• 제목/요약/키워드: Probability Rainfall

검색결과 340건 처리시간 0.033초

MaxEnt 모형을 이용한 기후변화에 따른 산사태 발생가능성 예측 (Prediction of Landslides Occurrence Probability under Climate Change using MaxEnt Model)

  • 김호걸;이동근;모용원;길승호;박찬;이수재
    • 환경영향평가
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    • 제22권1호
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    • pp.39-50
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    • 2013
  • Occurrence of landslides has been increasing due to extreme weather events(e.g. heavy rainfall, torrential rains) by climate change. Pyeongchang, Korea had seriously been damaged by landslides caused by a typhoon, Ewiniar in 2006. Moreover, the frequency and intensity of landslides are increasing in summer due to torrential rain. Therefore, risk assessment and adaptation measure is urgently needed to build resilience. To support landslide adaptation measures, this study predicted landslides occurrence using MaxEnt model and suggested susceptibility map of landslides. Precipitation data of RCP 8.5 Climate change scenarios were used to analyze an impact of increase in rainfall in the future. In 2050 and 2090, the probability of landslides occurrence was predicted to increase. These were due to an increase in heavy rainfall and cumulative rainfall. As a result of analysis, factors that has major impact on landslide appeared to be climate factors, prediction accuracy of the model was very high(92%). In the future Pyeongchang will have serious rainfall compare to 2006 and more intense landslides area expected to increase. This study will help to establish adaptation measure against landslides due to heavy rainfall.

한반도에 내습한 태풍의 확률강우 및 풍속의 시공적 분포 특성 (Time and Spatial Distribution of Probabilistic Typhoon Storms and Winds in Korean Peninsula)

  • 윤경덕;서승덕
    • 한국농공학회지
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    • 제36권3호
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    • pp.122-134
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    • 1994
  • The objective of this study is to provide with the hydrometeological and probabilistic characteristics of the storms and winds of typhoons that have been passed through the Korea peninsula during the last twenty-three years since 1961. The paths and intensities of the typhoons were analyzed. Fifty weather stations were selected and the rainfall and wind data during typhoon periods were collected. Rainfall data were analyzed for the patterns and probabilistic distributions. The results were presented to describe the areal distributions of probabilistic characteristics. Wind data were also analysed for their probabilistic distributions. The results obtained from this study can be summarized as follows: 1. The most frequent typhoon path that have passed through the Korean peninsula was type E, which was followed by types CWE, W, WE, and S. The most frequent typhoon intensity was type B, that was followed by A, super A, and C types, respectively. 2. The third quartile typhoon rainfall patterns appear most frequently followed by the second, first, and quartiles, respectively, in Seoul, Pusan, Taegu, Kwangju and Taejon. The single typhoon rainfalls with long rainfall durations tended to show delayed type rainfall patterns predominantly compared to the single rainfalls with short rainfall durations. 3. The most frequent probabilistic distribution for typhoon rainfall event is Pearson type-III, followed by Two-parameter lognormal distribution, and Type-I extremal distribution. 4. The most frequent probability distribution model of seashore location was Pearson type-III distribution. The most frequent probability distribution model of inland location was two parameter lognormal distribution. 5. The most frequent probabilistic distribution for typhoon wind events was Type-I xtremal distribution, followed by Two-parameter lognormal distribution, and Normal distribution.

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SCS 유효우량 산정방법 적용을 위한 선행토양함수조건의 재설정(장평유역을 중심으로) (Revised AMC for the Application of SCS Method)

  • 박정훈;유철상;김중훈
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2005년도 학술발표회 논문집
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    • pp.578-582
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    • 2005
  • In this study, the conceptual foundation and development process of the Antecedent soil Moisture Condition(AMC) in SCS runoff curve number method are reviewed. Although the runoff volume is very sensitive with AMC condition, the AMC class limits developed in SCS(1972) are used in rainfall-runoff analysis without careful consideration. Tn this study, following the SCS curve number development process, rainfall-runoff characteristics of the Jang-Pyung subbasin subject to the Pyung-Chang River basin are analyzed to evaluate the reasonability of the AMC class limits at present. The New AMC class limits are proposed by the sensitive analysis of the antecedent rainfall - curve number value. As a result, the classification value of AMC-I with II is 22mm of antecedent 5-day rainfall amount, and the classification of AMC-II with III is 117mm in growing season. When the New AMC class limits are applied to Jang-Pyung subbasin, AMC probability distribution shows that the AMC-II has increased remarkably even though the AMC-I has a little higher value. But the AMC-III has the smallest one. According to the conceptual basis of the curve number method, the AMC probability distribution, the New AMC class limits adopted, gives reasonable results.

