강유역을 중심으로 8년간 시 공간적 특성을 고려한 수질 요인을 분석한 것으로 향후 유역환경변화에 따른 임진강 유역의 수질 변화를 이해하기 위한 기초 분석 자료가 될 것이다.

수질오염이 산업용수에 미치는 영향 -경안천을 중심으로- (Effect of Water Pollution on the Irrigation Water - On the Kyungan Stream -)

  • 라규환;권영식;노수홍
    • Environmental Analysis Health and Toxicology
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    • 제6권1_2호
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    • pp.1-6
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    • 1991
  • The quality of water in Kyungan stream was analyzed in three different areas between season of irrigation on May and of nonirrigation on august in 1990. The results of Water quality from this study were summarized as follows: 1. The quality of water is season of irrigation containing metal ions, such as Cu and Zn as well as TN was exceeded standard levels of quality of agricultural water However, in season of nonirrigation, the quality of water in Kyungan stream was not suitable for using agricultural water due to over standard levels of containing ions of Cu and Zn or DO, COD and TN. 2. The correlation of water quality exception of pH was shown a reliance when p values were greater than 0.01 for containing ions such as Cu and Zn with the DO, COD and TN. 3. The comparison of water qualities for pH between season of irrigation and season of nonirrigation in Kyungan stream was a considerable significance property when p values were less than 0.05. The water quality containing ions of Cu and Zn with DO, COD, TN and SS also indicated a significant property when p values were less than 0.01. 4. The average water qualities of a year in three different areas for pH have shown a significant property when p values are less than 0.01. The average water qualities of a year containing DO have also shown a significant property having p values of less than 0.05. But other constituents have shown no significant property in the above three different areas.

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군산지역 저수지의 수질특성 및 부영양화 평가 (Characteristics of Water Quality and Evaluation of Eutrophication for Reservoirs in Kunsan)

  • 김종구;오승철
    • 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.

낙동강 유역에 위치한 폐수처리시설 최종방류수의 수질과 항생물질 분석 (Analysis of Water Quality Components and Antibiotics in the Final Effluent of Wastewater Treatment Facilities in the Nakdong River Basin)

  • 박경덕;강동환;조원기;유훈선;윤연수;김병우
    • 한국환경과학회지
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    • 제29권8호
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    • pp.857-870
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    • 2020
  • In this study, the antibiotic components in the final effluent from the 12 wastewater treatment facilities located in the Nakdong River basin were investigated, and the correlation between organic matters, nutrients and antibiotics was analyzed. In the final effluent of the wastewater treatment facilities, three sulfonamides antibiotics (sulfamethazine, sulfathiazole, sulfachlorpyridazine) and tetracyclines antibiotics (oxytetracycline, doxycycline) were detected. Sulfamethazine were detected at all points and ranged from 10.398 to 278.784 ng/L. Sulfathiazole were detected at 6 points (Andong, Gumi, Hapcheon, Miryang, Uiryeong, Haman), and ranged from 23.773 to 144.468 ng/L. The correlation coefficients between sulfathiazole and TSS, COD, TOC, NH3-N, NO2-N, and T-N components were high in the range of 0.73 to 0.92. The correlation coefficient between sulfamethazine and T-N was 0.48, and the correlation with the rest of the water quality components was low. The correlation coefficient between sulfamethazine and sulfathiazole was 0.78. Through this study, it was confirmed that the concentration of sulfonamides antibiotics was higher than the concentration of tetracyclines antibiotics in the final effluent of 12 wastewater treatment facilities in the Nakdong River basin, and the concentration of sulfathiazole increased with organic matters and nutrients.

