• 제목/요약/키워드: climate change scenario

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불확실성을 고려한 기후변화 시나리오의 선정 (Selecting Climate Change Scenarios Reflecting Uncertainties)

  • 이재경;김영오
    • 대기
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    • 제22권2호
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    • pp.149-161
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    • 2012
  • Going by the research results of the past, of all the uncertainties resulting from the research on climate change, the uncertainty caused by the climate change scenario has the highest degree of uncertainty. Therefore, depending upon what kind of climate change scenario one adopts, the projection of the water resources in the future will differ significantly. As a matter of principle, it is highly recommended to utilize all the GCM scenarios offered by the IPCC. However, this could be considered to be an impractical alternative if a decision has to be made at an action officer's level. Hence, as an alternative, it is deemed necessary to select several scenarios so as to express the possible number of cases to the maximum extent possible. The objective standards in selecting the climate change scenarios have not been properly established and the scenarios have been selected, either at random or subject to the researcher's discretion. In this research, a new scenario selection process, in which it is possible to have the effect of having utilized all the possible scenarios, with using only a few principal scenarios and maintaining some of the uncertainties, has been suggested. In this research, the use of cluster analysis and the selection of a representative scenario in each cluster have efficiently reduced the number of climate change scenarios. In the cluster analysis method, the K-means clustering method, which takes advantage of the statistical features of scenarios has been employed; in the selection of a representative scenario in each cluster, the selection method was analyzed and reviewed and the PDF method was used to select the best scenarios with the closest simulation accuracy and the principal scenarios that is suggested by this research. In the selection of the best scenarios, it has been shown that the GCM scenario which demonstrated high level of simulation accuracy in the past need not necessarily demonstrate the similarly high level of simulation accuracy in the future and various GCM scenarios were selected for the principal scenarios. Secondly, the "Maximum entropy" which can quantify the uncertainties of the climate change scenario has been used to both quantify and compare the uncertainties associated with all the scenarios, best scenarios and the principal scenarios. Comparison has shown that the principal scenarios do maintain and are able to better explain the uncertainties of all the scenarios than the best scenarios. Therefore, through the scenario selection process, it has been proven that the principal scenarios have the effect of having utilized all the scenarios and retaining the uncertainties associated with the climate change to the maximum extent possible, while reducing the number of scenarios at the same time. Lastly, the climate change scenario most suitable for the climate on the Korean peninsula has been suggested. Through the scenario selection process, of all the scenarios found in the 4th IPCC report, principal climate change scenarios, which are suitable for the Korean peninsula and maintain most of the uncertainties, have been suggested. Therefore, it is assessed that the use of the scenario most suitable for the future projection of water resources on the Korean peninsula will be able to provide the projection of the water resources management that maintains more than 70~80% level of uncertainties of all the scenarios.

국내 농업기후지대 별 최적기후모형 선정을 통한 미래 벼 도열병 발생 위험도 예측 (Predicting Potential Epidemics of Rice Leaf Blast Disease Using Climate Scenarios from the Best Global Climate Model Selected for Individual Agro-Climatic Zones in Korea)

  • 이성규;김광형
    • 한국기후변화학회지
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    • 제9권2호
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    • pp.133-142
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    • 2018
  • Climate change will affect not only the crop productivity but also the pattern of rice disease epidemics in Korea. Impact assessments for the climate change are conducted using various climate change scenarios from many global climate models (GCM), such as a scenario from a best GCM or scenarios from multiple GCMs, or a combination of both. Here, we evaluated the feasibility of using a climate change scenario from the best GCM for the impact assessment on the potential epidemics of a rice leaf blast disease in Korea, in comparison to a multi?model ensemble (MME) scenario from multiple GCMs. For this, this study involves analyses of disease simulation using an epidemiological model, EPIRICE?LB, which was validated for Korean rice paddy fields. We then assessed likely changes in disease epidemics using the best GCM selected for individual agro?climatic zones and MME scenarios constructed by running 11 GCMs. As a result, the simulated incidence of leaf blast epidemics gradually decreased over the future periods both from the best GCM and MME. The results from this study emphasized that the best GCM selection approach resulted in comparable performance to the MME approach for the climate change impact assessment on rice leaf blast epidemic in Korea.

