• 제목/요약/키워드: hourly water level

검색결과 50건 처리시간 0.029초

Analyzing effect and importance of input predictors for urban streamflow prediction based on a Bayesian tree-based model

  • Nguyen, Duc Hai;Bae, Deg-Hyo
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2022년도 학술발표회
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    • pp.134-134
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    • 2022
  • Streamflow forecasting plays a crucial role in water resource control, especially in highly urbanized areas that are very vulnerable to flooding during heavy rainfall event. In addition to providing the accurate prediction, the evaluation of effects and importance of the input predictors can contribute to water manager. Recently, machine learning techniques have applied their advantages for modeling complex and nonlinear hydrological processes. However, the techniques have not considered properly the importance and uncertainty of the predictor variables. To address these concerns, we applied the GA-BART, that integrates a genetic algorithm (GA) with the Bayesian additive regression tree (BART) model for hourly streamflow forecasting and analyzing input predictors. The Jungrang urban basin was selected as a case study and a database was established based on 39 heavy rainfall events during 2003 and 2020 from the rain gauges and monitoring stations. For the goal of this study, we used a combination of inputs that included the areal rainfall of the subbasins at current time step and previous time steps and water level and streamflow of the stations at time step for multistep-ahead streamflow predictions. An analysis of multiple datasets including different input predictors was performed to define the optimal set for streamflow forecasting. In addition, the GA-BART model could reasonably determine the relative importance of the input variables. The assessment might help water resource managers improve the accuracy of forecasts and early flood warnings in the basin.

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가자(訶子)의 급성 췌장염 보호 효과 (Protective effects of Terminalia chebula Retzins (TC) water extract on acute pancreatitis)

  • 권빛나;김동욱;배기상
    • 대한융합한의학회지
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    • 제5권2호
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    • pp.5-10
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    • 2023
  • Objectives: Terminalia chebula Retzins (TC) has been used as a traditional remedy to treat gastrointestinal infectious and inflammatory diseases. However, the protective effect of TC on acute pancreatitis (AP) has not been studied. In this study, we tried to investigate the protective effect of TC water extract on cerulein-induced AP. Methods: To measure the protective effect of TC on AP, mice were injected with cerulein (50 ㎍/kg) hourly for 6 times. TC water extract (200 or 400 mg/kg) or saline was administered orally 1 h before the first injection of cerulein. The mice were sacrificed at 6 h after the last injection of cerulein. Pancreas tissues were taken for further analysis. Results: The administration of TC water extract showed an inhibitory effect on the increase of pancreas weight/body weight ratio and mitigated pancreatic damage in mice. Also, mRNA level of pro-inflammatory cytokines was inhibited by administration of TC water extract. Conclusion: Taken together, we found that administration of TC water extract ameliorates the severity of cerulein-induced AP, which suggests the potential to be an effective treatment on AP.

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강우 대비 지하수위 변동량을 이용한 비산출율 추정 기법의 적용성 고찰 (Considerations on the Specific Yield Estimation Using the Relationship between Rainfall and Groundwater Level Variations)

  • 김규범;최두형;정재훈
    • 지질공학
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    • 제20권1호
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    • pp.61-70
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    • 2010
  • 지하수위 변동법을 이용하여 지하수 함양량을 추정할 경우 매질의 비산출율은 결과에 대한 오차에 직접 영향을 미치게 되나 비산출율의 추정 방법에 대한 고찰은 거의 이루어지지 않았다. 장기 지하수위 관측이 이루어지는 연구지점에서 강우 발생 후 지하수위의 상승량의 상관관계로부터 비산출율을 추정한 결과 타 방법과 유사한 결과를 얻을 수 있었다. 그러나, 지하수위 변동이 강우에 의해서만 나타나는 것은 아니므로 인위적인 지하수위 변동, 식생에 의한 증발산 및 지하수위의 급상승 등이 배제된 자료를 활용하여야 하며, 갈수기의 12시간 내지 24시간 단위의 평균 강우 및 지하수위 자료를 사용하는 것이 합리적인 비산출율 산정에 바람직한 것으로 나타났다.

산약(山藥) 물 추출물의 급성 췌장염 보호 효과 (Protective effects of Dioscorea batas Decaisne water extract on acute pancreatitis)