금강수계 1단계 수질오염총량관리제의 목표수질 및 할당부하량 달성도 평가 (Evaluation of Water Quality Goal and Load Allocation Achievement Ratio in Guem River Total Maximum Daily Loads for the 1st Phase)

  • 박재홍;오승영;이재관
    • 한국물환경학회지
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    • 제28권6호
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    • pp.859-865
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    • 2012
  • It is necessary to evaluate performances hitherto carried out in the management of Total Maximum Daily Loads (TMDLs) and to set up direction so that this system can be improved continuously in the future. This study was investigated load allocation achievement ratio, water quality goal achievement ratio and interrelation between water quality goal and load allocation for the first period (2004~2010). Load allocation achievement and BOD water quality goal achievement ratio were 50% and 73% in Guem River Basin, respectively. The main reason for excess of load allocation and shortfall of water quality goal were unfulfilled reduction plan and pollution sources increment. Therefore, it is necessary to develop enhanced pollution sources prediction method and make a list realizable reduction plan. 63% of the unit watershed was not interrelation between water quality goal and load allocation. The reason why water quality goal and load allocation had not correlation were water quality of upper unit watershed, increment of inflow quantity, effluent water quality of wastewater treatment plant affected the unit watershed, increment of inner productivity by algae, water quality deterioration during the specific period, river management flow, etc.

낙동강수계 농촌유역의 토지이용 및 수질 특성 (Properties of Water Quality and Land Use at the Rural Area in the Nakdong River Watershed)

  • 김진호;김찬용;이성태;최철만;정구복;이종식;김원일
    • 한국환경농학회지
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    • 제26권2호
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    • pp.99-106
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    • 2007
  • 낙동강수계내 농촌유역의 토지이용 및 수질특성과의 관련성을 파악하기 위해서, 주요 농촌 소유역 중소하천 72지점을 대상으로 2001년, 2003년, 2005년의 수질을 각 년 3회씩 각 유역별로 조사하였다. 또한 유역의 오염현황과 유역특성과의 관계도 분석하고자 하였다. 낙동강 상류의 수질은 EC의 경우, $0.040\sim0.510$ dS/m, DO는 $3.55\sim22.60$ mg/L, T-N이 $0.32\sim16.64$ mg/L, $NO_3-N$$0.00\sim12.21$ mg/L, T-P는 $0.000\sim0.860$ mg/L, $PO_4-P$$0.000\sim0.640$ mg/L로 조사되었고 하류의 수질은 EC의 경우, $0.030\sim0.520$ dS/m, DO는 $4.13\sim18.36$ mg/L, T-N이 $0.38\sim26.88$ mg/L, $NO_3-N$$0.10\sim20.12$ mg/L, T-P는 $0.002\sim0.820$ mg/L, $PO_4-P$$0.00\sim0.690$ mg/L로 조사되어 소유역별 수질은 큰 차이는 없었지만 전반적인 경향은 낙동강 상류지역의 소유역에서 유출되는 오염도가 하류지역의 소유역보다 높게 조사되었다. 수질과 토지이용의 점유율과의 상관관계는 BOD와 시가화가 0.541(p<0.01)로 가장 높은 양의 상관관계를 보였고, $PO_4-P$가 산림과 -0.451(p<0.01)로 가장 낮은 음의 상관관계를 보였다. T-N, $NO_3-N$, pH는 모든 유역 특성과 유의성이 없었고 수역은 모든 수질 항목과 유의성이 없었다. 또한 시가화는 T-N, $NO_3-N$, pH을 제외한 모든 수질 항목에서 유의수준 1%이내로 양의 상관관계를 나타내어 수질 악화의 원인으로 작용하였고 산림의 경우 대부분의 수질과 음의 상관관계를 보여 수질 개선의 요인으로 작용하였다.