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강수지표를 이용한 우리나라 강수량의 시간적인 특성 변화 (Rainfall Variations of Temporal Characteristics of Korea Using Rainfall Indicators)

  • 홍성현;김영규;이원현;정은성
    • 한국수자원학회논문집
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    • 제45권4호
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    • pp.393-407
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    • 2012
  • 본 연구에서는 과거에서부터 기록된 우리나라 65개의 관측소들을 대상으로 강수량 데이터를사용하여 강수빈도와 극한 지표들을 산출해 냄으로써, 지표에 따라 지역별 분포를 살펴보고 시공간적인 증 감율에 대한 결과를 제시하였다. 그 결과를 시계열로 도시함으로 쉽게 파악할 수 있지만경향이 뚜렷하게 나타나지 않는 경우에는 통계적 방법인 Mann-Kendall 경향성 분석을 실시하여 이에 대해 파악하였다. 더불어 FARD를 이용하여 100년과 200년의 빈도확률강수량을 산정하고 이를 비교하였다. 강우특성을 크게 Amount, Extreme, Frequency로 분류하고 각각의 지수를 강우량 지수(Rainfall Index for Amount), 강우극치 지수(Rainfall Index for Extremes), 강우빈도 지수(Rainfall Index for Frequency)로 정의하고 RIA, RIE, RIF를 산술평균하여 홍수에 대한 종합적인 강우 위험도를 나타내는 평균 강우지수(Average Rainfall Index, ARI)를 산정하였다. 그 결과 과거에 비해 최근 10년간 강우량의 정량적인 평가 특성은 양적으로 22.3%, 극치사상 발생측면은 26.2%, 빈도측면은 5.1% 증가하였음을 확인 할 수 있었다. 본연구의 결과는 최근 우리나라 기후변화 경향을 구체적으로 제시하고 있으므로 기후변화 대비 적응 연구의 기초 자료로 활용될 수 있다.

점 강우모형과 강우강도-지속기간-생기빈도 해석 (A Point Rainfal1 Model and Rainfall Intensity-Duration-Frequency Analysis)

  • 유철상;김남원;정광식
    • 한국수자원학회논문집
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    • 제34권6호
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    • pp.577-586
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    • 2001
  • 본 연구에서는 모형의 구조가 상대적으로 간단한 구형펄스모형을 이용하여 I-D-F 곡선을 유도할 수 있는 이론적 방법론을 제시하였다. 강우모형의 구조를 고려하여 유도되는 I-D-F 곡선은 관측 강우의 1차원 및 2타원 통계 특성을 이용하여 추정된 매개변수에 의해 그 형태가 결정되므로 년최대치계열을 이용하여 추정하는 1-D-F 곡선에 비해 비정상적인 강우사상에 상대적으로 덜 민감하게 된다. 본 연구는 서울 및 인천지점에 적용되었으며 이때. 유도 된 I-D-F 곡선은 년최대치계열을 이용하여 유도된 I-D-F 곡선과 비교함으로서 그 적용성을 판단해 보았다. 본 연구의 결과를 요약하면 다음과 같다: (1) 지속기간이 길어짐에 따라 중첩확률은 아주 크게 증가한다. 그러나, 중첩에 따른 강우강도의 증가정도는 지속기간이 증가함에 따라 완만하게 감소하는 추세를 나타내고 있다. (2) 중첩을 고려하는 경우, 특히 지속기간 및 재현기간이 긴 경우에, 강우강도의 증가가 두드러짐을 확인할 수 있었다. 이는 깅 우강도의 계산 시 추정된 중첩확률과 재현기간을 함께 고려함으로 생기는 당연한 결과이다. 아울러, 서울과 인천지점의 비교에서는 서울지점의 경우가 중첩의 효과가 더욱 크게 나타나고 있음을 확인할 수 있었으며, 이는 추정된 중첩확률의 차이, 보다 궁극적으로는 구형펄스모형의 매개변수의 차이로 설명될 수 있다. (3) 본 연구에서 사용한 구형펄스 모형은 강우의 군집특성을 고려하지 못함으로 유도된 I-D-F 곡선도 전체적으로 년최대치를 이용한 I-D-F 곡선에 비해 작은 강우강도를 나타내었었다. 그러나 각 곡선의 전체적인 형태는 유사함을 확인할 수 있었으며 강우의 군집특성을 고려하는 강우모형을 사용할 경우 보다 나은 결과를 유도할 수 있을 것으로 판단된다.

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우리나라 연최대치 강우량 계열 및 확률강우량의 변화 특성 (Variation Characteristics of Annual Maximum Rainfall Series and Frequency-Based Rainfall in Korea)

  • 김재형
    • 한국습지학회지
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    • 제4권2호
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    • pp.43-56
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    • 2002
  • About 12 rain gauge stations of Korea, annual maximum rainfall series of before and after 1980 whose durations are 1, 2, 3, 6, 12, 24, 48, 72 hours respectively were composed and statistical characteristics of those time series were calculated and probability rainfall were estimated by L-moment frequency analysis method and compared each other in order to investigate the recent quantitative rainfall variations. And also, distribution curves of each statistical variations for each duration were constructed by using Kigging method to look into spacial rainfall variation aspects. As a result, We could confirm recent rainfall increase in the South Korea. And spatial increase pattern of standard deviation and frequency rainfall appeared analogously each other. 1n the cases of comparatively short rainfall duration, we could see relatively low increase or decrease tendency in Chungchong Province, Cholla-bukdo, Cholla-namdo eastern part, Kyongsang-namdo western part area. While, variations happened great1y in seaside district of east coast, southwest seashore, Inchon area etc. In the cases of longer durations relatively low increase was showed in southern seashore such as Yeosoo area and as distance recedes from this area, showed gradually augmented tendency. The aspect of mean looks similar tendency of above except that the variation rate of almost seaside district are big in the case of shorter durations. In addition, rainfall increases of short durations which became the center of hydrologist and meteorologist are unconfirmed in this study.