  • 권빛나;배기상
    • 대한본초학회지
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    • 제37권4호
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    • pp.1-8
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    • 2022
  • Objectives : Dioscorea batas Decaisne (DB) has been known to be good for the digestive system on Eastern Asia. However, the protective effect of DB on acute pancreatitis (AP) has not been studied. In this study, we tried to investigate the protective effect of DB water extract on caerulein-induced AP. Methods : To measure the protective effect of DB on AP, Mice were injected with cholecystokinin analogue caerulein (50 ㎍/kg) hourly for 6 times. DB water extract (200 or 400 mg/kg) or saline (control group) was administered orally 1 h before the first injection of caerulein. The mice were sacrificed at 6 h after the last injection of caerulein. The pancreas tissues and serum samples were immediately taken for further analysis. Results : Administration of DB water extract showed the inhibitory effect on the increase of pancreas weight/body weight ratio, pancreatic histological damage. And the rise of serum lipase level was significantly reduced in DB water extract treatment group during AP in mice. However administration of DB water extract did not show significant reduction in serum amylase level. Also, mRNA levels of pro-inflammatory cytokines Interleukin (IL)-6 and Tumor necrosis factor (TNF)-𝛼 but not IL-1𝛽 were inhibited by administration of DB water extract. Conclusions : Taken together, we found that administration of DB water extract ameliorates the severity of caerulein-induced AP, which suggests the potential to be an effective treatment on AP.

강우 시 사면 붕괴 위험도 평가에 관한 제안 (A Proposal for Risk Evaluation Method of Slope Failure due to Rainfalls)

  • 채종길;정민수;조거선지;충촌효
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2008년도 추계 학술발표회
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    • pp.893-903
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    • 2008
  • A method for predicting surface failures which occur during heavy rainfall on mountain slopes is proposed by using the digital land form model that is obtained by reading altitude on a topographical map at 10m grid point space. A depth of a potential failure layer is assumed at each grid point. In the layer, an infiltrated water movement from cell to cell is modeled in the study (cell is a square of the grid). Infiltrated ground water levels which show the three dimensional effects of a topographical factor in an area can be hourly calculated at every cell by the model. The safety factor of every cell is also calculated every hour by the infinite slope stability analysis method with the obtained infiltrated ground water level. Failure potential delineation is defined here as the time when the safety factor becomes less than unity under the assumptions that effective rainfall is 20mm/h and continues 20 hours.

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농촌 비점원 오염 모형을 이용한 농촌 소유역 축산농가 관리기법에 관한 연구(지역환경 \circled1) (A Study on the Farmstead Management in Small Agricultural Watershed using AGNPS model)

  • 이윤아;김성준;장석길
    • 한국농공학회:학술대회논문집
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    • 한국농공학회 2000년도 학술발표회 발표논문집
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    • pp.536-542
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    • 2000
  • The purpose of this study is to evaluate the effect of stream quality by the farmer's livestock wastes management in a typical small agricultural watershed. AGNPS model has the capability to adjust the level of pollutant load from farmstead and the fertilization level of upland field. A small agricultural watershed(4.12 $\textrm{km}^2$) which has as livestock farmhouses located in Gosan-myun, Ansung-gun was selected. AGNPS data were prepared by using Arc/info and Idrisi. 4 storm events in 1999 was used for runoff calibration, and 2 storm event which is measured in hourly-base at 4 locations along the stream were used for water quality(TN, TP) calibration. Model's behavior to stream quality for 3 cases was investigated. First, the variation of pollution produced from the cattle shed affected little to the stream quality because the cattle sheds were roofed. Second, the good management of ground in farmstead affected to stream quality with 11% and 17% decrease in TN and TP, respectively. Third, the reduction of fertilization level to upland field affected to stream quality with 27.2% and 38.5% decrease in TN and TP, respectively.

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소독능을 고려한 송수펌프 최적운영기법 개발 (Development of the method for optimal water supply pump operation considering disinfection performance)

  • 형진석;김기범;서지원;김태현;구자용
    • 상하수도학회지
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    • 제32권5호
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    • pp.421-434
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    • 2018
  • Water supply/intake pumps operation use 70~80% of power costs in water treatment plants. In the water treatment plant, seasonal and hourly differential electricity rates are applied, so proper pump scheduling can yield power cost savings. Accordingly, the purpose of this study was to develop an optimal water supply pump scheduling scheme. An optimal operation method of water supply pumps by using genetic algorithm was developed. Also, a method to minimize power cost for water supply pump operation based on pump performance derived from the thermodynamic pump efficiency measurement method was proposed. Water level constraints to provide sufficient disinfection performance in a clearwell and reservoirs were calibrated. In addition, continuous operation time constraints were calibrated to prevent frequent pump switching. As a result of optimization, savings ratios during 7 days in winter and summer were 4.5% and 5.1%, respectively. In this study, the method for optimal water pump operation was developed to secure disinfection performance in the clearwell and to save power cost. It is expected that it will be used as a more advanced optimal water pump operation method through further studies such as water demand forecasting and efficiency according to pump combination.

