• Title/Summary/Keyword: 격자분포형 모형

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Development of stream low flow routing algorithm using a grid-based continuous hydrological model considering dam and weir operation data (댐·보 방류량 자료를 활용한 분포형 수문모형 기반 하천 갈수량 추적 알고리즘 개발)

  • Lee, Yong Gwan;Jung, Chung Gil;Kim, Won Jin;Kim, Seong Joon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2019.05a
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    • pp.29-29
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    • 2019
  • 급격한 도시화와 기후변화로 인한 자연적인 물순환 구조의 변화는 기존 수자원 이용 경향을 변화시키며 하천건천화 현상을 유발하고 있다. 이를 관리하기 위해 하천건천화 평가 및 예측이 가능한 영향 평가 기술이 필요하며, 국내에서는 GIS 기반의 분포형 수문 모형인 Drying Stream Assessment Tool and Water Flow Tracking (DrySAT-WFT)이 개발되어 활용되고 있다. 그러나 격자기반의 물수지 모형은 단위 cell 안의 수직적인 물의 거동은 파악하기 용이하나, 모형의 특성상 저수지, 댐, 보와 같은 수리 시설물의 방류량에 따른 하도의 흐름 추적에는 어려움이 있다. 본 연구의 목적은 DrySAT-WFT 모형에 댐?보 방류량 자료와 연계한 하도추적 알고리즘을 개발하여 모형의 유출 모의 성능을 개선하고, 1976년부터 2015년까지의 유출 모의를 통해 전국 표준유역을 대상으로 각 유역에 대한 하천건천화 원인 추적 및 평가를 수행하고자 한다. 하천건천화영향요소를 고려하기 위한 모형의 입력 자료로 산림높이, 도로망, 지하수 이용량, 토지이용, 토심, 기상 변화에 대해 1976년부터 2015년까지 구축한 시계열 전국 자료를 활용하였으며, 일별 강우량, 상대습도, 평균풍속, 평균 및 최고, 최저 기온, 일조시간의 기상자료를 구축하였다. 개선된 DrySAT-WFT 유출 모의 결과는 선행 연구와의 비교를 통해 모의 개선점을 정량적으로 제시하고자 한다.

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Flood Runoff Analysis using a Distributed Rainfall Runoff Model (분포형 유출모형을 이용한 홍수유출해석)

  • Jo, Hong-Je;Jo, In-Ryul
    • Journal of Korea Water Resources Association
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    • v.31 no.2
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    • pp.199-208
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    • 1998
  • This study is on the application of TOPMDEL(Topographic based hydrologic model) Which is a distributed rainfall-runoff model to the flood runoff analysis. The test area was Wichun experimental catchment site which is mountainous mid-area (Dongok, 33.63$\textrm{km}^2$ and Goro, 109,725 $\textrm{km}^2$) and being operated by the Ministry of Construction and ransporation. A three-dimensional digital elevation model(DEM) map was constructed using a physiographic map(1/25,000) and GIS software, Arc/Info, was used to the analysis of geofraphic factors. The topographic index of Dongok and Goro subcatchment was similar. As a results of the analysis, the model was validated that the simulated peak flow of a flood runoff was fit to the observed data. For the analysis of the effects of grid size, Dongok subcatchment was divided into 100,120-,240 m grid and Goro subcatchment was divided into grid and 120,200,350 m grid. It was shown that the peak flow increased in proportion to the increases of the grid size, but peak times were constant regardless of the grid size in both of the watershed.

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An Application of the Genetic Algorithm on Population Estimation Using Urban Environmental Factors (도시환경변수를 이용한 격자 인구추정에 있어서의 유전적 알고리즘기법 활용 연구)

  • Choei, Nae-Young
    • Journal of the Korean Association of Geographic Information Studies
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    • v.13 no.3
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    • pp.119-130
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    • 2010
  • The Genetic Algorithm has been frequently applied by many researchers as one of the population surface modelling tool in estimating the regional population based on the gridded spatial system. Taking the East-Hwasung area as the case, this study first builds a gridded population data based on the KLIS and eAIS databases as well as municipal population survey data, and then constructs the attribute values of the explanatory variables by way of GIS tools. The GA model is run to maximize its fitness function measuring the correlation coefficient between the observed and predicted values of the 70 population cells. It is shown that the GA output predicted reasonably consistent and meaningful coefficient estimates for the explanatory variables of the model.

