• Title/Summary/Keyword: Water pollutant$BOD_5$

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Development of Natural and Ecological Wastewater Treatment System for Decentralized Regions and Rural Communities (분산지역 및 농촌마을 하수처리를 위한 자연정화 고도처리 공법 개발)

  • Kim, Song-Bae;Kwon, Tae-Young;Han, Jung-Yoon;Yoon, Chun-Gyeong
    • Korean Journal of Ecology and Environment
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    • v.39 no.4 s.118
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    • pp.489-497
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    • 2006
  • The feasibility of the Natural and Ecological Wastewater treatment System (NEWS) was examined for rural wastewater treatment in Korea. The intermittent trickling biofilter with high hydrophilic filter media was used for pretreatment for suspended solids and organic pollutants. The subsequent constructed wetland with porous granule materials was used for promoting nutrient removal. The results show that the removal efficiencies of the system were high with respect to the water quality parameters except COD. Even if the effluent from the biofilter did not meet the guidelines for wastewater treatment plant effluent in Korea in terms of $BOD_5$ and TN, the final effluent of the system meets the guidelines us to good performance of the constructed wetland. The regression analysis between pollutant loading rate and removal rate indicated that the system could have stable removal for SS, $BOD_5$, TN, and TP in the given influent ranges. The analysis in the winter period indicated that the wetland covered with transparent polycarbonate glass had the statble performance during the winter period dus to increase of temperature inside the wetland without any heating system. With the stable performance, effective poilutant removal, low maintenance, and cost-effectiveness, the NEWS could be considered as an alternative treatment system for decentralized regions and rural communities in Korea.

Modification of WASP5 for Ungauged Watershed Management and Its Application (미계측 유역관리를 위한 WASP5 모형의 개선 및 적용성 검토)

  • Kim, Jin-Ho;Shin, Dong-Suk;Kwun, Soon-Kuk
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.9 no.1
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    • pp.29-36
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    • 2007
  • This study was carried out to develop a water quality simulation model for the evaluation of an ungauged watershed. For this purpose, the WASP5 model was selected and modified. The model consists of three sub-models, LOAD-M, DYN-M, and EUT-M. LOAD-M, an empirical model, estimates runoff loadings using point and non-point source data of villages. The Geum River Estuary watershed was selected to calibrate and verify the Modified-WASP5. The LOAD-M model was established using field data of water quality and quantity at the gauging stations of the watershed and was applied to the ungauged watersheds, taking the watershed properties into consideration. The result of water quality simulation using Modified-WASP5 shows that the observed average BOD data from Gongju and Ganggyeong were 2.6 mg/L and 2.8 mg/L, and the simulated data were 2.5 mg/L and 2.4 mg/L, respectively. Generally, simulation results were in good agreement with the observed data. This study focused on formulating an integrated model for evaluating ungauged watersheds. Even though simulation results varied slightly due to limited availability of data, the model developed in this study would be a useful tool for the assessment and management of ungauged watersheds.

A study on pollutant loads prediction using a convolution neural networks (합성곱 신경망을 이용한 오염부하량 예측에 관한 연구)

