• Title/Summary/Keyword: VIC model

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Estimation of Land Surface Energy Fluxes using CLM and VIC model (CLM과 VIC 모형을 활용한 지표 에너지 플럭스 산정)

  • Kim, Daeun;Ray, Ram L.;King, Seokkoo;Choi, Minha
    • Journal of Wetlands Research
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    • v.18 no.2
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    • pp.166-172
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    • 2016
  • Accurate understanding of land surface is essential to analyze energy exchanges between earth surface and atmosphere. For the quantization of energy fluxes, the various researches about Land Surface Model(LSM) have been progressed. Among the various LSMs, the researches using Common Land Model(CLM) and Variable Infiltration Capacity(VIC) model are performed briskly. The CLM which is advanced LSM can calculate realistic results with few user defined parameters. The VIC model which is also typical LSM is widely used for estimation of energy fluxes and runoff in various fields. In this study, the energy fluxes which are net radiation, sensible heat flux, and latent heat flux were estimated using CLM and VIC model at Southern Sierra-Critical Zone Observatory(SS-CZO) site in California, United States. In case of net radiation and sensible heat flux, both models showed good agreement with observations, however, the CLM showed underestimated patterns of net radiation and sensible heat flux during precipitation period. In case of latent heat flux, the CLM represented better estimation of latent heat flux than VIC model which underestimated the latent heat flux. Through the estimation of energy fluxes and analysis of models' pros and cons, the applicability of CLM and VIC models and need of multi-model application were identified.

Analysis and Validation of Soil Moisture Data over the Korean Peninsula Simulated by the VIC Model (VIC 모형을 이용하여 모의된 한반도 토양수분 자료의 분석 및 검증)

  • Cho, Eunsaem;Song, Sung-uk;Yoo, Chulsang
    • Journal of Wetlands Research
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    • v.19 no.1
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    • pp.52-62
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    • 2017
  • In this study, land surface model was used to simulate the soil moisture of South and North Korea for the past 30 years, and the difference in their variation was analyzed. In addition, satellite observed soil moisture data provided by Soil Moisture CCI was analyzed to evaluate the simulation results of VIC model. For the comparison between the simulated and observed data, the CSEOF analysis was applied to indirectly assess the performance of the VIC model rather than simply comparing soil moisture values. The results of this study are summarized as follows. First, the annual variability of soil moisture showed a similar tendency in both South and North Korea, but it was found that the soil moisture in South Korea was as high as 1%, up to 7%, higher than the soil moisture in North Korea. Secondly, the soil moisture in spring between April to June is similar in South and North Korea, whereas the soil moisture after the rainy season is up to 40% in South Korea, but remains at maximum 32% in North Korea. Third, the overall simulated soil moisture is about 4% smaller than the satellite observed soil moisture, but the degree of increase over the past 30 years is similar to that of satellite observed soil moisture. Finally, a comparison of the CSEOF from the satellite observed soil moisture and the VIC model derived soil moisture showed that the soil moisture from April to June shows a much different pattern from each other. However, in July and October, there was a slight similarity, and it was confirmed that August and September has quite similar patterns.

Assessment of streamflow simulation for large-scale grid-based modeling using the VIC model (한반도 전지역의 격자화를 통한 VIC 모형의 다중유역의 유출량 모의 능력 평가)

  • Jun-Ho Kim;Kuk-Hyun Ahn
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.378-378
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    • 2023
  • 본 연구에서는 한반도 전지역의 격자화를 통해 다중유역에 대한 유출량 모의 능력 평가를 제시하고자 한다. 이를 위해 기상청에서 제공하는 ASOS(종관기상관측) 자료를 IDW(Inverse Distance Weighting) 보간법으로 격자화하였고, GIS(Geographic Information System)를 활용하여 지형자료를 격자에 맞추어 구축하였다. 이렇게 구축한 자료를 사용하여 다중유역의 유출량을 Variable Infiltration Capacity(VIC) 모형으로 모의하였다. VIC 모형은 토양, 식생 및 대기 사이의 물과 에너지의 물리적 교환을 모의하는 동시에 식생 다양성, 가변 침투가 있는 다중 토양층 및 비선형 기반 흐름을 고려하는 모형이다. 이러한 모형을 다중유역에 대해 전역 매개변수를 추정하였고 총 26개의 다중관측지점에서 일별 유출량을 모의하였다. 모의된 유출량은 NSE(Nash-Sutcliffe Efficiency)를 통해 평가하였다. 본 연구에서 구축한 대규모 수문모형은 향후 우리나라의 다양한 수자원 관리(Water resources management)에 활용될 수 있을 것이다.