Application of a Grid-Based Rainfall-Runoff Model Using SRTM DEM (SRTM DEM을 이용한 격자기반 강우-유출모의)

  • Jung, In-Kyun;Park, Jong-Yoon;Park, Min-Ji;Shin, Hyung-Jin;Jeong, Hyeon-Gyo;Kim, Seong-Joon
    • Journal of the Korean Association of Geographic Information Studies
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    • v.13 no.4
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    • pp.157-169
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    • 2010
  • In this study, the applicability of SRTM(The Shuttle Radar Topography Mission) DEM(Digital Elevation Model) which is one of the remotely sensed shuttle's radar digital elevation was tested for use as the input data in a grid-based rainfall-runoff model. The SRTM DEM and digital topographic map derived DEM(TOPO DEM) were building with 500m spatial resolution for the Chungju-Dam watershed which located in the middle east of South Korea, and stream-burning method was applied to delineate the proper flow direction for model application. Similar topographical characteristics were shown as a result of comparing elevation, flow-direction, hydrological slope, number of watershed cell, and profile between SRTM DEM and TOPO DEM. Two DEMs were tested by using a grid-based rainfall-runoff model named KIMSTORM with 6 storm events. The results also showed no significant differences in average values of relative error for both peak runoff(0.91 %) and total runoff volume(0.29 %). The results showed that the SRTM DEM has applicability like TOPO DEM for use in a grid-based rainfall-runoff modeling.

Analysis of Runoff Sensitivity for Initial Soil Condition in Distributed Model (초기토양조건에 대한 분포형모형 유출민감도 분석)

  • Park, Jin Hyeog;Hur, Young Teck
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.28 no.4B
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    • pp.375-381
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    • 2008
  • In this research, a physics based grid-multi layer distributed flood runoff model was developed to analyze discharge for the Namgang Dam Watershed ($2,293km^2$) and applied for sensitivity analysis for estimation of parameters, mainly initial soil moisture condition and saturate infiltration coefficient, which have a strong influence on discharge. Capability of the model was evaluated using VER and QER from the results of rainfall-runoff analysis and showed enhanced results of 6% compared to parameters before calibration. As the result with the sensitivity analysis of parameters, the part of the most influence on the runoff was the infiltration coefficient and ratio of layer partition. The total discharge and peak time showed comparatively precise runoff results without the initial calibration of the parameters.

Evaluation of Accuracy of the Physics Based Distributed Hydrologic Model Using VfloTM Model (VfloTM 모형을 이용한 물리기반의 분포형 수문모형의 정확성 평가)

  • Hong, Jun Bum;Kim, Byung Sik;Yoon, Seok Young
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.26 no.6B
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    • pp.613-622
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    • 2006
  • In this study, a fully distributed physical-based rainfall-runoff model called Vflo$^{TM}$ is applied to Junglang-cheon basin for simulating runoff. Geo-spatial data are used to parameterize the model to account for the characteristics of soils, landuse/cover, and topograph. 300m resolution DEM is used to compute slope and drainage network connectivity. Spatially distributed rainfall data is interpolated by ordinary kriging method. In this study, hydrograph from HEC-HMS and Vflo$^{TM}$ without/with calibration of parameters was compared to evaluate the accuracy of rainfall-runoff model From the results, a fully distributed physical-based rainfall-runoff model reproduce the peak time and shape of hydrograph much better than HEC-HMS.

Hydrological Assessment of Multifractal Space-Time Rainfall Downscaling Model: Focusing on Application to the Upstream Watershed of Chungju Dam (멀티프랙탈 시·공간 격자강우량 생산기법의 수문학적 적용성 평가 : 충주댐상류유역 중심으로)

  • Song, Ho Yong;Kim, Dong-Kyun;Kim, Byung-Sik;Hwang, Seok-Hwan;Kim, Tae-Woong
    • Journal of Korea Water Resources Association
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    • v.47 no.10
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    • pp.959-972
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    • 2014
  • In this study, a space-time rainfall grid field generation model based on multifractal theory was verified using nine flood events in the upstream watershed of Chungju dam in South Korea. For this purpose, KMA radar rainfall data sets were analyzed for the space-time multifractal characteristics. Simulated rainfall fields that represent the multifractal characteristics of observed rainfall field were reproduced using the space-time rainfall grid field generation model with log-Poisson distribution and three-dimension wavelet function. Simulated rainfall fields were applied to the S-RAT model as input data and compared with both observed rainfall fields and low-resolution rainfall field runoff. Error analyses using RMSE, RRMSE, MAE, SS, NPE and PTE indicated that the peak discharge increases about 20.03% and the time to peak decreases about 0.81%.

A Study on the determination of the optimal resolution for the application of the distributed rainfall-runoff model to the flood forecasting system - focused on Geumho river basin using GRM (분포형 유역유출모형의 홍수예보시스템 적용을 위한 최적해상도 결정에 관한 연구 - GRM 모형을 활용하여 금호강 유역을 중심으로)

