• 제목/요약/키워드: Sediment supply

검색결과 157건 처리시간 0.024초

입력자료 군집화에 따른 앙상블 머신러닝 모형의 수질예측 특성 연구 (The Effect of Input Variables Clustering on the Characteristics of Ensemble Machine Learning Model for Water Quality Prediction)

  • 박정수
    • 한국물환경학회지
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    • 제37권5호
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    • pp.335-343
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    • 2021
  • Water quality prediction is essential for the proper management of water supply systems. Increased suspended sediment concentration (SSC) has various effects on water supply systems such as increased treatment cost and consequently, there have been various efforts to develop a model for predicting SSC. However, SSC is affected by both the natural and anthropogenic environment, making it challenging to predict SSC. Recently, advanced machine learning models have increasingly been used for water quality prediction. This study developed an ensemble machine learning model to predict SSC using the XGBoost (XGB) algorithm. The observed discharge (Q) and SSC in two fields monitoring stations were used to develop the model. The input variables were clustered in two groups with low and high ranges of Q using the k-means clustering algorithm. Then each group of data was separately used to optimize XGB (Model 1). The model performance was compared with that of the XGB model using the entire data (Model 2). The models were evaluated by mean squared error-ob servation standard deviation ratio (RSR) and root mean squared error. The RSR were 0.51 and 0.57 in the two monitoring stations for Model 2, respectively, while the model performance improved to RSR 0.46 and 0.55, respectively, for Model 1.

아산호 용수공급용량 유지를 위한 적정 준설량 산정 (Estimation of the Optimal Dredge Amount to Maintain the Water Supply Capacity on Asan-Lake)

  • 장태일;김상민;강문성;박승우
    • 한국농공학회논문집
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    • 제48권2호
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    • pp.45-55
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    • 2006
  • This study analyze the hydrologic conditions and the effects of selected runoff characteristics as an attempt to estimate the optimal dredge amount for Asan Lake in Korea. The runoff feature was calculated by utilizing the water balance simulation from DIROM (Daily Irrigation Reservoir Operation Model), which allowed changes in landuse to be quantified using remote sensing for 14 years. The distribution of prospective sediment deposits was been tallied based on the changes in landuse, and quantity of incoming sediment estimated. From these findings, we were then able to simulate the fluctuation of water level, gauging the pumping days not already in use, to determine the frequency of the distribution for around the. requirement annual water storage and the changing water level. The optimal dredge amount was calculated on the basis of the distribution of frequency, taking into account the design criteria for agricultural water with the 10-year frequency of resistant capacity.

시계열 영상정보를 이용한 하천 지형태 변화 검토 (Examination of Topographical Shape Change in River using Time-series Aerial Photo)

  • 이근상;이현석;황의호;이을래
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2008년도 학술발표회 논문집
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    • pp.2136-2140
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    • 2008
  • 최근 환경생태학적 하천관리가 중시되면서, 하천의 지형태를 고려한 하천복원 및 관리업무가 필요하게 되었다. 본 연구에서는 시계열 항공영상을 이용하여 갑천과 유등천의 지형태 변화를 검토하였다. 특히 보나 교량과 같은 하천시설물이 새로 설치되거나 해체된 지점, 그리고 갑천과 유등천이 합류되는 지점을 선정하여 시계열별로 유량의 변화 및 물의 흐름방향 등을 파악할 수 있었다. 또한 물의흐름 특성에 의한 퇴사의 양상도 함께 검토함으로서 도심하천의 유지수량 및 환경생태학적 하천복원 업무 수행시 중요한 의사결정자료로 제공이 가능하게 되었다.

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STRATIGRAPHIC ARCHITECTURE OF FLUVIAL SEQUENCES IN THE NORTHWESTERN PART OF KYONGSANG BASIN

  • Jo H. R.;Chough S. K.
    • 한국석유지질학회:학술대회논문집
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    • 한국석유지질학회 2000년도 제7차 학술발표회 발표논문집
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    • pp.47-56
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    • 2000
  • The northwestern part of Kyongsang Basin largely comprises interbedded sandstone and mudstone with local conglomeratic deposits in the basin margin, representing marginal alluvial fans and fluvial depositional environments. The non-marine successions are divided into successive stratigraphic units, each of which is unique in facies assemblages and architecture of sandstone bodies. Two stratigraphic units, i.e., Sinpyong-Anpyong and Jotap units are examined in terms of stratigraphic architecture and its causative processes. Detailed architectural analysis reveals that the channel systems of Sinpyong-Anyong unit were of braided patterns, whereas those of Jotap unit were dominated by small-scale bedforms. The difference in fluvial styles can be attributed to the changes in amount and caliber of sediment load and water discharge, which might have been ultimately governed by basin tectonics, climate, and base level. Along with the marked change in fluvial style, the two successive units show repeated expansions of distal, water-logged floodplains and lacustrine facies in the basal and uppermost parts of Sinpyong-Anpyong unit, where the proportion of channel sandstone bodies is relatively low. These stratigraphic intervals are succeeded by the sequences with proximal, well-drained floodplain facies and relatively coarser-grained channel sandstone bodies of higher proportion, reflecting the progradation of proximal systems (the middle part of Sinpyong-Anpyong unit and Jotap unit). The overall stratigraphic architecture can be ascribed to the fluctuations in accommodation space and sediment supply induced by repeated basin subsidence.