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Analysis of historical drought in East Asia with CLM and CLM-VIC (CLM 및 CLM-VIC를 이용한 동아시아 지역의 과거 가뭄 분석)

  • Um, Myoung-Jin;Kim, Jeongbin;Kim, Mun Mo;Kim, Yeonjoo
    • Ecology and Resilient Infrastructure
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    • v.5 no.3
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    • pp.134-144
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    • 2018
  • In this study, the historical drought in East Asia was analyzed with the Community Land Model (CLM) and CLM-Variable infiltration capacity (CLM-VIC). The observation dataset, Climate Research Unit (CRU), were also applied to check and estimate the historical drought for 1951 - 2010. The annual precipitation, temperature and evapotranspiration by CRU, CLM and CLM-VIC were investigated before estimating the meteorological drought index, which is the Standardized precipitation evapotranspiration index (SPEI). Three variables by observation and simulations have generally similar spatial pattern in East Asia even though there are some mere differences depending on the local area. These similar patterns are also founded in the results of SPEI by CRU, CLM and CLM-VIC. However, the similarity of SPEI becomes weaker as the drought severity goes severer from D1 to D4.

Prospect of future water resources in the basins of Chungju Dam and Soyang-gang Dam using a physics-based distributed hydrological model and a deep-learning-based LSTM model (물리기반 분포형 수문 모형과 딥러닝 기반 LSTM 모형을 활용한 충주댐 및 소양강댐 유역의 미래 수자원 전망)

  • Kim, Yongchan;Kim, Youngran;Hwang, Seonghwan;Kim, Dongkyun
    • Journal of Korea Water Resources Association
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    • v.55 no.12
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    • pp.1115-1124
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    • 2022
  • The impact of climate change on water resources was evaluated for Chungju Dam and Soyang-gang Dam basins by constructing an integrated modeling framework consisting of a dam inflow prediction model based on the Variable Infiltration Capacity (VIC) model, a distributed hydrologic model, and an LSTM based dam outflow prediction model. Considering the uncertainty of future climate data, four models of CMIP6 GCM were used as input data of VIC model for future period (2021-2100). As a result of applying future climate data, the average inflow for period increased as the future progressed, and the inflow in the far future (2070-2100) increased by up to 22% compared to that of the observation period (1986-2020). The minimum value of dam discharge lasting 4~50 days was significantly lower than the observed value. This indicates that droughts may occur over a longer period than observed in the past, meaning that citizens of Seoul metropolitan areas may experience severe water shortages due to future droughts. In addition, compared to the near and middle futures, the change in water storage has occurred rapidly in the far future, suggesting that the difficulties of water resource management may increase.

Assessment of VIC model Application on the Large Scale Basin (대유역에 대한 VIC 모델 적용성 평가)

  • Son, Kyung-Hwan;Lee, Jong-Dae;Byun, Dong-Hyun;Bae, Deg-Hyo
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1156-1160
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    • 2009
  • 기후변화가 국지적이 아닌 전지구적인 형태로 발생한다고 할 때, 기후변화로 인한 국내 수자원의 영향을 분석하기 위해서는 인접한 국가들과의 연계 분석을 수행하는 것이 필요하다. 이를 위해서는 미 접근지역의 수문자료 및 지형자료구축이 가능해야 하며 자료의 시공간적 해상도에 적합한 모형 선정이 이루어져야 한다. 본 연구에서는 유출 해석을 위해 전구 규모의 유출해석이 가능한 VIC 모델을 선정하였으며, 대유역의 적용성을 평가하기 위해 $1/8^{\circ}$로 격자크기를 구성하여 한반도에 적용하였다. 유출해석을 위해 필요한 입력자료는 전 지구에 대해 제공하고 있는 자료를 이용하였다. 연 평균 유출량 분석을 통해 모의결과의 정확도를 분석하였으며 이상의 결과를 통해 향후 동아시아와 같은 미 접근지역에 대한 적용성을 간접적으로 확인하였다.

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Large Eddy Simulation for a 2-D hydrofoil using VIC(Vortex-In-Cell) method (VIC 방법을 사용한 2차원 날개의 LES 해석)

  • Kim, M.S.;Kim, Y.C.;Suh, J.C.
    • 한국전산유체공학회:학술대회논문집
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    • 2011.05a
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    • pp.407-413
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    • 2011
  • VIC (Vortex-In-Cell) method for viscous incompressible flow is presented to simulate the wake behind a modified NACA16 foil. With uniform rectangular grid, the velocity in field is calculated using streamfunction from vorticity field by solving the Poisson equation in which FFT(Fast Fourier Transform) is combined with 2nd order finite difference scheme. Here, LES(Large Eddy Simulation) with Smagorinsky model is applied for turbulence calculation. Effective viscosity is formulated using magnitude of strain tensor(or vorticity). Then the turbulent diffusion as well as viscous diffusion becomes particle strength exchange(PSE) with averaged eddy viscosity. The well-established panel method is combined to obtain the irrotational velocity and to apply the no-penetration boundary condition on the body panel. And wall diffusion is used for no-slip condition numerical results of turbulent stresses are compared with experimental results (Bourgoyne, 2003). Before comparing process, LES(Large Eddy Simulation) SGS(Subgrid scale) stress is transformed Reynolds averaged stress (Winckelmans, 2001).

