• Title/Summary/Keyword: 도시침수분석

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Application and Comparison of Dynamic Artificial Neural Networks for Urban Inundation Analysis (도시침수 해석을 위한 동적 인공신경망의 적용 및 비교)

  • Kim, Hyun Il;Keum, Ho Jun;Han, Kun Yeun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.38 no.5
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    • pp.671-683
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    • 2018
  • The flood damage caused by heavy rains in urban watershed is increasing, and, as evidenced by many previous studies, urban flooding usually exceeds the water capacity of drainage networks. The flood on the area which considerably urbanized and densely populated cause serious social and economic damage. To solve this problem, deterministic and probabilistic studies have been conducted for the prediction flooding in urban areas. However, it is insufficient to obtain lead times and to derive the prediction results for the flood volume in a short period of time. In this study, IDNN, TDNN and NARX were compared for real-time flood prediction based on urban runoff analysis to present the optimal real-time urban flood prediction technique. As a result of the flood prediction with rainfall event of 2010 and 2011 in Gangnam area, the Nash efficiency coefficient of the input delay artificial neural network, the time delay neural network and nonlinear autoregressive network with exogenous inputs are 0.86, 0.92, 0.99 and 0.53, 0.41, 0.98 respectively. Comparing with the result of the error analysis on the predicted result, it is revealed that the use of nonlinear autoregressive network with exogenous inputs must be appropriate for the establishment of urban flood response system in the future.

Influence of drainage density on rainfall-runoff in urban area (도시유역의 배수 밀도가 강우-유출에 미치는 영향 분석)

  • Lee, Jinwoo;Chung, Gunhui
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.379-379
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    • 2018
  • 기후변화와 지구온난화로 인하여 전 세계적으로 폭우발생 빈도 및 강도가 증가하고 있다. 특히 유역 차원에서 도시화와 산업 개발로 인한 불투수면적 증가는 내수침수 증가로 이어지고 있다. 불투수면적이 높고 인구와 건물이 밀집되어있는 도시유역에서의 내수침수는 막대한 재산피해와 인명피해를 야기한다. 도시유역의 불투수층에 내린 강우는 지표면을 따라 흐르다가 대부분 우수관으로 유입되어 유역에서 배출된다. 그러므로 도시 우수관의 설계빈도를 결정하고 설계홍수량을 결정하는 일은 도시 홍수 저감을 위한 구조적인 대책 중 가장 우선적으로 고려되어야 하고, 또 가장 중요한 대책이기도 하다. 본 연구에서는 과거 홍수피해가 빈번히 발생했던 도시유역들 중 유역면적과 우수관망의 구조가 다른 7개의 도시를 선정하여 다양한 강우사상에 따른 유출해석을 실시하였다. 서울과 부산 기상관측소에서 관측된 1975년부터 2015년까지의 강우자료에 대한 EPA-SWMM 모형에서의 유출해석 결과 첨두강우량의 변화에 따른 첨두유출량의 변화를 선형회귀모형으로 분석하였다. 회귀모형의 결정계수와 95% 신뢰구간, 변동계수를 비교하였고, 수계밀도개념을 적용하여 첨두유출량의 변화를 해석한 결과, 우수관망이 조밀하게 건설되어 배수밀도가 높을수록 증가된 첨두강우량에 따라 함께 증가하는 첨두유출량의 예측이 상대적으로 정확하게 가능함을 확인하였다. 우수관의 구조적인 특성에 따른 유출 응답 속도를 고려하여 우수관을 설계한다면, 보다 효율적인 우수관 설계가 가능할 것으로 판단된다.

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Characteristics of the Inundation and Process of Making a Flood Map According to the Levee Break Conditions in Urban Stream - Jungrang Experimental Basin - (제방붕괴조건에 따른 도시하천의 홍수범람 특성 및 홍수지도 작성 - 중랑천 시험유역을 중심으로 -)

  • Lee, Jong-Tae;Hur, Sung-Chul;Kim, Jeong-Hoi;Han, Kun-Yeun
    • Journal of Korea Water Resources Association
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    • v.39 no.5 s.166
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    • pp.383-394
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    • 2006
  • This study is for the inundation damage analysis caused by levee break, and for the applicability of GIS tool to make inundation map in the Jungrang stream basin which is one of the representative urbanized area in Korea. The FLDWAV was applied to the actual flood in 1998 to calibrate the parameters, and was used under the flood conditions of 100, 200 years and PMF for the analysis of inundation caused by the levee breach. As the conditions of the levee break, the duration of break(10, 30, 60 min), the width of break(10, 20, 30m) and the location of the break are considered. We found out that the range and the volume of the inundation are strongly influenced by the location of the levee break, the break width in order. And, we compared the two processes of making the inundation map using WMS and ArcView model. The Process 1 which use only WMS has the benefit by its simplicity but there could be considerable errors in making the inundation map, while Process 2 where the ArcView model is introduced to WMS has the capability of making detailed topography map but needs more process time. This study could contribute to levee breach flood analysis and making flood map to establish the EAP(Emergency Action Plan) in the urban basin.

