• Title/Summary/Keyword: General Circulation Model Scenario

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Estimation of Future Daily Wind Speed over South Korea Using the CGCM3 Model (CGCM3 전지구모형에 의한 한반도 미래 일평균 풍속의 평가)

  • Ham, Hee-Jung
    • Journal of Industrial Technology
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    • v.33 no.A
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    • pp.41-48
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    • 2013
  • A statistical downscaling methodology has been developed to investigate future daily wind speeds over South Korea. This methodology includes calibration of the statistical downscaling model by using large-scale atmospheric variables encompassing NCEP/NCAR reanalysis data, validation of the model for the calibration period, and estimation of the future wind speed based on the general circulation model (GCM) outputs of scenario A1B of the CGCM3. Based on the scenario A1B of the CGCM3 model, the potential impacts of climate change on the daily surface wind speed is relatively small (+/- 1m/s) in South Korea.

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Evaluation of North Pacific Intermediate Water Simulated by HadGEM2-AO (HadGEM2-AO의 북태평양 중층수 모의 성능 평가)

  • Min, Hong Sik;Yim, Bo Young
    • Ocean and Polar Research
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    • v.37 no.4
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    • pp.265-278
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    • 2015
  • We analyzed the North Pacific Intermediate Water (NPIW) that was simulated in 25 coupled general circulation models (CGCMs) using historical and Representative Concentration Pathway 4.5 (RCP4.5) scenario experiments of Coupled Model Intercomparison Project Phase 5 (CMIP5), focusing on the evaluation of the performance of HadGEM2-AO. A large inter-model diversity in salinity, density, and depth of the NPIW exists even though the multi-model ensemble mean (MME) is comparable to observations. It was found that the depth of the NPIW tends to be deeper in the models in which the NPIW is relatively saltier. HadGEM2-AO simulates the lightest NPIW having the lowest salinity at shallower depth, compared with other CGCMs. Future projections of the NPIW show that the temperature of the NPIW increases, but the density decreases in all CMIP5 models. It was shown that the salinity of the NPIW decreases in most models and the decrease tends to be larger in models simulating the lighter NPIW. The HadGEM2-AO projects moderate changes in the temperature and density of the NPIW out of the CMIP5 models.

A Study on Selection of Standard Scenarios in Korea for Climate Change (기후변화 표준 시나리오 선정에 관한 연구)

  • Lee, Jae-Kyoung;Kim, Young-Oh
    • Journal of Climate Change Research
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    • v.1 no.1
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    • pp.59-73
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    • 2010
  • One of the most important issues for projecting future water resources and establishing climate change adaptation strategies is 'uncertainty'. In Korea, climate change research results were very heterogeneous even in a same basin, but there have been few climate change studies dealt with the uncertainty reduction. This is because emission scenarios, GCMs, downscaling, and rainfall-runoff models that were used in the previous studies were almost all different. In this research, fifty one GCM scenarios based A and B emission scenarios were downloaded and then compared with the observed values for a period from January 2001 to December 2008. The downloaded GCM scenarios in general simulated well the observed but did not simulated well the observed precipitation especially for the flood season in Korea. The accuracy of each GCM scenario was measured with the model efficiency, PDF-based, and Relative Entropy methodology. Among the selected GCM scenarios with three methodologies, the four common GCM scenarios(CGCM2.3.2(MRI-M, B1), MIROC3.2medress(NIES, B1), CGCM2.3.2(MRI-M, A2), CGCM2.3.2(MRI-M, A1B) were finally selected. Results of the four selected GCMs were heterogeneity and projected increases of precipitation for the Korean Peninsula by from 27.36% to 12.49%, respectively. It seems very risky to rely a water planning or a management policy on use of a single climate change scenario and from this research results. Therefore, the four selected GCM scenarios proposed quantitatively were considered firstly for the water supply in the dry season and the drought management strategy in the Korean Peninsula for the future.