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Clay Minerals of the Bottom Sediments on the Northwestern Continental Shelf in the East China Sea

  • Park, Yong-Ahn;Khim, Boo-Keun;Nam, Jung-Man;Youn, Jeung-Su
    • 한국지구과학회지
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    • 제25권1호
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    • pp.1-9
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    • 2004
  • The clay minerals of thirty-four bottom sediments collected from the northwestern continental shelf of the East China Sea have been determined by X-ray diffraction analysis. The clay mineral distribution is mainly controlled by the sediment source and the dominant circulation pattern. The predominant clay mineral in our study area is illite comprising more-than 70% of whole clay fraction. The highest concentration of illite (>72%) is found in the southeastern offshore parts beyond the reach of terrigenous input from the Cheju Island. It means that these illites are largely transported by the Kuroshio Current from the South China Sea. Smectite is highly concentrated in the northwest middle part and in the outer-shelf mud patch. It seems to be due to the high supply of smectite transported from China where the fine-grained sediments are discharged from the modern and ancient Huanghe River. The relatively high abundance of kaolinite is likely derived from the Changjiang River via Taiwan ·Warm Current. In contrast, the large amounts of chlorite and high chlorite/kaolinite ratios occur in the northwestern are, reflecting the transportation by the Huanghai Sea Coastal Current from the southern Yellow Sea.

테트라포드 사방댐의 적용성 평가 -산청군 홍계리 지역을 대상으로- (Applicability Evaluation of Tetrapod Debris Barrier -A Case of Honggyeri Area in Sanchung County-)

  • 김기흥;박재현;마호섭
    • 한국환경복원기술학회지
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    • 제15권1호
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    • pp.119-132
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    • 2012
  • In order to connect eco-corridor and to harmonize with natural environment, it is necessary to construct small debris barrier. Therefore, we will evaluate applicability of small debris barrier which made of tetrapod utilized in construction of seashore protection facilities and breakwater. From result compared with the adaptation processes in fields, tetrapod were stabilized to critical tractive force. Stability evaluation method on sliding and overturn of tetrapod debris barrier was developed, and hereafter could be applied to similar debris barriers. According to results analyzed to continuity on sediment supply in debris barrier, boulders were deposited in upstream and gravels were deposited in downstream. Therefore, tetrapod debris barrier will be able to prevent in the long-term the erosion of river bed in down-stream, and the maintenance is easy because dredging is not necessary. Current were formed in between the tetrapod provided eco-corridors for fishes and shellfishes.

전분 환 투입에 의한 실험실 규모 침전지 저부에서의 생화학적 환경 변화와 화약물질(TNT 및 RDX) 분해 (Shifts in Biochemical Environments and Subsequent Degradation of Explosive Compounds (TNT and RDX) by Starch Ball Addition in the Benthic Zone of Bench Scale Settling Basins)

  • 박지은;배범한
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제19권3호
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    • pp.82-93
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    • 2014
  • A starch ball was devised to conveniently supply carbon source to indigenous microorganisms and to enhance biotransformation of explosive compounds(TNT and RDX) in the sediments of settling basins installed in military shooting ranges. To identify optimum dose/sediment ratio for degradation of explosives in the basin, a series of bench scale settling basin experiments were performed for 30 days while monitoring supernatant pH, DO, concentrations of nitrite, nitrate, sulfate, explosive compounds, and acute toxicity measured by bacterial luminescence. Addition of starch ball induced changes in oxidation conditions from oxic to anoxic in the benthic zone of the basin, which resulted in subsequent reductive degradation of both TNT and RDX in the liquid and solid phase of basin. However, fermentation products of excess starch, acetic acid and formic acid, caused acute toxicity in the liquid phase. The optimum ratio of starch ball/sediment for explosive compounds degradation by inducing changes in bio-geochemical environments without increase in acute toxicity, was found to be 0.009~0.017.