강우 시 중랑천 유역의 수질(T-P, T-N, CODMn, SS, BOD5)변화 특성 (Characteristics of Temporal Variation on Water Quality (T-P, T-N, CODMn, SS, BOD5) in the Jungrang Stream during Rainfall Event)

  • 정재형;조우싱;이태진;권오열
    • 대한환경공학회지
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    • 제36권6호
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    • pp.412-420
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    • 2014
  • 중랑천 상류에서 하류 방향으로 4개 지점을 선정하여 3회의 강우 사상에 대하여 수질변화 특성을 조사하였다. 강우시 $COD_{Mn}$, SS와 $BOD_5$ 농도는 증가하고, T-N은 감소하고, T-P는 경향성이 뚜렷하게 나타나지는 않았으며, 경향성은 강우량과 강우강도 증가에 따라 더욱 뚜렷하게 나타났다. 누적 강우량과 수질항목별 단순회귀 분석 결과, T-N을 제외하고 전체적으로 양의 상관성을 갖는 것으로 나타나서 T-N은 누적강우량이 커질수록 농도가 감소하는 것으로 나타났고, 다른 항목들은 농도가 증가하는 것으로 나타났다. 시간당 평균 강우강도와 수질항목별 단순회귀분석 결과, $R^2$값이 전체적으로 약 0.483~0.992 범위의 대체적으로 폭 넓은 결정계수를 나타났으며, 강우강도가 강할수록, T-P와 T-N은 상류 유입, $COD_{Mn}$은 중류 및 하류 유입, SS는 상류에서 하류 방향으로의 점진적 증가 유입, 그리고 $BOD_5$는 상류에서 하류 방향으로의 점진적 감소 유입이 되는 것으로 판단되었다. 유량과 수질항목별 단순회귀 분석을 실시한 결과, 중랑천 상류가 유량의 증가와 함께 수질오염도가 민감하게 반응하는 것으로 나타났다.

합성개구레이더 영상을 이용한 하천내 DEM 개선 방안 (Measures to improve the DEM using SAR images in the river corridor)

  • 김주훈;노희성
    • 한국수자원학회논문집
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    • 제55권11호
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    • pp.913-922
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    • 2022
  • 본 연구에서는 하천구역에 대해 SAR 영상 분석에 의한 수면적 범위를 이용한 DEM을 개선하는 방법을 제안하고, 북한과 같은 비접근 지역에 적용 가능한 위성 기반의 3차원 하천 공간정보 구축 방법을 제시함을 목적으로 하고 있다. 이를 위해 접근 가능한 남한의 낙동강 지류인 남강 유역을 대상으로 연구를 진행하였다. 위성영상은 유럽항공우주국에서 제공하고 있는 Sentinel-1A/B 자료에 대해 2021년 1년간의 SAR 위성영상 자료를 수집하여 각 시기별의 수체면적을 추출하였다. 지상관측 수위는 WAMIS의 1시간 간격의 자료를 수집하였다. SAR영상 분석에 의해 추출한 수체면의 최저면적부터 최고면적까지 자료에 대해 지상의 계측 수위를 조합하여 수체면 변화에 따른 하천내 고도를 분석하여 DEM을 개선하였다. DEM 개선 후 하천구역내 고도가 매우 다양한 값을 나타내고 있어 기존의 DEM보다 비교적 자연스러운 형태의 하천 DEM을 구성하고 있는 것으로 판단된다. 개선된 DEM에 대한 정확도 검증을 위해 현장에서 측정한 지형 고도자료가 필요하나 자료의 부재로 인해 정확도 검증은 수행하지 못하였다. 다만 본 연구에서는 기존의 DEM과 SAR 영상 분석에 의해 분석된 수체면의 수위를 이용하여 DEM을 개선하는 방법을 제시하였다. 향후 정확도 검증에 대한 추가 연구를 수행한 후 다른 지역에 대한 적용성 검토 및 북한과 같은 미계측/비접근 지역에 적용할 수 있는 방법론을 추가로 제시하는 연구를 진행할 계획이다.

구름 물리학을 토대로한 지점 호우모형 개발 (The Development of Point Heavy Rainfall Model Based on the Cloud Physics)

  • 이재형;선우중
    • 물과 미래
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    • 제25권4호
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    • pp.51-59
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    • 1992
  • 구름 물리학을 응용한 강수모형이 Geogakakos와 Bras(1984)에 의하여 개발된 바 있다. 본 연구는 그들이 제시한 강수모형을 호우모형으로 수정한 것이다. 수정의 근간은 수운적 크기분포(HSD)가 강우 생성류에 미치는 영향과 강우강도에 종속이다는 점을 반영한 것이다. 이 HSD식을 운정과 운저의 유출 수분질량 및 지상에 내린 강우량, 구름층내의 저류량식에 적용하였다. 전주 측후소의 실측 기상자료를 입력자료로 하여 본 수정모형의 매개변수를 조정하였다. 그 결과 매시간 계산 강우량이 기존모형은 큰 편차를 보였으나 본 연구를 통해 제시한 수정모형은 실측 호우에 잘 부합되었다.

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