• 제목/요약/키워드: Anyang River

검색결과 51건 처리시간 0.023초

Prediction of Dissolved Oxygen at Anyang-stream using XG-Boost and Artificial Neural Networks

  • Keun Young Lee;Bomchul Kim;Gwanghyun Jo
    • Journal of information and communication convergence engineering
    • /
    • 제22권2호
    • /
    • pp.133-138
    • /
    • 2024
  • Dissolved oxygen (DO) is an important factor in ecosystems. However, the analysis of DO is frequently rather complicated because of the nonlinear phenomenon of the river system. Therefore, a convenient model-free algorithm for DO variable is required. In this study, a data-driven algorithm for predicting DO was developed by combining XGBoost and an artificial neural network (ANN), called ANN-XGB. To train the model, two years of ecosystem data were collected in Anyang, Seoul using the Troll 9500 model. One advantage of the proposed algorithm is its ability to capture abrupt changes in climate-related features that arise from sudden events. Moreover, our algorithm can provide a feature importance analysis owing to the use of XGBoost. The results obtained using the ANN-XGB algorithm were compared with those obtained using the ANN algorithm in the Results Section. The predictions made by ANN-XGB were mostly in closer agreement with the measured DO values in the river than those made by the ANN.

GIS를 이용한 안양천 유역의 오염부하량 산정 (Estimation of Pollution Load in Anyang Stream Basin Using GIS)

  • 최종욱;유병태;이민환;김건흥
    • 환경위생공학
    • /
    • 제14권3호
    • /
    • pp.1-9
    • /
    • 1999
  • In the estimation of pollution load in water basin, a data information has generally used from surveyed data. A Geographic Information System(GIS) was adopted to evaluate the amount of pollution load in Anyang stream basin which is one of the major tributaries in the Han river flows through urban area. The digital maps of administrative boundary, stream network, sub-basin, soil type, and land-use for spatial data as well as attribute data were generated. And the database of sub-basins and pollution source was structured to estimate pollution load in Anyang stream basin by an Arc/Info GIS.As the results of this investigation, the pollution load of Mokgam-chun sub-basin was the highest amount. And that of Hagi-chun sub-basin and the fourth main stream sub-basin were also high amount in Anyang stream basin. In general, it was found that the pollution load generated from the upstream area in Kyunggi province was higher than that from downstream area in Seoul. Because the point and non-point source pollution load played very significant role in the deterioration of the water quality of the Anyang stream, an integrated approach to water quality management should be required for the sub-basins of high pollution load amount.

  • PDF

수변계획을 위한 계절별 수질오염 분석 (Analyses of Seasonal Water Quality Pollution for Side Planning)

  • 이양규;한중근;홍창선
    • 상하수도학회지
    • /
    • 제20권3호
    • /
    • pp.347-355
    • /
    • 2006
  • Anyang Stream including its main branch is the biggest branch stream of Han River in Korea. The geological and geomorphological characteristics were investigated to the affected area of Anyang Stream, in which rainfall characteristic was analyzed. The water quality surveyed that the analysis of water pollution used to biotic index and biological water pollution. The rainfall pattern in this area was like to that of typical Korea, but the rate of trigger and runoff during summer season(June~August) is more higher than mean of Korea. Before 2003, a dried stream is severe status, which was due to abundant runoff, but this status are improved. After 1997, water quality of stream is recovering status such as water pollution of stream steeply decreased. Especially after 2003, this trend is more quickly improved. Although, owing to the increasing of a T-N and SS at upstream wastewater were due to bad collection of industrial factories, livestock's and mans living, the water quality worsted at upstream. Water quality in total section of main stream was severely contaminated that water-quality limit is 5 with polysaprobic by water self-purification. That of main branch was 1~3limits with ${\alpha}$- and ${\beta}$-mesosaprobic in Anyang city area, But water quality in all area about another branch of Anyang stream except Anyang city area was almost under of 3 grades. Though trying of Anyang city for recover movement(completion of 2nd Sewage Treatment Plant and Water supply pipe system) on Anyang stream, water pollution states of upper branch in Anyang stream was not better than its of 2002 because it may be difference of control area on other cities.