Impact Assessment of Climate Change and Land use change on Water Resources in Han River (기후변화와 토지피복변화를 고려한 한강 유역의 수자원 영향 평가)

  • Kim, Byung-Sik;Kim, Bo-Kyung;Kwon, Hyun-Han;Yoon, Seok-Young
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.929-933
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    • 2009
  • 전 세계적으로 기후변화와 이상기후에 대한 관심이 높아지고 있다. IPCC(2001)는 "기후변화"라는 요소가 기온 증가, 강우강도 및 빈도 변화와 이들로 인한 증발산의 변화, 유출량의 시 공간적 변동을 초래하여 수자원의 효율적 관리 및 안정적인 공급에 어려움을 증대시킬 것으로 전망하였다. 이에 따라 세계 각국은 미래 기후에 대한 보다 정확한 정보를 얻기 위하여 IPCC 권장 시나리오인 SRES(Special Report in Emission Scenario)기반의 GCM(General Circulation Model)과 RCM(Regional Circulation Model)을 이용하고 있으며 특히, 최근에는 고해상도 자료를 생산함으로써 국부지역에 대한 지형학적 특성을 효과적으로 모의할 수 있는 RCM 모형을 이용한 연구가 국외를 중심으로 진행되고 있다(권현한 등, 2008). 본 연구에서는 미래 한강 유역의 수자원 변동성을 평가하기 위하여 CA-Markov Chain 기법으로부터 토지이용변화를, 기온과 강수자료을 독립변수로 이용한 다중 회귀식으로부터 미래 NDVI를 추정하고 기상청에서 제공하는 RegCM3-지역지후모형으로부터 축소기법을 이용하여 추정된 KMA RCM 50set 기후변화시나리오를 SLURP 모형에 입력하였다. 2001년부터 2090년까지 총 90년에 대한 한강 유역의 미래 유출모의를 실시한 후 각 댐별 과거와 미래 유출량을 월별로 비교하고 이들의 유황분석을 실시하였다.

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Uncertainties estimation of AOGCM-based climate scenarios for impact assessment on water resources (수자원 영향평가를 위한 기후변화 시나리오의 불확실성 평가)

  • Park E-Hyung;Im Eun-Soon;Kwon Won-Tae;Lee Eun-Jeong
    • Proceedings of the Korea Water Resources Association Conference
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    • 2005.05b
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    • pp.138-142
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    • 2005
  • The change of precipitation and temperature due to the global. warming eventually caused the variation of water availability in terms of potential evapotranspiration, soil moisture, and runoff. In this reason national long-term water resource planning should be considered the effect of climate change. Study of AOGCM-based scenario to proposed the plausible future states of the climate system has become increasingly important for hydrological impact assessment. Future climate changes over East Asia are projected from the coupled atmosphere-ocean general circulation model (AOGCM) simulations based on Intergovernmental Panel on Climate Change (IPCC) Special Report on Emissions Scenarios (SRES) A2 and B2 scenarios using multi-model ensembles (MMEs) method (Min et al. 2004). MME method is used to reduce the uncertainty of individual models. However, the uncertainty increases are larger over the small area than the large area. It is demonstrated that the temperature increases is larger over continental area than oceanic area in the 21st century.

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Changes in global climate zone based on SSP scenario (SSP 시나리오 기반 전 지구 규모의 기후대 변화)

