• Title/Summary/Keyword: Mann-Kendall 분석

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Characteristics and Trends of Spatiotemporal Distribution of Frost Occurrence in South Korea for 21 Years (21년간 한국의 서리발생 시·공간 분포 특성과 경향)

  • Jo, Eunsu;Kim, Hae-Min;Shin, Ju-Young;Kim, Kyu Rang;Lee, Yong Hee;Jee, Joonbum
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.24 no.2
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    • pp.83-94
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    • 2022
  • In order to actively prepare to frost damage that occurs in the process of growing crops, the spatial and temporal distribution of frost occurrence in South Korea was derived using frost observation data from 20 regions over the past 21 years (2000~2020). The main products are the number of frost days, first frost day, and last frost day by region. And the climatic trends of these results were identified by performing the Mann-Kendall trend test and Sen's slope estimator. In South Korea, a lot of frost occurs in the inland area to the west of the Taebaek and Sobaek Mountains. Relatively closer to the coastal area, the number of frost days is small, the first frost day is slow, and the last frost day is early. The east coast region has fewer frost days, the first frost day is later, and the last frost day is earlier than the west coast region. The southern sea, the southeastern sea region, and the island region rarely experience frost. As a result of the annual time series trend analysis, although South Korea is a country where climate warming is progressing, there was no trend in reducing the number of frost days and slowing the first frost day, and it was found that the last frost day is delayed by 0.5 days per year.

Trend Analysis using Scaling Exponent for Monthly Rainfall Data (월별 스케일 지수를 이용한 경향성 분석)

  • Jung, Younghun;Shin, Ju-Young;Ahn, Hyunjun;Heo, Jun-Haeng
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.306-306
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    • 2018
  • 일반적으로 경향성 분석은 연최대강우량으로부터 산정하고 있으나 본 연구에서는 강우자료 이외의 자료를 이용하여 경향성 분석을 하고자 한다. 이를 위해 국내에서 가장 신뢰할 수 있는 기상청 산하의 강우량으로부터 연최대강우량을 추출하고 월단위인 월별 스케일 지수를 추정하였다. 비교를 위해 경향성 분석 방법 중 가장 널리 사용되고 있는 Mann-Kendall (MK) 분석을 사용하였고, 추가적으로 MK 분석의 단점을 보완할 수 있는 the block bootstrap-based MK (BBS-MK) 분석을 적용하였다. 연최대강우량을 이용한 경향성 분석 결과는 홍수기 기간에 해당하는 7월부터 10월까지의 경향성은 뚜렷하게 나타나지 않았다. 그러나 스케일 지수에 대한 경향성 분석 결과에서는 몇몇 지점에서 감소 또는 증가하는 경향을 보이는 강우 지점들을 확인할 수 있었다. 따라서 경향성 분석을 위해서는 연최대강우량뿐만이 아니라 다양한 인자를 이용한 경향성 분석이 필요함을 확인하였다.

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Analysis of Busan rainfall characteristics considering climate change (기후변화를 고려한 부산시 강우특성분석)

  • Shon, Tae-Seok;Baek, Meung-Ki;Lee, Kyu-Yeol;Park, Kyung-Jae;Shin, Hyun-Suk
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1099-1103
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    • 2010
  • 본 연구에서는 기후변화로 인한 부산 강우특성을 고려하고 강수량의 증감을 알아보기 위하여 부산 기상청 지점의 강우 자료를 수집하고 분석하여 월, 계절, 연 평균강우와 지속시간별 연최대 강우량 및 강우강도(30 mm 이상)를 Trend 분석하였다. 분석기법은 T Test, Hotelling Pabst Test, Non Linear Test, Mann-Kendall Test, Sen Test이고 0.99, 0.95, 0.90의 유의수준별로 분석하였다. 분석된 결과는 1등급에서 4등급까지 등급화하고, 특히 Sen Test의 Slope는 빈도분석하여 등급화하였다.