  • Song, Chul Min
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.444-444
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    • 2021
  • 하천의 오염부하량 관리 계획은 지속적인 모니터링을 통한 자료 구축과 모형을 이용한 예측결과를 기반으로 수립된다. 하천의 모니터링과 예측 분석은 많은 예산과 인력 등이 필요하나, 정부의 담당 공무원 수는 극히 부족한 상황이 일반적이다. 이에 정부는 전문가에게 관련 용역을 의뢰하지만, 한국과 같이 지형이 복잡한 지역에서의 오염부하량 배출 특성은 각각 다르게 나타나기 때문에 많은 예산 소모가 발생 된다. 이를 개선하고자, 본 연구는 합성곱 신경망 (convolution neural network)과 수문학적 이미지 (hydrological image)를 이용하여 강우 발생시 BOD 및 총인의 부하량 예측 모형을 개발하였다. 합성곱 신경망의 입력자료는 일반적으로 RGB (red, green, bule) 사진을 이용하는데, 이를 그래도 오염부하량 예측에 활용하는 것은 경험적 모형의 전제(독립변수와 종속변수의 관계)를 무너뜨리는 결과를 초래할 수 있다. 이에, 본 연구에서는 오염부하량이 수문학적 조건과 토지이용 등의 변수에 의해 결정된다는 인과관계를 만족시키고자 수문학적 속성이 내재된 수문학적 이미지를 합성곱 신경망의 훈련자료로 사용하였다. 수문학적 이미지는 임의의 유역에 대해 2차원 공간에서 무차원의 수문학적 속성을 갖는 grid의 집합으로 정의되는데, 여기서 각 grid의 수문학적 속성은 SCS 토양보존국(soil conservation service, SCS)에서 발표한 수문학적 토양피복형수 (curve number, CN)를 이용하여 산출한다. 합성곱 신경망의 구조는 2개의 Convolution Layer와 1개의 Pulling Layer가 5회 반복하는 구조로 설정하고, 1개의 Flatten Layer, 3개의 Dense Layer, 1개의 Batch Normalization Layer를 배열하고, 마지막으로 1개의 Dense Layer가 연결되는 구조로 설계하였다. 이와 함께, 각 층의 활성화 함수는 정규화 선형함수 (ReLu)로, 마지막 Dense Layer의 활성화 함수는 연속변수가 도출될 수 있도록 회귀모형에서 자주 사용되는 Linear 함수로 설정하였다. 연구의 대상지역은 경기도 가평군 조종천 유역으로 선정하였고, 연구기간은 2010년 1월 1일부터 2019년 12월 31일까지로, 2010년부터 2016년까지의 자료는 모형의 학습에, 2017년부터 2019년까지의 자료는 모형의 성능평가에 활용하였다. 모형의 예측 성능은 모형효율계수 (NSE), 평균제곱근오차(RMSE) 및 평균절대백분율오차(MAPE)를 이용하여 평가하였다. 그 결과, BOD 부하량에 대한 NSE는 0.9, RMSE는 1031.1 kg/day, MAPE는 11.5%로 나타났으며, 총인 부하량에 대한 NSE는 0.9, RMSE는 53.6 kg/day, MAPE는 17.9%로 나타나 본 연구의 모형은 우수(good)한 것으로 판단하였다. 이에, 본 연구의 모형은 일반 ANN 모형을 이용한 선행연구와는 달리 2차원 공간정보를 반영하여 오염부하량 모의가 가능했으며, 제한적인 입력자료를 이용하여 간편한 모델링이 가능하다는 장점을 나타냈다. 이를 통해 정부의 물관리 정책을 위한 의사결정 및 부족한 물관리 분야의 행정력에 도움이 될 것으로 생각된다.

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Changes in the Water Environment Based on the Statistical Data in the Lake Paldang (통계로 보는 팔당호 물환경 변화)

  • Yu, Soonju;Lee, Eunjeong;Park, Minji;Kim, Kapsoon;Im, Jongkwon;Ryu, Ingu;Choi, Hwangjeong;Byeon, Myeongseop;Noh, Hyeran
    • Journal of Korean Society on Water Environment
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    • v.34 no.6
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    • pp.688-702
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    • 2018
  • Since the 1970s regulations against the pollution of drinking water have been introduced in Lake Paldang watershed area. To understand the effects of water environment management policies and the impacts of climate changes on Lake Paldang, a long-term comprehensive study of this watershed and the changes in its water environment is required. In this study, we analyzed changes in the weather, hydrology, sources of pollution, water quality, and algal development from 2000 to 2015 year based on the statistical data provided by several national information systems. While the population and amount of sewage in the Lake Paldang watershed increased by about 1.5 times, the amount of animal manure showed a decreasing trend during the same period. The wastewater also increased by about 1.5 times while the amount of water intakes rose by about 1.14 times. The water quality in front of the Paldang Dam, which is the representative monitoring site of the Lake Paldang, was stable. The annual average BOD concentration remained within 2 mg/L, which is a "Good (lb)" level according to the environment standards of Republic of Korea. The development of phytoplankton and harmful cyanobacteria were largely influenced by meteorological factors.

Evaluation for Non-Point Sources Reduction Effect by Vegetated Ridge and Silt Fence (식생밭두렁과 실트펜스를 이용한 밭 비점오염 저감효과 평가)

  • Kim, Dong-Hyeon;Kim, Sang-Min
    • Journal of The Korean Society of Agricultural Engineers
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    • v.57 no.5
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    • pp.129-137
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    • 2015
  • The objective of this study was to test the non-point source pollution (NPS) control by the vegetated ridge and silt fence through field monitoring. The experiment plots were established with three sizes which are 5 m width by 22 m length with 8 %, 3 % slope and 15m width by 15 m length with 6 % slope. Flumes with the floating type stage gages were installed at the outlet of each plot to monitor the runoff. For a rainfall monitoring, tipping bucket rain gage was installed within the experiment site. Water quality samples were monitored during the heavy rainfall occurred. The amount of rainfall from 4 monitored events ranged from 27.6 mm to 130 mm. The runoff reduction rate could vary depending on slope, soil, crop growth condition, rainfall amount, rainfall intensity, antecedent moisture condition, and many other factors. The runoff from vegetated ridge and silt fence treatment plots was 24.05 % and -8.28 % lower than that from control plot, respectively. The monitoring results showed that the average pollution loads reduced by vegetated ridge compared to control were BOD 36.62~53.60 %, SS 40.41~73.71 %, COD 39.34~56.41 %, DOC 49.08~53.67 %, TN 26.74~67.23 %, and TP 52.72~91.80 %; by silt fence compared to control were SS 41.73 %, COD 1.93 %, and TN 2.38 %. The paired t-test result indicated that the vegetated ridge and silt fence were statistically significant effect in SS load reduction, with a 5 % significant level. Monitored results indicated that vegetated ridge and silt fence were both effective to reduce the pollutant from the field surface runoff.