SENSITIVITY OF THE KEUM RIVER BASIN TO CLIMATE CHANGE

  • Kim, Young-Oh;Seo, Yong-Won;Lee, Seung-Hyun;Lee, Dong-Ryul
    • Water Engineering Research
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    • 제1권4호
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    • pp.267-277
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    • 2000
  • This study reports an examination of the sensitivity of water resources in the Keum River basin to climate change. Assuming a doubling in $CO_2$ concentrations, a cooperative study provided four climate change scenarios for this study, which have been translated into temperature and precipitation scenarios on a basin scale. The study utilized these temperature and precipitation data for each climate change scenario as inputs to the NWS-PC model to generate the corresponding streamflow scenario over the Keum River basin. A reservoir simulation model for the Dae-Chung Dam in the Keum River basin has been developed with an object-oriented simulation environment, STELLA. For each streamflow scenario, the performance of the reservoir was assessed in terms of reliability, resiliency, and vulnerability. Although the simulation results are heavily dependent on the choice of the climate change scenarios, the following conclusions can be clearly concluded: (1) the future streamflow over the Dae-Chung Dam tends to decease during the dry period, which seriously increases competitive water use issues and (2) flood control issues predominate under the $2CO_2$-High case.

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토지이용균형 모델을 이용한 기후변화에 따른 주거용 토지이용변화 - 제주 지역을 대상으로 - (A Study of Future Residential Land Use Change considering Climate Change using Land Use Equilibrium Model in Jeju)

  • 유소민;이우균;;김지영;김문일;임철희
    • 한국기후변화학회지
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    • 제6권1호
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    • pp.1-10
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    • 2015
  • Climate change lead to environmental pollution caused by the radical economic growth and development of industry. The amount of damage from abnormal climate is increasing rapidly for this reason in Korea. In particular, the cities is a lot of carbon emission quantity from the radical growth. Thus the government present "low carbon green growth" for eco-friendly city planning. As one of the important factors effecting climate change, active researches on land use change is performed. In this study, we knew land use change of each scenarios using land use equilibrium model which is kind of predictive model of land use in Japan. First, we selected study area to Jeju lsland. For this study, indicators for input data were selected and spatial data for input data were established using GIS program. Second, we established future scenarios based in 2040s. There are 2 future scenarios: dispersion scenario, compact scenario. Third, we compared with residential area of current and residential area for future scenarios. Results showed that residential area of the difference between current and dispersion scenario were 1,230 ha and residential area of the difference between current and compact scenario were 1,515 ha. Finally, for comparing carbon dioxide absorption volume between dispersion scenarios and compact scenarios, we calculated carbon dioxide absorption volume according to residential area decreased of each future scenarios. Results showed that carbon dioxide absorption volume in dispersion scenario was 477,878 ton and carbon dioxide absorption volume in compact scenario was 588,606 ton. Therefore, the study showed that land use equilibrium model is expected to put to use for future enhancement in creating data for climate change stabilization. And it is also expected to be utilized for city planning research in Korea.

기후변화시나리오 다중모형 앙상블에 따른 논 질소 유출 부하량 변동 및 불확실성 평가 (Evaluating Changes and Uncertainty of Nitrogen Load from Rice Paddy according to the Climate Change Scenario Multi-Model Ensemble)

  • 최순군;정재학;엽소진;김민욱;김진호;김민경
    • 한국농공학회논문집
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    • 제62권5호
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    • pp.47-62
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    • 2020
  • Rice paddy accounts for approximately 52.5% of all farmlands in South Korea, and it is closely related to the water environment. Climate change is expected to affect not only agricultural productivity also the water and the nutrient circulation. Therefore this study was aimed to evaluate changes of nitrogen load from rice paddy considering climate change scenario uncertainty. APEX-Paddy model which reflect rice paddy environment by modifying APEX (Agricultural Policy and Environmental eXtender) model was used. Using the AIMS (APCC Integrated Modeling Solution) offered by the APEC Climate Center, bias correction was conducted for 9 GCMs using non-parametric quantile mapping. Bias corrected climate change scenarios were applied to the APEX-Paddy model. The changes and uncertainty in runoff and nitrogen load were evaluated using multi-model ensemble. Paddy runoff showed a change of 23.1% for RCP4.5 scenario and 45.5% for RCP8.5 scenario compared the 2085s (2071 to 2100) against the base period (1976 to 2005). The nitrogen load was found to be increased as 43.9% for RCP4.5 scenario and 76.0% for RCP8.5 scenario. The uncertainty analysis showed that the annual standard deviation of nitrogen loads increased in the future, and the maximum entropy indicated an increasing tendency. And Duncan's analysis showed significant differences among GCMs as the future progressed. The result of this study seems to be used as a basis for mid- and long-term policies for water resources and water system environment considering climate change.