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Development of Drought Vulnerability Index Using Trend Analysis (경향성 분석을 통한 가뭄취약성 지수의 개발)

  • Yang, Jeong-Seok;Park, Jin-Hyuck;Kim, Nam-Ki
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.32 no.3B
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    • pp.185-192
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    • 2012
  • Drought vulnerability index was developed by selecting drought-related indicators with trend test. Study areas were determined by considering the weir locations from the four major rivers restoration project in Nakdong and Geum river watersheds. Ten indicators were selected and they were categorized into three groups, water resources, precipitation pattern, and social aspects. Annual average surface water level, annual minimum surface water level, annual average groundwater level, and annual minimum groundwater level data sets were collected for water resources aspects. The number of non-rainy days, rainfall concentration ratio, and rainfall deviation were considered for precipitation pattern category. The amount of water available per capita, financial soundness for water resources, and water usage equity were related to social aspects. Mann-Kendall, Hotelling-Pabst, and Sen trend tests were performed for the ten indicator data sets and the results were scored for the drought vulnerability index. The results shows Gumi, Sangjoo, and Hapcheon weirs are relatively vulnerable to drought. The indices were relatively low for the regions in Geum river watershed compared to those in Nakdong river watershed.

Analysis of Water Qulity changes & Characterization at the Watershed in Han River Basin for Target indicator in TMDLs (수질오염총량관리 대상물질 확대를 위한 한강수계 하천수질 경향 및 수질특성 분석)

  • Choi, Ok Youn;Kim, Hong Tae;Seo, Hee Seung;Han, Ihn Sup
    • Journal of Korean Society on Water Environment
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    • v.33 no.1
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    • pp.15-33
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    • 2017
  • Based on the existing pollutant emissin standards which are armed at the pollutant concentration of each pollution source, government formulated and implemented new management system of total water pollutant emission. By virtue of this new management system, pollution loading amount of individual watershed could be controlled, which achieved the requirement of water quality management such as TP and BOD. In initiate stage of it's implement, BOD was selected as object of water quality management, While it's necessary to consider the continuity of water quality data and established pollutant management laws and policy. During the ongoing management, TP management was added into the system while simply BOD management was not enough. However, the frequency of algae bloom in Han-river showed a trend of same, even though TP was treated as additional control target. Therefore, this paper will analyze different water quality parameters and characteristic of water quality, so that this study can be provide as reference for watershed management of water quality, by which the applicable management period and target pollutant can be selected in the future.

Analysis of Water Quality Fluctuations in Upstream Namhan River Watershed Using Long-term Statistical Analysis (통계적 경향 분석을 통한 남한강 상류 수계 수질 변동 해석)

  • Byeon, Sang-Don;Noh, Yeon-Jung;Lim, Kyeong-Jae;Kim, Jong-Gun;Kim, Dong-Jin;Hong, Eun-Mi
    • Journal of The Korean Society of Agricultural Engineers
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    • v.62 no.5
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    • pp.15-26
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    • 2020
  • There are fifteen non-point pollution management areas in Korea and three of them (Doam lake, Daegi district and Golji-cheon) are located in the upstream of the Namhan river watershed. Many efforts to reduce non-point sources (NPS) pollution have been conducted, however, water quality pollution in the watershed is still serious. To solve these problems, it is a priority to grasp water quality using statistical techniques. In this study, a trend analysis was conducted to evaluate the effect of NPS management in the watershed. The long-term trends from 1996 to 2018 of water quality properties were analyzed using data collected from the water environment information system. Seventeen monitoring stations were selected along the main stream in Namhan river basin. Monthly water quality properties (BOD, COD, TN, TP, TN/TP ratio, Conductivity, SS and Chlorophyll-a) were collected and analyzed by Mann-Kendall test and LOWESS. The results showed that the Conductivity tended to increase in all regions and was the highest level in Jijangcheon. Organic pollution such as BOD and COD tended to increase in the Jungseon area. SS did not show a large tendency, but it showed high concentration in the Doam watershed. In all regions, 40% of water quality properties showed a tendency to 'UP', 15% of water quality properties tended to 'DOWN', and 46% indicated no tendency. In order to determine the cause of this, additional research and measures for improvement are necessary. This study will be used for the establishment of water quality policy in the future.