Thin-bedded, Fine-grained Lacustrine Turbidite Facies on the Northern Coast of Jindo and the Adjacent Area: Density underflow-induced, Ash-rich Turbidity Current Deposits

  • Chang Tae Soo;Chun Seung Soo
    • 한국석유지질학회:학술대회논문집
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    • 한국석유지질학회 1998년도 제5차 학술발표회 발표논문집
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    • pp.29-37
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    • 1998
  • The sedimentary succession on the northern coast of Jindo and the adjacent area comprises the thinly bedded, fine-grained deposits of an epiclastic sandstone, siltstone, black shale/mudstone, and cherty mudstone (ca. 200m in vertical thickness), which are interpreted as the finely stratified turbidites mainly by density underflow-induced currents. Most deposits can be divided into eight facies: thin-bedded, ash-rich massive sandstone layer (mS), graded and laminated mudstone layer (glM), graded mudstone layer with ripple lamination (rM), laminated and graded siltstone layer (lgZ), finely laminated black shale layer (IBS), structureless mudstone layer (mM), thin-bedded cherty mudstone layer (lCM), and contorted and laminated mudstone layer (dlM), The thin-bedded, ash-rich sandstone facies is interpreted to be deposited from high-density turbid underflows during a relatively large flooding. Most thinly bedded mudstone facies would be deposited from low-density turbid underflows (turbidity currents) with some different hydrodynamic condition and sediment concentration during the high discharge of river water. Whereas the structureless mudstone facies may result from raining down of suspended sediment intermittently supplied by overflows and interflows. From the entire succession, graded and laminated mudstone layers interbedded with thin-bedded, ash-rich massive sandstone are dominant in the lower part of the succession, and graded mudstone layers with ripple lamination ripple lamination occur mainly in the middle part of it. On the other hand, iaminated/raded siltstone and contorted/laminated mudstone layers prevail in the upper part. The transition of facies association is suggestive of the continuous change of main depositional setting from basin plain to lower slope, which could be due to the movement of depocenter by the increase of sediment supply (volcanic activity).

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공릉2보 철거에 따른 하천형태학적 변화 (Change in Stream Morphology after Gongneung Weir 2 Removal)

  • 최성욱;이혜은;윤병만;우효섭
    • 한국수자원학회논문집
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    • 제42권5호
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    • pp.425-432
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    • 2009
  • 공릉2보는 농업용수의 공급을 위하여 1970년대에 설치되었다. 그러나 인근 지역의 토지 이용의 변화로 용도를 다하여 사용되지 않고 방치되어 있었다. 공릉2보는 높이 1.5 m의 소형 보 이며, 공릉천의 하상재료는 가는 모래에서 가는 자갈로 구성되어있다. 지자체와 지역 주민들과의 협의를 통하여 공릉2보는 2006년 4월 14일 완전히 철거되었다. 본 논문에서는 공릉2보 철거에 따른 하천형태학적인 변화를 조사하기 위한 연구를 수행하였다. 보 철거 전 후의 하상재료의 입도분포, 종단 하상고, 그리고 단면형의 변화가 고찰되었다. 보를 포함한 1 km 구간에서 순 퇴적량이 산정되었으며, 결과로부터 평형하상을 유도하는 유사이동 과정이 초반 45일동안 무척 빠르게 진행되었음을 보였다.

토석류의 침식 및 퇴적을 고려한 유동층의 거동 분석 (Analysis of Liquefied Layer Activities Considering Erosion and Sedimentation of Debris Flow)

  • 김성덕;이호진
    • 한국지반환경공학회 논문집
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    • 제20권4호
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    • pp.23-29
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    • 2019
  • 최근의 기후변화는 산지가 많은 우리나라에서 토석류를 발생시켜 하류에 많은 재난을 야기하였다. 산지에서 발생한 토석류는 퇴적과 침식을 반복하며 하류로 이동하고, 유동화된 토사-물 혼합물 형태로 나타난다. 이처럼 강한 운동성의 토석류를 해석하기 위하여 연속방정식 및 운동량 방정식을 적용하였고, 퇴적 및 침식에 관한 속도식은 세립사가 포한된 수정형을 적용하였다. 본 연구는 산지 상류부에서 발생 가능한 퇴적토사량의 변화에 대한 하류부에서의 토석류 거동을 분석한 것이다. 조립토사의 포설 길이 변화에 따른 수로 하류단에서 토사체적농도를 분석해 보면, 공급유량이 많고 포설길이가 길수록 토사농도의 고저차가 크게 나타났고, 변곡점 발생 시점도 빨라진 것을 알 수 있다. 본 연구의 결과는 급경사의 비탈사면에서의 침식 및 퇴적 가능 여부를 알 수 있는 침식-퇴적 속도를 판단하여 토석류 재해에 대한 대책을 세우는 데 좋은 정보를 제공할 것이다.