Pollutant Loading and Changes of the Self - Purification Capacity with Season in Gokneung Stream Ecosystem (곡릉천 생태계의 오염부하량과 계절에 따른 자정능의 변화)

  • 이선경;심규철;김재영;김준민;장남기
    • The Korean Journal of Ecology
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    • v.17 no.3
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    • pp.355-366
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    • 1994
  • The purpose of this study was to investigate the changes of water quality and the patterns of self-purification with season in Gokneung stream. The vegetation in the ecosystem around Gokneung stream was dominated by Quercus species. In the physicochemical analysis based on the contents of DO, BOD, conductivity and total phosphorus, the upstream seemed to have been polluted, but the downstream was self-purified. In biological investigation by bentic macroinvertebrates, the result was similar to that in the physicochemical analysis. The self-purification constant based on BOD of the upstream, 1.013, was the highest. In the self-purification constants with month, that of September was 0.995 and that of January was 0.272. These results indicated that the self purification capacities of spring and autumn were larger than those of winter and summer in Gokneung stream.

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Analysis of statistics and Runoff Characteristic of a Mine (기타광물질 지역의 유출특성 및 통계분석)

  • Kim, Tae-Yoo;Choi, Yong-Hun;Shin, Hyun-Jun;Won, Chul-Hee;Choi, Jung-Dae
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1063-1067
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    • 2009
  • 강원도 홍천군에 위치한 기타광물질 지역의 유출과 수질농도의 특성을 파악하기 위하여 연구를 수행하였다. 연구기간동안 13회의 강우사상에 대하여 모니터링을 실시하였다. 13회의 강우모니터링 기간동안 발생한 강우량은 6.5 ${\sim}$ 149.0 mm의 범위를 나타냈고, 유출계수는 0.28${\sim}$0.98의 범위를 나타냈다. 유출률은 수리, 수문,지형 및 지질학적 특성 등 여러 가지 요인에 의하여 변화할 수 있다. 어느 한 지역의 강우사상에서 강우량과 강우강도 그리고 선행무강우일수 등의 수리, 수문학적 특성은 유출량과 유출율의 크기에 큰 영향을 준다. 강우량과 선행무강우일수 그리고 강우강도와 유출율의 상관관계에서 유출률은 강우량과 강우강도가 증가할수록 선행무강우일수가 감소할수록 증가하는 경향을 나타냈다. 또한 유출율과 강우량, 선행무강우일수, 평균강우강도 그리고 최대강우강도의 Pearson 상관계수는 0.75857, -0.36346, 0.68323 그리고 0.74594로 나타났으며, 강우량, 평균강우강도, 최대강우강도는 유의수준 0.05에서 통계적으로 유의하며 유출율과 강우량의 관계가 가장 큰 것으로 나타났다. 기타광물질 지역의 수질농도들 사이의 상관관계는 $COD_{Cr}$$COD_{Mn}$에서 0.81097로 가장 큰 상관계수가 나타났으며, 유기물질인 $COD_{Cr}$, $COD_{mn}$, BOD 그리고 TOC는 통계적으로 유의한 상관 계수를 갖는 것으로 나타났다. 하지만 유기물을 제외한 다른 수질항목은 큰 관계가 없는 것으로 나타났다. 기타광물질 지역의 유출수와 수질농도의 특성을 더 신뢰성있고 과학적으로 검증하기 위한 장기적인 연구와 노력이 더욱 필요할 것으로 사료된다.

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A Performance Evaluation of the Highly Efficient Coagulation System for the Treatment of Overflows from Primary Clarifier in WWTP (강우시 하수처리장 일차침전지 월류수 처리를 위한 고효율응집시스템의 적용성 평가)