농업부문 기후시나리오 활용의 주의점 (The Use and Abuse of Climate Scenarios in Agriculture)

  • 김진희;윤진일
    • 한국농림기상학회지
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    • 제18권3호
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    • pp.170-178
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    • 2016
  • 농업부문의 기후변화 적응은 농작물의 생육과 수량에 미치는 기후변화 영향의 정량평가로부터 시작된다. 이를 위한 조건으로서 작물모형 외에 과거-미래 간 이음새 없는 기후자료가 필요하지만, 기후시나리오에서 산출된 과거 기간의 자료는 실측 기후와 차이가 난다. 이것을 보정 없이 작물모형 구동에 사용한다면 농작물의 생육과 수량예측이 현실과 동떨어진 것이 되어 모의결과를 바탕으로 마련된 적응대책은 실효성이 낮아진다. 또한 동일한 기후시나리오를 사용자에 따라 서로 다른 시공간적 상세화 작업이나 기후모델의 편의보정을 위한 후처리 작업을 수행한다면 작물모형 구동결과는 달라질 수 있다. 농업부문에서 불확실성을 최소화한 영향평가결과를 도출하기 위해서는 먼저 최종 사용자의 목적에 적합한 공간적 및 시간적 규모를 설정하는 일이다. 나아가 과거기후의 재현성을 포함한 시나리오기후의 불확실성을 정확히 파악하여 영향평가결과의 불확실성을 정량적으로 제시할 수 있어야 한다. 이 논문에서는 기후시나리오의 농업분야 활용과정에서 발생할 수 있는 불확실성을 요인별로 추적하고, 이를 줄이기 위한 자료처리기법을 소개하며, 연구목적에 따른 최적 시나리오 자료를 추천함으로써 기후변화 적응을 위한 기초정보를 제공하고자 하였다.

LONG-TERM STREAMFLOW SENSITIVITY TO RAINFALL VARIABILITY UNDER IPCC SRES CLIMATE CHANGE SCENARIO

  • Kang, Boo-sik;Jorge a. ramirez, Jorge-A.-Ramirez
    • Water Engineering Research
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    • 제5권2호
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    • pp.81-99
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    • 2004
  • Long term streamflow regime under virtual climate change scenario was examined. Rainfall forecast simulation of the Canadian Global Coupled Model (CGCM2) of the Canadian Climate Center for modeling and analysis for the IPCC SRES B2 scenario was used for analysis. The B2 scenario envisions slower population growth (10.4 billion by 2010) with a more rapidly evolving economy and more emphasis on environmental protection. The relatively large scale of GCM hinders the accurate computation of the important streamflow characteristics such as the peak flow rate and lag time, etc. The GCM rainfall with more than 100km scale was downscaled to 2km-scale using the space-time stochastic random cascade model. The HEC-HMS was used for distributed hydrologic model which can take the grid rainfall as input data. The result illustrates that the annual variation of the total runoff and the peak flow can be much greater than rainfall variation, which means actual impact of rainfall variation for the available water resources can be much greater than the extent of the rainfall variation.

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기후변화 시나리오하의 기후 및 토지피복 변화가 유역 내 유출량에 미치는 영향 분석 (Impact of Changes in Climate and Land Use/Land Cover Change Under Climate Change Scenario on Streamflow in the Basin)