  • Young Hoon Song;Jin Hyeok Kim;Sung Tack Chae;Eun Sung Chung
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.89-89
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    • 2023
  • 인간 활동에 의해 발생한 전 지구적 기후변화는 다양한 분야에 영향을 미치고 있다. 특히, 군락을 기반으로 서식하는 동식물은 기후변화에 가장 취약하며, 대부분의 군락 위치가 북상하거나 멸종 위기에 처해있다. 2022년에 발표된 IPCC(Intergovernmental Panel on Climate Change) 보고서는 섭씨 5도 이상 상승하면 생물군의 60%가 멸종될 것이라고 보고하였으며, 고위도와 고도로 이동하여 봄철 식물 성장이 과거보다 더욱 가속화 될 것으로 예측하였다. 따라서, 온실가스 농도에 따른 전 지구적 기후변화 분석은 다양한 분야에서 지속가능한 완화 및 적응 정책을 결정하는데 필요하다. 본 연구는 SSP2-4.5와 SSP5-8.5를 이용하여 Koppen-Geiger의 기후대 분류에 따른 전 지구 규모(아시아, 유럽, 남아메리카, 북아메리카, 오세아니아, 아프리카)의 과거 및 미래 기후대에 대한 변화를 분석하였다. 과거 기간의 기후대를 추정하기 위해 25개 CMIP6(Coupled Model Intercomparison Project 6) GCM(General circulation model)의 월 단위 강수량과 표면 온도를 사용하였으며 6개의 기간으로 구분하여 기후대 변화를 비교하였다. 더 나아가, 미래 기후대를 예측하기 위해 SSP(Shared Socioeconomic Pathways)2-4.5와 SSP5-8.5의 미래 기후변수를 사용하였으며, 전망 기간을 7개로 구분하여 전망 기간의 기후대를 변화를 비교하였다. 본 연구의 결과로는 온실가스 농도가 높은 시나리오에서는 북아메리카, 아시아, 유럽의 툰드라와 영구동토층이 가파르게 감소하였으며, 온대 기후 중 습한 아열대 기후대의 면적이 급속도로 증가하였다. 더 나아가, 남아메리카의 경우 대륙성 기후대가 지속적으로 감소하는 반면에 열대 우림 기후대는 증가한다. 오세아니아의 미래 기후대는 몬순의 영향을 받는 아열대 기후대가 증가하고 열대 우림은 증가할 것으로 예측하였다.

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Assessing Climate Change Impacts on Hydrology and Water Quality using SWAT Model in the Mankyung Watershed (SWAT 모형을 이용한 기후변화에 따른 만경강 유역에서의 수문 및 수질 영향 평가)

  • Kim, Dong-Hyeon;Hwang, Syewoon;Jang, Taeil;So, Hyunchul
    • Journal of The Korean Society of Agricultural Engineers
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    • v.60 no.6
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    • pp.83-96
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    • 2018
  • The objective of this study was to estimate the climate change impact on water quantity and quality to Saemanguem watershed using SWAT (Soil and water assessment tool) model. The SWAT model was calibrated and validated using observed data from 2008 to 2017 for the study watershed. The $R^2$ (Determination coefficient), RMSE (Root mean square error), and NSE (Nash-sutcliffe efficiency coefficient) were used to evaluate the model performance. RCP scenario data were produced from 10 GCM (General circulation model) and all relevant grid data including the major observation points (Gusan, Jeonju, Buan, Jeongeup) were extracted. The systematic error evaluation of the GCM model outputs was performed as well. They showed various variations based on analysis of future climate change effects. In future periods, the MIROC5 model showed the maximum values and the CMCC-CM model presented the minimum values in the climate data. Increasing rainfall amount was from 180mm to 250mm and increasing temperature value ranged from 1.7 to $5.9^{\circ}C$, respectively, compared with the baseline (2006~2017) in 10 GCM model outputs. The future 2030s and 2070s runoff showed increasing rate of 16~29% under future climate data. The future rate of change for T-N (Total nitrogen) and T-P (Total phosphorus) loads presented from -26 to +0.13% and from +5 to 47%, respectively. The hydrologic cycle and water quality from the Saemanguem headwater were very sensitive to projected climate change scenarios so that GCM model should be carefully selected for the purpose of use and the tendency analysis of GCM model are needed if necessary.

Simulating Evapotranspiration and Yield Responses of Rice to Climate Change using FAO-AquaCrop (FAO-AquaCrop을 이용한 기후변화가 벼 증발산량 및 수확량에 미치는 영향 모의)