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우수거 설계를 위한 인천지방에서의 확률강우강도식의 산정 (Determination of Probable Rainfall Intensity Formulas for Designing Storm Sewer Systems at Incheon District)

  • 안태진;김경섭
    • 상하수도학회지
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    • 제12권3호
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    • pp.99-106
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    • 1998
  • This paper presents a procedure for determining the design rainfall depth and the design rainfall intensity at Incheon city area in Korea. In this study the eight probability distributions are considered to estimate the probable rainfall depths for 11 different durations. The Kolmogorov - Smirnov test and the Chi-square test are adopted to test each distribution. The probable rainfall intensity formulas are then determined by i) the least squares (LS) method, ii) the least median squares (LMS) method, iii) the reweighted least squares method based on the LMS (RLS), and iv) the constrained regression (CR) model. The Talbot, the Sherman, the Japanese, and the Unified type are considered to determine the best type for the Incheon station. The root mean squared (RMS) errors are computed to test the formulas derived by four methods. It is found that the Unified type is the most reliable and that all methods presented herein are acceptable for determining the coefficients of rainfall intensity formulas from an engineering point of view.

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도시유역의 내수배제를 위한 도시유출모델의 비교 (Comparison of Urban Runoff Models for Interior Drainage in Urban Basin)

  • 최윤영;이영화;지홍기
    • 상하수도학회지
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    • 제14권3호
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    • pp.251-259
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    • 2000
  • In this study, the urban runoff models, ILLUDAS model and SWMM, are analyzed the probable peak discharge and discharge using rainfall distribution by Huff's method at Bum-uh chun area in Taegu city. The probability rainfall and intensity is analyzed by Pearson-III type. The rainfall duration, 90 minutes, is determined by the critical duration computed the maximun peak discharge for some rainfall durations. The peak discharge according to Huff's rainfall distribution types compute in order of type 3, type 4, type2, and type 1, so Huff's 3 type is selected as an adequate rainfall distribution in Bum-uh chun basin. ILLUDAS model and SWMM are shown as good models in Bum-uh chun, but SWMM is computed higher peak discharge than ILLUDAS model, so SWMM is shown as the adequate urban runoff model for the design of interior drainage in urban basin.

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Derivation of Design Flood Using Multisite Rainfall Simulation Technique and Continuous Rainfall-Runoff Model

  • Kwon, Hyun-Han
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2009년도 학술발표회 초록집
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    • pp.540-544
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    • 2009
  • Hydrologic pattern under climate change has been paid attention to as one of the most important issues in hydrologic science group. Rainfall and runoff is a key element in the Earth's hydrological cycle, and associated with many different aspects such as water supply, flood prevention and river restoration. In this regard, a main objective of this study is to evaluate design flood using simulation techniques which can consider a full spectrum of uncertainty. Here we utilize a weather state based stochastic multivariate model as conditional probability model for simulating the rainfall field. A major premise of this study is that large scale climatic patterns are a major driver of such persistent year to year changes in rainfall probabilities. Uncertainty analysis in estimating design flood is inevitably needed to examine reliability for the estimated results. With regard to this point, this study applies a Bayesian Markov Chain Monte Carlo scheme to the NWS-PC rainfall-runoff model that has been widely used, and a case study is performed in Soyang Dam watershed in Korea. A comprehensive discussion on design flood under climate change is provided.

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L-모멘트법에 의한 가뭄우량의 지역빈도분석 (Regional Frequency Analysis of Drought Rainfall using L-Moments)

  • 이순혁;윤성수;맹승진;류경식;주호길
    • 한국농공학회:학술대회논문집
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    • 한국농공학회 2003년도 학술발표논문집
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    • pp.451-454
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    • 2003
  • This study was mainly conducted to derive the design drought rainfall by the consecutive duration using probability weighted moments with rainfall in the regional drought frequency analysis. Selecting the drought rainfall series by the consecutive durations of drought observed for the long period all over the regions in Korea, optimal regionalization of the drought rainfall was classified by the climatologically and geographically homogeneous regions. Using the L-moment ratio and Kolmogorov- Smimov test, resonable frequency distribution for the drought rainfall was selected by the regions and consecutive periods of drought. Design drought rainfalls by the regions and consecutive durations were derived and compared by at-site and regional drought frequency analysis using the method of L-moments.

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