  • 김진수;최철웅
    • 대한공간정보학회지
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    • 제21권2호
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    • pp.107-116
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    • 2013
  • 본 연구는 새로운 기후변화 시나리오인 RCP 시나리오의 스토리라인을 기반으로 미래 토지피복변화를 예측하고, RCP 시나리오하의 미래 기후 및 토지피복 변화가 유역 내 유출량에 미치는 영향을 분석하는데 그 목적을 둔다. RCP 4.5 및 8.5하의 기후 자료가 기후변화 시나리오로 사용되었고, 토지피복변화 시나리오는 RCP 4.5 및 8.5 시나리오의 스토리라인과 로지스틱 회귀모형(LR)을 이용하여 개발된 모델에 의해 생성되었다. 기후변화만 고려한 경우, 토지피복변화만 고려한 경우로 두 가지 시나리오를 설정하고, 각각의 시나리오에 따른 대상 유역 내 유출량을 모의한 결과는 유출량의 계절적 변화를 뚜렷이 나타내었다. 기후변화는 봄과 겨울에 유출량을 증가, 여름과 가을에 유출량을 감소시키는 것으로 예측되었다. 반면 토지피복변화는 기후변화에 비해 상대적으로 유역 내 유출량 변화에 미소한 영향을 주지만, 강수 유무에 따라 유출량의 증가 및 감소 패턴이 뚜렷이 나타났다. 따라서 수자원 정책결정에 있어서 미래 토지피복변화에 따른 홍수 및 가뭄의 패턴에 적합한 수자원 정책이 필요할 것으로 판단된다.

SSP-RCP 기후변화 시나리오 기반 한반도의 평균 기온 및 온량지수 변화 (Changes in Mean Temperature and Warmth Index on the Korean Peninsula under SSP-RCP Climate Change Scenarios)

  • 허지나;김용석;조세라;김응섭;강민구;심교문;홍승길
    • 대기
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    • 제34권2호
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    • pp.123-138
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    • 2024
  • Using 18 multi-model-based a Shared Socioeconomic Pathway (SSP) and Representative Concentration Pathways (RCP) climate change scenarios, future changes in temperature and warmth index on the Korean Peninsula in the 21st century (2011~2100) were analyzed. In the analysis of the current climate (1981~2010), the ensemble averaged model results were found to reproduce the observed average values and spatial patterns of temperature and warmth index similarly well. In the future climate projections, temperature and warmth index are expected to rise in the 21st century compared to the current climate. They go further into the future and the higher carbon scenario (SSP5-8.5), the larger the increase. In the 21st century, in the low-carbon scenario (SSP1-2.6), temperature and warmth index are expected to rise by about 2.5℃ and 24.6%, respectively, compared to the present, while in the high-carbon scenario, they are expected to rise by about 6.2℃ and 63.9%, respectively. It was analyzed that reducing carbon emissions could contribute to reducing the increase in temperature and warmth index. The increase in the warmth index due to climate change can be positively analyzed to indicate that the effective heat required for plant growth on the Korean Peninsula will be stably secured. However, it is necessary to comprehensively consider negative aspects such as changes in growth conditions during the plant growth period, increase in extreme weather such as abnormally high temperatures, and decrease in plant diversity. This study can be used as basic scientific information for adapting to climate change and preparing response measures.

기후변화 시나리오에 따른 소규모 저수지의 홍수 취약성 평가 - 경기도 내 저수지를 중심으로 - (Assessment of Flood Vulnerability for Small Reservoir according to Climate Change Scenario - Reservoir in Gyeonggi-do -)

  • 허준;봉태호;김성필;전상민
    • 한국농공학회논문집
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    • 제64권5호
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    • pp.53-65
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    • 2022
  • Most of the reservoirs managed by the city and county are small and it is difficult to respond to climate change because the drainage area is small and the inflow increases rapidly when a heavy rain occurs. In this study, the current status of reservoirs managed by city and county in Gyeonggi-do was reviewed and flood vulnerability due to climate change was analyzed. In order to analyze the impact of climate change, CMIP6-based future climate scenario provided by IPCC was used, and future rainfall data was established through downscaling of climate scenario (SSP8-8.5). The flood vulnerability of reservoirs due to climate change was evaluated using the concept provided by the IPCC. The future annual precipitation at six weather stations appeared a gradual increase and the fluctuation range of the annual precipitation was also found to increase. As a result of calculating the flood vulnerability index, it was analyzed that the flood vulnerability was the largest in the 2055s period and the lowest in the 2025s period. In the past period (2000s), the number of D and E grade reservoirs was 58, but it was found to increase to 107 in the 2055s period. In 2085s, there were 17 E grade reservoirs, which was more than in the past. Therefore, it is necessary to take measures against the increasing risk of flooding in the future.