A study on flood control effect of the reservoir location in urban watershed using XP-SWMM (도시유역의 저류지에 의한 홍수조절능력에 관한 연구)

  • Shin, Dong-Hyun;Byun, Jun-Ung;Lee, Eun-Tae
    • Proceedings of the Korea Water Resources Association Conference
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    • 2008.05a
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    • pp.744-748
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    • 2008
  • 우리의 삶의 터전이 도시화됨에 따라 수문현상에도 많은 변화가 생겼다. 이로 인해 기존의 수문해석을 위한 방법을 대신해 도시화된 유역의 새로운 수문해석 방법의 개발이 불가피하게 되었다. 이에 따라 본 연구에서는 도시유출 모형인 SWMM의 대표적 프로그램인 XP-SWMM을 이용하여 도시유역의 유출모의를 하였다. 대상유역으로 선정한 곳은가양천배수분구로 전형적인 도시 하천 유역모습을 하고 있다. 이 유역의 특성치와 확률강우량 산정 후 XP-SWMM 모형에 적용시켜 재현기간별 첨두홍수량을 구하고, 동일 유역을 HEC-HMS로 모의하여 그 차이를 분석하였다. 도시화가 진행되면서 대규모 시설 등이 들어서면서 도로와 인도가 포장되므로 침투는 감소하고, 따라서 유역내 조도계수가 감소되며, 수로망 정비 등에 의해 유입시간이 빨라져 첨두홍수량이 증가하게 되었다. 이와 같은 변화로 인해 기존 홍수량을 구하기 위한 방법의 변화는 필수 불가결하게 되었다. 따라서 본 연구의 중점과제인 저류지에 의한 홍수조절능력에 대한 분석은 대상 유역내에 일정한 크기의 저류지를 상 중 하류위치에 따라 지점선정 후 그에 따른 홍수량과 침수량의 변화를 비교..분석하여 저류지 위치별 홍수조절능력에 대한 평가를 실시하였다.

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Optmized Design for Flood Mitigation at Sea Side Urban Basin (해안 도시유역의 수재해 저감설계 최적화 기법 연구)

  • Kim, Won Bum;Kim, Min Hyung;Son, kwang Ik;Jung, Woo Chang
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.267-267
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    • 2016
  • Extreme events, such as Winnie(1987), Rusa(2002), Maemi(2003) at sea-side urban area, resulted not only economic losses but also life losses. The Korean sea-side characterisitcs are so complicated thar the prediction of sea level rise makes difficult. Geomophologically, Korean pennisula sits on the rim of the Pacific mantle so the sea level is sensitive to the surges due to earth quake, typoon and abnormal climate changes. These environmetns require closer investigation for the preparing the inundatioin due to the sea level rise with customized prediction for local basin. The goal of this research is provide the information of inundation risk so the sea side urban basin could be more safe from the natural water disastesr.

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Analysis of Urban Drainage Network Characteristics Based on Gibbs' Model In Seoul (깁스모형을 이용한 서울시 배수관망 특성 분석)

  • Kim, Kyungjae;Seo, Yongwon;Hwang, Junshik
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.54-54
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    • 2017
  • 본 연구에서는 배수분구를 기준으로 서울특별시의 총 239개 지역 배수관망의 네트워크 특성을 깁스모형(Gibbs' model)을 이용하여 분석하였다. 깁스모형은 추계학적 하천망 모형으로 배수관망 네트워크의 특성을 검토하는데 사용된다. 또한 추계학적 모형이므로 같은 특성을 가지는 배수관망의 모의에도 이용된다. 분석결과 배수분구를 기준으로 서울시 총 239개 중 배수관망이 미 발단된 2개 지역을 제외한 237개를 값에 따라 총 8단계로 구분하여 분석하였다. ${\beta}$값이 $10^{-4}{\sim}10^{-1}$으로 비교적 비효율적인 배수관망은 전체 배수관망의 약 68%를 차지하는 것으로 나타났고, ${\beta}$값이 $10^0{\sim}10^3$으로 비교적 효율적인 배수관망은 전체 배수관망의 약 32%를 차지하는 것으로 나타났다. 따라서 서울시의 배수관망 특성은 비효율적인 관망이 지배적인 것으로 나타났다. 2010년과 2011년의 침수 흔적도와 ${\beta}$ 값의 상관분석을 수행한 결과 비효율적인 네트워크 특성을 가진 유역보다 상대적으로 효율적인 네트워크 특성을 가진 유역이 침수가 발생할 확률이 높다는 것을 밝혀냈다. 이러한 결과는 지속가능한 도시지역 배수관망 설계에 도움을 주고, 방재 관련 사업수립 및 침수원인 분석을 위한 연구에 기여할 것으로 판단된다.