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Analysis of Bias in the Runoff Results Due to the Application of Effective Soil Depth (유효토심을 적용한 유출해석 결과의 왜곡 분석)

  • Sunguk Song;Chulsang Yoo
    • Journal of Wetlands Research
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    • v.25 no.2
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    • pp.121-131
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    • 2023
  • This study examines the possible problem in the rainfall-runoff analysis process using the VIC (Variable Infiltration Capacity) model caused by using the effective soil depth instead of the soil depth. The parameters of the model are determined as follows. First, parameters that can be determined using available numerical information are fixed. For parameters related to direct runoff and base runoff, the recommended values of the VIC model are applied. In the case of soil depth, four cases are considered: (1) the effective soil depth is applied as the soil depth, (2) 1.5 times of the effective soil depth is applied as the soil depth by reflecting the vertical structure of the soil layer, (3) 1.25 times of the effective soil depth, and (4) 2.0 times of the effective soil depth as alternative soil depths. This study simulates the rainfall-runoff for the period from 1983 to 2020 targeting the Chungju Dam and Soyang River Dam basins of the Han River system. As a result of the study, it is confirmed that when the effective soil depth is applied instead of the soil depth, direct runoff and baseflow have opposite effects, and direct runoff increases by more than 3% while base runoff decreases by the same scale. In addition, the most influential factor in the estimation of the effective soil depth in the Chungju Dam and Soyanggang Dam basins is found to be the proportion of rock outcrop area. The difference between the direct runoff ratio and the base runoff ratio in the two basins is conformed significantly different due to the influence of the rock outcrop area.

Comparative Evaluation of Hydrological Cycle in South and North Korea using a Land Surface Model (지표수문해석모형을 이용한 남북한 수문순환 비교 평가)

  • Song, Sung-uk;Lee, Jinwook;Cho, Eunsaem;Yoo, Chulsang
    • Journal of Wetlands Research
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    • v.19 no.1
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    • pp.16-29
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    • 2017
  • It is known that large-scale deforestation has occurred in North Korea due to economic failures since the 1990s, and this is expected to greatly change the characteristics of the hydrological cycle. In this study, hydrological cycle simulation was carried out for the period of about 30 years from 1981 to 2013 for the entire Korean peninsula using the VIC model, a land surface hydrology model. The simulation results are summarized as follow. First, the runoff ratio is 55%~70% in South Korea and 38~56% in North Korea. In particular, it is worth noting that despite the small runoff ratio, the variation is about 28% larger than the South Korea's 15%. The rate of evapotranspiration was larger than that of South Korea. That is, the rate of evapotranspiration in South Korea is 20~35% and in North Korea it is 25~46%. However, the rate of change was 21% in the case of North Korea and slightly larger than 15% in South Korea. Third, South Korea has an average of 34% in soil moisture and 27% in North Korea. However, unlike the simulated results of the runoff ratio and the evapotranspiration rate, the difference in the variation of soil moisture in South Korea and North Korea over the entire period was similar with 8%. As a result, we can confirm that the difference of hydrological cycle characteristics between South Korea and North Korea has been increased since the 1990s, when the forest destruction of North Korea became serious. In the case of South Korea, there is little difference in the hydrological cycle characteristics. In North Korea, however, there is a distinct difference, which is also a result reflecting the difference in the effects of forest destruction.

Further validation of the hybrid particle-mesh method for vortex shedding flow simulations

  • Lee, Seung-Jae;Lee, Jun-Hyeok;Suh, Jung-Chun
    • International Journal of Naval Architecture and Ocean Engineering
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    • v.7 no.6
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    • pp.1034-1043
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    • 2015
  • This is the continuation of a numerical study on vortex shedding from a blunt trailing-edge of a hydrofoil. In our previous work (Lee et al., 2015), numerical schemes for efficient computations were successfully implemented; i.e. multiple domains, the approximation of domain boundary conditions using cubic spline functions, and particle-based domain decomposition for better load balancing. In this study, numerical results through a hybrid particle-mesh method which adopts the Vortex-In-Cell (VIC) method and the Brinkman penalization model are further rigorously validated through comparison to experimental data at the Reynolds number of $2{\times}10^6$. The effects of changes in numerical parameters are also explored herein. We find that the present numerical method enables us to reasonably simulate vortex shedding phenomenon, as well as turbulent wakes of a hydrofoil.