  • Chung, Sang-Ok
    • Journal of The Korean Society of Agricultural Engineers
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    • v.52 no.3
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    • pp.57-64
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    • 2010
  • The impacts of climate change on yield and evapotranspiration of rice have been modeled using AquaCrop model developed by Food and Agriculture Organization (FAO). Climate change scenario downscaled by Mesoscale Model 5 (MM5) regional model from ECHO-G General Circulation Model (GCM) outputs by Korea Meteorological Research Institute (METRI) was used in this study. Monthly average climate data for baseline (1971-2000) and three time periods (2020s, 2050s and 2080s) were used as inputs to the AquaCrop model. The results showed that the evapotranspiration after transplanting was projected to increase by 4 % (2020s), 8 % (2050s) and 14 % (2080s), respectively, from the baseline value of 464 mm. The potential rice yield was 6.4 t/ha and water productivity was 1.4 kg/$m^3$ for the baseline. The potential rice yield was projected to increase by 23 % (2020s), 55 % (2050s), and 98 % (2080s), respectively, by the increased photosynthesis along with the $CO_2$ concentration increases. The water productivity was projected to increase by 19 % (2020s), 44 % (2050s), and 75 % (2080s), respectively.

Optimum Climate Change Scenario Estimation via Hierarchical Bayesian Model : Using CORDEX Scenarios (계층적 베이지안 모델을 통한 최적 기후변화 시나리오 추정 : CORDEX 시나리오 사용)

  • Jung, Min-Kyu;Kim, Yong-Tak;Kim, Hyeon-Muk;Kwon, Hyun-Han
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.168-168
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    • 2018
  • 최근 기후변화로 인하여 전 세계적으로 과거 강우사상에서 확인되지 않는 극치사상이 빈번하게 관측되고 있으며 이에 따른 피해도 증가하고 있다. 미래의 기상학적 변동성 및 기후변화 영향은 지구순환모형 (General Circulation Models, GCM)을 통해 구체화되며 가장 일반적인 기후변화 전망자료로서 활용된다. 그러나 산정된 기후변화 시나리오마다 서로 그 특성에 차이가 있으며 이러한 이유로 다양한 원인으로 인해 큰 변동성을 가지는 미래 극치강우를 하나의 시나리오로 분석하기에는 무리가 있다. 또한 다양한 시나리오를 통해 분석한 결과값이 상이하며 이러한 시나리오별 산정 결과의 차이는 사용자에게 혼란을 야기할 수 있어 이를 하나의 결과로 나타낼 필요성이 있으나 정량적인 대푯값을 얻기 위해 특정 시나리오를 선택하는 것은 신뢰성에 문제가 있다. 본 연구에서는 시나리오들을 정량적 지표에 의거하여 혼합된 하나의 시나리오로 표출하고자 하였다. CORDEX-RCMs 시나리오 중 HadGEM3-RA, RegCM, SNU_WRF 및 GRIMs를 입력 자료로 하여 다중모형앙상블(Multi-Model Ensemble, MME)을 통해 낙동강 유역의 극치강우에 대한 하나의 최적 기후변화 시나리오를 도출하고자 하였으며 계층적 베이지안 (Hierarchical Bayesian Model, HBM) 기법을 통하여 기후변화 시나리오에 내제된 불확실성에 대한 정량적인 해석을 수행하였다.

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Coupled Model Development between Groundwater Recharge Quantity and Climate Change Using GIS (GIS를 이용한 기후변화 연동 지하수 함양량 산정 모델 개발 및 검증)

  • Lee, Moung-Jin;Lee, Joung-Ho
    • Journal of the Korean Association of Geographic Information Studies
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    • v.14 no.3
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    • pp.36-51
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    • 2011
  • Global climate change is disturbing the water circulation balance by changing rates of precipitation, recharge and discharge, and evapotranspiration. Groundwater, which occupies a considerable portion of the world's water resources, is related to climate change via surface water such as rivers, lakes, and marshes. In this study, the authors selected a relevant climate change scenario, A1B from the Special Report on Emission Scenario (SRES) which is distributed at Korea Meteorological Administration. By using data on temperature, rainfall, soil, and land use, the groundwater recharge rate for the research area was estimated by periodically and embodied as geographic information system (GIS). In order to calculate the groundwater recharge quantity, Visual HELP3 was used as main model, and the physical properties of weather, temperature, and soil layers were used as main input data. General changes to water circulation due to climate change have already been predicted. In order to systematically solve problems of ground circulation system, it may be urgent to recalculate the groundwater recharge quantity and consequent change under future climate change. The space-time calculation of changes of the groundwater recharge quantity in the study area may serve as a foundation to present additional measures to improve domestic groundwater resource management.