수도권지역 개발에 따른 자연재해 특징분석 : 안양천 유역분지에서 잠재적 수해특성 분석 (The Characteristics of Natural Hazard due to the Impact of Urbanization in Seoul Metropolitan Area : A potential flood hazard study of Anyang-Cheon Watershed)

  • 성효현
    • Spatial Information Research
    • /
    • 제4권1호
    • /
    • pp.21-42
    • /
    • 1996
  • 본 연구의 목적은 안양천 유역분지를 중심으로 도시화가 본격적으로 이루어지기 이전의 하도를 복원하여 하도의 변화를 파악하고 안양천 유역분지내에서 1957년과 1991년 사이의 토지이용패턴의 변화를 살피려한다. 또한 안양천유역의 상류부근에서 1989년이래 대규모 택지개발로 시가지역이 확대되면서 토지이용 변화에 따른 수문 현상을 파악하여 홍수와 같은 자연재해의 변화양상을 파악하려고 한다. 안양천 유역 분지에서 1957년과 1991년 사이에 하천은 대부분 직선화 되고 지류의 소하천이 복개가 되어 하천의 총길이다 87Km가 감소 되었다. 특히 토지이용 변화에서 가장 획기적인 변화는 유역분지내에서 10%의 농경지와 20%의 임야가 감소되고, 기사지역이 약 30% 확대되었다는 점이다. 특히 수해돠 같은 자연재해가 일어나기 쉬운 안양천 하천 버퍼내의 토지이용현황을 보면 1957년에는 하천 버퍼지대가 주로 임야(42.53%)와 농경지(43.08%)로 이용되고, 오로지 14.39%만이 시가지역으로 이용되고 있었다. 그러나 1991년의 하천 버퍼지대에서는 집중적으로 개발되어 42.76%가 시가지화 되었고 약 30%가량이 농경지로 이용되고 있어 홍수시에 수해의 피해 규모가 증대될 가능성이 크다. 강우량의 규모와 분포패턴에 따라 다르겠지만 안양천 상류지역에서 평촌지구 및 산본지구의 택지개발을 전.후하여 대체로 개발전과 개발후가 진행되고 있는 시기 보다 강우량에 대한 수위의 변화량이 적은 편이다. 이는 개발전에 평촌 및 산본 택지 개발지구가 대부분 논이나 임야로 되어 있었던 지역이기 때문에 논이나 녹지에 의해 유량이 저류되었다가 서서히 하도로 흘러들어 가서 수위의 변화량도 완화되고 최고 수위가 나타나는 시간도 지연되기 때문이다. 개발 후는 하수관거등의 배수시설이 완비됨으로서 우량이 조절되어 수위의 변화량이 완화된다고 볼 수 있다. 반면에 개발전에 비해 개발후는 비가 온 후 즉각적으로 최고 수위에 달하게 되어 홍수도달시간이 매우 단축됨을 알 수 있다. 이지역에서 1989년에서 1993년 까지 시가지역이 약 7.04Km/sup 2/나 증가하고 전체 면적에 대해 5.5%증가함에 따라 불투수층의 증가로 홍수도달시간은 약4 시간 정도 단축되었다. 개발이 진행되고 있는 시넘에서는 도시 배수시설이나 녹지 및 논과 같이 물을 일시적으로 저장하여 조절하는 것이 없기 때문에 우량에 대한 수위의 변화가 극단적으로 크게 나타나며 또한 홍수도달시간도 매우 단축되어 나타난다. 이는 개발 도중에 홍수해나 산사태와 같은 재해가 일어날 확률이 높아지며, 개발후에도 홍수 도달시간이 매우 단축되므로 하천가의 개발등은 재해의 규모를 증대시킬 확률이 있다고 생각 된다. 따라서 수해 피해를 줄이고 하천의 친수기능을 살리기 위해 유역분지 내에서 종합적인 치수대책 수립과 개발지역에서 재해영향 평가 제도의 도입이 요구된다.

  • PDF

안양천 하수처리 재이용에 따른 계절별 수질오염 분석 (Analysis of Seasonal Water Pollution According to the Reuse and Treatment of Wastewater from Anyang Stream)