  • Kim, Sooyoung;Yoon, Kwang Seok
    • Journal of Korea Water Resources Association
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    • v.52 no.2
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    • pp.107-113
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    • 2019
  • The flood forecasting model currently used in Korea calculates the runoff of basin using the lumped rainfall-runoff model and estimates the river level using the river and reservoir routing models. The lumped model assumes homogeneous drainage zones in the basin. Therefore, it can not consider various spatial characteristics in the basin. In addition, the rainfall data used in lumped model also has the same limitation because of using the point scale rainfall data. To overcome the limitations as mentioned above, many researchers have studied to apply the distributed rainfall-runoff model to flood forecasting system. In this study, to apply the Grid-based Rainfall-Runoff Model (GRM) to the Korean flood forecasting system, the optimal resolution is determined by analyzing the difference of the results of the runoff according to the various resolutions. If the grid size is to small, the computation time becomes excessive and it is not suitable for applying to the flood forecasting model. Even if the grid size is too large, it does not fit the purpose of analyzing the spatial distribution by applying the distributed model. As a result of this study, the optimal resolution which satisfies the accuracy of the bsin runoff prediction and the calculation speed suitable for the flood forecasting was proposed. The accuracy of the runoff prediction was analyzed by comparing the Nash-Sutcliffe model efficiency coefficient (NSE). The optimal resolution estimated from this study will be used as basic data for applying the distributed rainfall-runoff model to the flood forecasting system.

The Applicability of KIMSTORM2 for Flood Simulation Using Conditional Merging Method and GPM Satellite Rainfall Data (조건부 합성기법과 GPM 위성강우자료를 이용한 분포형 강우유출모형 KIMSTORM2의 홍수모의 적용성 평가)

  • Kim, Se Hoon;Jung, Chung Gil;Jang, Won Jin;Kim, Seong Joon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.111-111
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    • 2018
  • 본 연구의 목적은 조건부 합성 기법(Conditional Merging, CM) 기법을 활용하여 GPM(Global Precipitation Measurement) 위성 자료를 보정하고, 이를 격자기반 분포형 강우-유출 모형(KIneMatic wave STOrm Runoff Model2, KIMSTORM2)에 적용하여 보정된 자료의 효율성을 검토하는데 있다. 모형의 유출 해석은 남강댐 유역($2,293km^2$)을 대상으로 하였으며, 2016년 10월에 발생한 태풍 차바에 대하여 GPM 자료와 CM 기법을 적용한 GPM 자료를 각각 활용하여 결과를 비교하였다. 이 때, 강우자료의 보정은 유역 내 위치한 21개 지점의 지상강우자료를 활용하였으며, 각각의 위성강우자료에 유출 검보정은 남강댐 유역 내 3개의 수위관측 지점(산청, 창촌, 남강댐)을 대상으로 실시하였다. 유출 결과는 결정계수(Coefficient of determination, $R^2$), 모형 효율성 계수(Nash-Sutcliffe efficiency, NSE) 및 유출용적지수(Volume conservation index, VCI)를 이용하여 산정하였다. 지상강우자료와 CM 기법을 통해 보정한 강우자료는 대기의 많은 영향을 받는 위성자료의 특성을 보정하여 공간유출 및 첨두유출을 합리적으로 재현할 수 있을 것으로 예상된다.

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The Applicability of KIMSTORM for Flood Simulation Using Conditional Merging Method and Radar Rain Data (조건부 합성기법과 레이더 강우자료를 이용한 분포형 강우유출모형 KIMSTORM의 홍수모의 적용성 평가)

  • Kim, Se Hoon;Jung, Chung Gil;Kim, Seong Joon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.136-136
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    • 2017
  • 본 연구의 목적은 이중편파 레이더 강우자료와 현재 실무에서 널이 이용되고 있는 레이더 강우보정 기법 적용에 따른 격자기반 분포형 강우-유출 모형인 KIMSTORM (KIneMatic wave STOrm Runoff Model)을 이용하여 유출해석을 수행하여 보정된 레이더 강우자료를 적용한 분포형 수문모형의 효율성을 검토하는데 있다. 남강댐 유역($2,293km^2$)을 대상으로 2014년 8월 태풍 이벤트(나크리), 2016년 10월 태풍 이벤트(차바)에 대하여 비슬산 레이더 강우자료를 사용하였다. 강우자료의 보정은 21개 지점 강우와 레이더 강우를 이용하여 조건부 합성 보정기법을 이용하였으며, 누적 강우량 그리고 면적 강우량 모두 관측치를 잘 재현함을 확인 할 수 있었다. $R^2$(coefficient of determination), ME (model efficiency), VCI (volume conservation index)를 이용하여 적용성을 평가하였다. 2016년 태풍 차바 이벤트에서의 유출 모형의 보정결과 조건부 합성 보정기법을 적용하기전 $R^2$, ME는 각각 0.75, 0.13으로 나타났고 조건부 합성 보정기법을 적용하였을 경우 각각 0.87, 0.82로 유출량 정확도가 크게 향상됨을 나타냈다. 다양한 국지성 집중호우 이벤트는 레이더 강우자료의 과대 및 과소추정을 유발하는 오차의 원인으로 조건부 합성 보정기법은 이러한 오차를 줄여 강우-유출 모형의 유출분석 결과 비교시 첨두유량 및 정량적인 면에서 실측 유량과 가깝게 모의되는 결과를 나타냈다.

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