  • Gwon, Eun-Mi;Oh, Seok-Jin;Kim, Heung-Seup;Cho, Seung-Ju;Lee, Seung-Chl;Ha, Sung-Ryong;Lim, Chea-Hoan;Park, Ji-Hoon;Kang, Seon-Hong
    • Journal of Korean Society of Water and Wastewater
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    • v.25 no.3
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    • pp.391-398
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    • 2011
  • This study is to develop highly efficient coagulation system(HECS) that runs treatment with a short retention time to cover the overflow in the rain, which coagulation, mixing and settling are contacted in a single reactor and to estimate the applicability. Setting up 100ton/day-size pilot scale plant, the results of continuous operation in case of runoff, maintaining 20 minute-retention time at optimum chemical injection condition(Alum 100mg/L, Polymer 1.0mg/L) shows the highest removal efficiency(Turbidity 93.1%, TCODcr 80.6%, BOD 81.8%, SS 92.5%, TN 72.3% and T-P 87.3%). It was estimated that the large amount of cost for separate sewage system and the size of area for system instruction can be reduced if the HECS is applied for CSOs treatment because the HECS is so compact and quickly. When we see the results, HECS from this study could be able to treat the pollutant quickly within a short retention time only with coagulant and polymer, which could show high applicability.

Quantity and Characteristics of Manure Produced by Holstein Heifer at Different Seasons (홀스타인 육성우의 계절별 분뇨 배설량 및 특성에 관한 연구)

  • Choi, D.Y.;Kwag, J.H.;Park, C.H.;Jeong, K.H.;Kim, T.I.;Kim, J.H.;Yoo, Y.H.;Yang, C.B.;Hong, H.L.
    • Journal of Animal Environmental Science
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    • v.12 no.3
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    • pp.123-132
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    • 2006
  • This study was conducted to determine the volume of Holstein heifers manure excreted and its characteristics. The average dry matter intake of heifers was 6.7 kg/head/day. The intake rate was lowest in spring among four seasons. The average dry matter intake rate during spring, summer, fall, and winter was 4.6, 8.3, 7.1, and 6.8 kg/head/day, respectively. The average water intake of heifers was $19.3{\ell}/head/day$. The wale. consumption was highest value ($21.8{\ell}/head/day$) in summer and lowest values ($18.3{\ell}/head/day$) in spring and winter. Values were found not to be statiscally different for the four seasons. The average manure production of heifers (average live weight was 363.1 kg) was 20.3 kg/head/day and it was 5.6% of live animal weight. The manure production during spring, summer, fall, and winter was 13.7, 23.5, 25.0, and 20.2 kg/head/day, respectively. Production during spring was lower than the other seasons (p<0.05). A higher correlation between live weight and manure production ($R^2=0.7816$) and between live weight and feed intake ($R^2=0.7296$) was observed for heifers. Correlations between manure production and water intake and between manure production and feed intake were found to be relatively low for heifers. The moisture content of feces was 83.5% and that of urine 94.6%. The pH of feces and urine were in the ranges of 7.4 and 7.5, respectively. The $BOD_5$, COD, SS, T-N, T-P concentrations of the heifer feces were 18,048, 50,114, 119,833, 2,519, and $427mg/{\ell}$, respectively. Heifer urine showed lower levels of $BOD_5(5,434mg/{\ell})$, COD$(6,550mg/{\ell})$, SS$(825mg/{\ell})$, T-N$(3,616mg/{\ell})$, and $T-P(28mg/{\ell})$ than feces. The fertilizer nutrient concentrations of heifer feces was 0.25% N, 0.1% $P_2O_5$ and 0.14% $K_2O$. Urine was found to contain 0.36% N, 0.006% of $P_2O_5$ and 0.31% $K_2O$.

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Analysis of Relationship Between Water Quality Parameters in Agricultural Irrigation Reservoirs and Land Uses of Associated Watersheds (농업용저수지 유역의 토지이용과 수질항목 간의 상관관계 분석)

  • Yoon, Chun-Gyeong;Lee, Sae-Bom;Jung, Kwang-Wook;Han, Jung-Yoon
    • Korean Journal of Ecology and Environment
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    • v.40 no.1
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    • pp.31-39
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    • 2007
  • Monitoring data of 48 agricultural irrigation reservoirs from 1999 to 2004 was analyzed for water quality characteristics including biochemical oxygen demand $(BOD_5)$, chemical oxygen demand (COD), total nitrogen (TN), total phosphorus (TP), and chl-${\alpha}$. Land uses of the watersheds associated with these reservoirs were determined for residential, forest, upland, paddy and miscellaneous, and regressed against water quality characteristics. Correlation analysis showed that forest land use was negatively correlated with all the water quality characteristics implying it's beneficial effects in water quality perspectives. Other land uses including residential, upland, and paddy generally illustrated positive correlation with water quality characteristics, which indicates most human activities of the watershed could degrade water quality of the receiving water bodies. Paddy land use partially contributed to the water quality degradation in contrast to the previous studies. It might be attributed to the relatively clean water quality of the study area, where even slight pollutant loading could degrade sensitively water quality. Further investigation is recommended for the effect of proximity as well as land use portions on the water quality of receiving water body.