  • 이양규;홍창선;임광수
    • 한국환경복원기술학회지
    • /
    • 제16권2호
    • /
    • pp.41-52
    • /
    • 2013
  • Anyang Stream Restoration Movement was started from 2001 for the construction of ecological city. The facilities for reuse of treated sewerage have been used since 2003 for improvement of water quality, maintenance of water quantity, river ecological restoration, and hydrophilic space. Thus, the Anyang city has been gradually transformed to eco-friendly city after the construction of Anyang stream and Hakui stream as natural rivers. In this study, biological and chemical methods as well as ecological indicators for Anyang mainstream and major tributaries were monitored for four years in between 2008 and 2012. The water quality and the diversity of species in most of the streams were found to be good except Anyang main stream. It appears that the influence of seasonal drying stream is almost disappeared except Sammak stream. Thus, the values for BOD (Biochemical Oxygen Demand) and BIP (Biological Index of Pollution) for Anyang main stream were found to be 5.27~3.42mg/l and 4.51~5.50, respectively. This is considered to be caused by the reused water quality of treated wastewater being exceeded the design criteria or by the non-point source of contaminants around the stream. However, entire section of tributaries shows I, II grade as a good water quality.

안양천의 계절별 수질분석 (Analyses of Seasonal Water Quality of The Anyang Stream)

  • 한중근;이양규;남정만
    • 한국환경복원기술학회지
    • /
    • 제7권4호
    • /
    • pp.52-60
    • /
    • 2004
  • In order to analysis of the water pollution of the Anyang stream(one of the biggest branch streams of the Han River) and its main tributaries, the geological and topographical and rainfall features in its basin were investigated. To do this, the water samples were collected 23 points of the upper, mid and down of Anyang stream and its tributaries and were analyzed based on the chemical methods, Korean Biotic Index(KBI) and Saprobien systems. The Anyang stream basin has a characteristic of topographical torrential heavy rainfall like a typical rainfall feature in Korea. The concentration and the outflow rate of rainfall is very different in seasonal, and water pollution in dry season is especially severe. After 1997, although the water quality status of stream has been improved gradually, the concentration of T-N and SS at the upstream is increased due to the deficiency of facility used for collecting wastewater released from industrial factories, livestock farms and residential areas. The mainstream of the Anyang stream is classified into the 5th grade water as polysaprobic water area according to Saprobien system and the biotic index is over 2.5 in overall. Most of tributaries have 1~3 grade water limit with ${\alpha}$- and ${\beta}$-mesosaprobic except the upper and mid streams of Samsung tributary, in which pollution status is the lowest part. Though Sambong tributary is ${\alpha}$-mesosaproboic, biotic index is low because of the appearance of abundant benthos animals in farming and fishing villages.

한강유역 주요지천의 저질내 중금속 분포 (Characteristics of Heavy Metal Distribution in Bottom Sdeiments of Tributaries of the Han River)

  • 허준무;박종안
    • 환경위생공학
    • /
    • 제14권3호
    • /
    • pp.71-79
    • /
    • 1999
  • The Hg, Cd, Cu, Mn, and Zn in bottom sediments of han river and their tributaries were analyzed to evaluate the seasonal variations of heavy metals. Leaching tests were also performed for estimation of availability of heavy metal retention in sediments. Sediments of Anyang stream showed the highest concentration of heavy metal in the sediment samples. Heavy metal concentration was heavily depended upon the heavy metal source of tributaries of han river and particle distribution. Clay and silt had higher concentration of heavy metals than very fine san and fine sand due to difference of retention capability of heavy metal. The highest concentration of heavy metal was observed in bottom sediments irrespective of sites investigated. Heavy metals and ignition loss showed positive relations, and higher relationships with p-value <0.01 were observed between copper and lead. copper and zinc, and depended on the pH condition of leaching test, and leachated fraction increased with decrease of the pH.

  • PDF

영산강 하구역의 춘계와 하계에 출현하는 어류플랑크톤의 종조성과 개체수 (Species composition and abundances of ichthyolplankton in Yeongsan River Estuary in Spring and Summer)

  • 진병선
    • 수산해양기술연구
    • /
    • 제60권1호
    • /
    • pp.37-46
    • /
    • 2024
  • This study was conducted to provide the basic information on environment effects on appearance of ichthyoplankton in the Yeongsan River Estuary in Spring and Summer from 2018 to 2020. Data were obtain from the database of 'Coastal Ecosystem' in "National Survey of Marine Ecosystem." Among the abundance ichthyoplankton species, the Gobiidae spp. dominated, accounting for 85% of the total abundances with the secondary dominant species being the Parablennius yatabei, representing 3% of the abundances. Cluster analysis results revealed a composition differentiated between spring and summer. The Yeongsan River Estuary is known to be significantly influenced by the opening and closing of estuarine gates. In this study, the fluctuation in the number of occurrence groups and abundance among the years and season is attributed to the phenomenon of high water temperature period and the freshwater discharge.