기후변화를 고려한 낙동강 유역의 수온과 수질 탄성도 분석 (Elasticity Analyses between Water Temperature and Water Quality considering Climate Change in Nak-dong River Basin)

  • 손태석;이규열;임태효;신현석
    • 한국물환경학회지
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    • 제27권6호
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    • pp.830-840
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    • 2011
  • Climate change has been settled as pending issues to consider water resources and environment all over the world, however, scientific and quantitative assessment methods of climate change have never been standardized. When South Korea headed toward water deficiency nation, the study is not only required analysis of atmospheric or hydrologic factors, but also demanded analysis of correlation with water quality environment factors to gain management policies about climate change. Therefore, this study explored appropriate monthly rainfall elasticity in chosen 41 unit watersheds in Nak-dong river which is the biggest river in Korea and applied monitored discharge data in 2004 to 2009 with monthly rainfall using Thiessen method. Each unit watershed drew elasticity between water temperature and water quality factors such as BOD, COD, SS, T-N, and T-P. Moreover, this study performed non-linear correlation analysis with monitored discharge data. Based on results of analysis, this is first steps of climate change analysis using long-term monitoring to develop basic data by Nak-dong river Environmental Research Center (Ministry of Environment) and to draw quantitative results for reliable forecasting. Secondary, the results considered characteristic of air temperature and rainfall in each unit watershed so that the study has significance its various statistical applications. Finally, this study stands for developing comparable data through "The 4 major river restoration" project by Korea government before and after which cause water quality and water environment changes.

원·정수의 부식특성에 따른 상수관망에서의 부식성 수질 모니터링 (The Monitoring of Corrosive Water Quality in Water Distribution System by Corrosion Characteristics of Raw and Tap water)

  • 배석문;김도환;손희종;최동훈;김익성;김경아
    • 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.

연속 측정된 대청호 Chlorophyll-a의 자료 특성 및 상관 분석 (The Characteristics and Correlation Analyses of Chlorophyll-a Data Monitored Continuously in Daecheong Reservoir)

  • 연인성;홍지영;홍은영;임병진
    • 한국물환경학회지
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    • 제26권6호
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    • pp.994-999
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    • 2010
  • The toxin of Cyanobacteria (blue-green algae) during summer season has been a problem and early prevention should be considered. A variety of methods can be used to forecast algal blooms and this study aims at examining feasibility of chlorophyll-a. The real-time data were collected by automatic water quality monitoring system (AWQMS) in Daecheong reservoir and invalid data were sorted by experts. And then, the sorted data were filled using linear interpolation. When the concentration of chlorophyll-a increased by $15mg/m^3$, water temperature and pH exceeded $26.8^{\circ}C$ and 9.5 respectively. As a result of correlation between chlorophyll-a and other parameters(i.e. water quality items and hydrological data), temperature (r=0.502 - 0.574), pH (r=0.583 - 0.681), total organic carbon (TOC, r=0.583 - 0.681) comparably had higher values. Meanwhile, the data around a day or two showed the highest correlation. In addition, chlorophyll-a is considered to be significantly effected by precipitation and inflow.

부산지역 3개 하천의 수질 특성 비교 (Water Quality Comparison in the Three Streams of Pusan Area)

  • 황선출;이봉헌
    • 한국환경과학회지
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    • 제7권2호
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    • pp.165-170
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    • 1998
  • The purpose of thins study was to investigate the pollutions of water Qualities in 30 water samples from Nakdong River Western Nakdong River, and Suyoung Stream. COB, BOD. T-N and negative ion(F, Cl+, NO3-, SO42-) of water samples were analysed and the correlationships between water qualities were examined. The mean concentrations of COD(20.26ppm), BOD(25.36ppm), and T-N(18.05ppm) were the highest in the water sample of Suyoung Stream among the three streams and those of F-(0.25ppm), Cl+(2770ppm), and SO42-(37.66ppm) In Western Nakdong River, that of NO3-(10.8 ppm) in Nakdong River. The water quality of Suyoung Stream was the worst among the three streams in hsn area. The correlationships between water qualities were as follows , BOD and COD showed very high correlationship(correlation cofficient, r=0.97),50,2- and NO3'did high one(0.75), and NOa'and COD, BOD did relatively high ones(0.56 and 0.48, respectively).

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