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Estimation of Inundation Area by Linking of Rainfall-Duration-Flooding Quantity Relationship Curve with Self-Organizing Map (강우량-지속시간-침수량 관계곡선과 자기조직화 지도의 연계를 통한 범람범위 추정)

  • Kim, Hyun Il;Keum, Ho Jun;Han, Kun Yeun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.38 no.6
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    • pp.839-850
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    • 2018
  • The flood damage in urban areas due to torrential rain is increasing with urbanization. For this reason, accurate and rapid flooding forecasting and expected inundation maps are needed. Predicting the extent of flooding for certain rainfalls is a very important issue in preparing flood in advance. Recently, government agencies are trying to provide expected inundation maps to the public. However, there is a lack of quantifying the extent of inundation caused by a particular rainfall scenario and the real-time prediction method for flood extent within a short time. Therefore the real-time prediction of flood extent is needed based on rainfall-runoff-inundation analysis. One/two dimensional model are continued to analyize drainage network, manhole overflow and inundation propagation by rainfall condition. By applying the various rainfall scenarios considering rainfall duration/distribution and return periods, the inundation volume and depth can be estimated and stored on a database. The Rainfall-Duration-Flooding Quantity (RDF) relationship curve based on the hydraulic analysis results and the Self-Organizing Map (SOM) that conducts unsupervised learning are applied to predict flooded area with particular rainfall condition. The validity of the proposed methodology was examined by comparing the results of the expected flood map with the 2-dimensional hydraulic model. Based on the result of the study, it is judged that this methodology will be useful to provide an unknown flood map according to medium-sized rainfall or frequency scenario. Furthermore, it will be used as a fundamental data for flood forecast by establishing the RDF curve which the relationship of rainfall-outflow-flood is considered and the database of expected inundation maps.

Flood Inundation Analysis in Urban Area Using XP-SWMM (XP-SWMM 모형을 이용한 도심지역 침수해석)

  • Kim, Jinsu;Lee, Wonho
    • Journal of the Korean GEO-environmental Society
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    • v.16 no.1
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    • pp.29-36
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    • 2015
  • Current domestic research is to demonstrate the effectiveness and efficiencies of flood prevention measures through one-dimensional numerical analysis and this study's object is to help water managers to make the efficient decisions by applying the two-dimensional urban run off model XP-SWMM model in the flooded area and comparing with the flood prevention measures. Statistics were analyzed, based on the data collected from Cheongju Weather Service from 1967 to 2011 for 45 years. 50 years Flood frequency simulations of water flow capacity analysis of the target area for flooded areas $539,548m^2$, inundation depth 1.0 m, was analyzed by inundation time of 48 minutes. When comparing with the constructions of bypass road and underground storage facilities to increase the water flow capacity of A1 small drainage areas as flood protection, if you install a batching target underground detention basin with a capacity of $13,500m^3$, it is expected that the flood by rainfall with frequency of 50 years will be resolved completely. In preparation for extreme weather in the future flood mitigation measures, underground storage tank installation is considered a better efficient way.

Urban Flood Simulation Considering Building and Sewer Lines (건물 및 우수 배제를 고려한 시가지 범람해석)

  • Kang, Sang-Hyeok
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.29 no.3B
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    • pp.213-219
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    • 2009
  • In densely urban areas, features such as the sewer system, buildings and river banks have an effect on flow dynamics and flood propagation, and will therefore be accounted for in the model set-up. While two-dimensional (2D) flood models of urban areas are at the forefront of current research into flood inundation mechanisms, they are however constrained by inadequate parameters of topography, and insufficient and inaccurate data. In this study, an urban flood model (overland flow, 2D urban flood flow and sewer flow) was combined and applied at Samcheok city which was damaged by inundation in 2002, in order to simulate inundation depth. The influence of buildings and pumping capacity was also analyzed to estimate the inundated depth in the study area. As a result, it was found that urban inundated depth are affected by pumping capacity directly and it increased about 20-30 cm on most of the modeled area with a building share rate of 0.2-0.6 per unit grid.