MMS 포인트 클라우드를 활용한 하천제방 경사도 자동 추출에 관한 연구 (Automatic Extraction of River Levee Slope Using MMS Point Cloud Data)

  • 김철환;이지상;최원준;김원대;손홍규
    • 대한원격탐사학회지
    • /
    • 제37권5_3호
    • /
    • pp.1425-1434
    • /
    • 2021
  • 하천 시설물의 효율적인 유지관리를 위해서는 대상물에 대해 지속적이고, 주기적인 데이터 취득이 선행되어야 한다. 하천 시설물은 일반 시설물과 달리 넓고 긴 지역을 따라 분포하고 있으므로 지상레이저스캐너, 토탈스테이션 및 GNSS를 활용하는 기존의 하천 측량 방법으로는 공간정보를 취득하는 데에 비용·인력·시간적 한계가 존재한다. 이에 반해, 모바일매핑시스템(Mobile Mapping System, 이하 MMS)은 플랫폼의 이동과 동시에 3차원 공간정보를 취득하므로 하천 시설물의 데이터 취득에 효율적이다. 따라서 본 연구진은 MMS를 활용하여 안양천 4 km 제방에 대해 20분동안 184,646,099개의 포인트를 취득했으며, 이를 10 m 간격의 종 방향으로 분할하여 378개의 횡단면을 추출하였다. 제방 횡단면 포인트 클라우드에서 제외지의 경사면 정보만 따로 분리하여 최대 및 평균 비탈 경사를 자동으로 계산하였으며, 이를 동일 제방에 대해 수동으로 계산한 값과 비교했을 때 RMSE 기준 최대 경사 1.124°, 평균 경사 1.659°의 정확도를 확인할 수 있었다. Reference 경사는 제방의 포인트 클라우드를 plot하고 경사 계산 시 위치정보를 사용하는 두 점을 직접 선택하여 수동으로 계산하였다. 또한 자동 추출한 경사를 하천기본계획 상의 비탈 경사면 설계 기준과 비교하여 MMS를 활용한 하천 시설물 검사의 가능성을 확인하였다.

춘기 한강지류(안양천, 곡릉천)의 육수학적 연구 (Limnological Studies in Branch of Han River(Anyang River, Kockneung River) during Spring Season)

  • 홍사욱
    • Journal of Plant Biology
    • /
    • 제11권4호
    • /
    • pp.1-8
    • /
    • 1968
  • The persent paper discusses the relation between water pollution and aquatic organisms resulted from the study of the water quality and the kinds of algea and aquatic insects both of the An-yang River from Mt. Kwan-ak to the Han River and of the Kock-neung River from Mt. Puk-han to the Han River during the spring of 1965 and 1966. According to the change of water quality, the An-yang River might be divided into three areas. In the first area, from Mt. Kwan-ak to near An-yang town, water quality is not so polluted that may aquatic organisms such as Anisogamarus ryotoensis, Epeorus, Cambaroides, Zygnem, Batrachospermum moniliform, Draparnaldia glomerata are found. In the second area where water is polluted by the inflow of sewerage water from An-yang town, the concentration of chloride, COD, ammonia-N, nitrate-N, alkali degree increased. Therefore, few aquatic insects and algea are found. In the third area, it is much polluted by the industrial sewerage water frojm Yeong-dong-po; and so the aquatic organisms that indicate strong pollution such as Oscillatoria, Euglena, Tubifex are found in this area. It is also significant that the Nereis japonica that indicates the pollution of brackish water is discorved in the some area. In the case of the Kock-neung River, however, it is not clearly divided into areas, as in the case of the An-yang Riber, according to the pollution of water; but because of villages and towns along the river the gradual pollution of water; but because of villages and towns along the river the gradual pollution of water is observed and accordingly, a considerable change in aquatic organisms is also found in this river. In the area near II-yeung town, for instance, the concentration of the chloride, hardness, nitrite, nitrate is very low, and ammonia-N is not detected; and accordingly the aquatic insects that generally inhabit in mountain stream, such as Anisogamarus ryotoensis, Cambaroides, Epeorus, Thraubs, Hydropsyche are found here. In the down stream of the river, from Kock-chon, the quality of water is considerably polluted and fine sands are found laid on the bottom of the stream; therefore, the aquatic insects are very few, but the algea such as Navicula, Pleusigma, Oscillatoria that indicate water pollution are found in this area.

  • PDF