Trend Analysis of Rainfall Data Using Stochastic Time Series Models (추계학적 모의발생기법을 이용한 강우자료의 경향성 분석)

  • Seo, Lynn;Kim, Tae-Woong
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1282-1286
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    • 2009
  • 최근에 빈번하게 발생하는 집중호우로는 강우자료의 경향성에 영향을 주고 있다. 하지만, 우리나라의 강우관측기록이 충분하지 못하여 통계학적 경향성 분석은 유의한 결과를 보여주고 있지 않아, 확률강우량 산정시 강우자료가 정상성을 지니고 있다고 가정하여 빈도분석을 실시하고 있다. 본 연구에서는 경향성이 나타나지 않는 강우관측소 49개지점중 4개의 지점을 선정하여 향후 경향성 여부를 분석하였다. 이들 관측자료가 가지는 경향성을 유지하면서 추계학적 시계열 모의발생기법을 이용하여 강우자료를 발생시킨 후 경향성 검정을 실시하였다. 이를 위하여 Regression model, ARMA model을 이용하여 강우자료를 발생시켰으며, 발생된 강우자료는 Mann-Kendall test, Hotelling-Pabst test, Wald-Wolfowitz test를 사용하였다. 그 결과 거의 모든 지점에서 가까운 미래에 경향성을 갖게 될 것임을 알 수 있었다.

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Variability Analysis of Extreme Precipitation Events in Korea affected by Climate Change (기후변화에 따른 우리나라 강수 극치사상의 변동특성 분석)

  • Kim, Gwang-Seob;Kim, Jong-Pil
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1610-1614
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    • 2010
  • 최근 기후변화로 인한 우리나라 호우일수(80mm이상/일)의 증가, 강우강도의 증가에 따른 개별 홍수에 의한 재해규모가 증가하고 있는 현실에서 전통적인 빈도해석기법을 이용한 설계 강우량 산정과 적용에는 한계가 있다. 그러나 우리나라에서는 아직도 비정상성을 고려한 빈도해석기법이 표준화되어 있지 않고 있으며, 전통적인 빈도해석기법에 의존하여 실무에 활용되고 있는 실정이다. 따라서 본 연구에서는 기후변화에 따른 우리나라 강수 극치사상의 변동특성을 분석하고자 하였다. 연구 대상지역으로 기상청에서 운영하는 기상관측소 중에서 90년 이상의 장기 강수자료가 구축되어 있는 서울, 부산, 인천, 대구, 강릉, 목포 등 여섯 곳을 선정하였다. 선정된 6개 기상관측소의 강수자료를 이용하여, 비모수적 선형추세분석기법인 Mann-Kendall 검정을 수행하였다. 본 연구를 통하여 얻어진 결과는 우리나라의 전통적인 설계 강우량 산정기법 개선에 대한 필요성 인식과 설계 강우량 산정에 대한 새로운 접근방향 제시와 이에 따른 제도적 개선 요구에 대한 기초자료로 활용될 수 있을 것으로 판단된다.

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A Study on Trend Analysis in Sea Level Data Through MK Test and Quantile Regression Analysis (MK 검정 및 분위회귀분석을 통한 해수면 자료의 경향성 평가에 관한 연구)

  • Uranchimeg, Sumiya;Kim, Yong-Tak;Kwon, Hyun-Han;Hwang, Kyu-Nam
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.27 no.2
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    • pp.94-104
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    • 2015
  • Population and urban development along the coast is growing in South Korea, and particularly sea level rise is likely to increase the vulnerability of coastal areas. This study aims to investigate the sea level rise through Mann-Kendall(MK) test, ordinary linear regression(OR) and quantile regression analysis(QRA) with sea level data at the 20 tide stations along the coast of Korean Peninsula. First, statistically significant long-term trends were analysed using a non-parametric MK test and the test indicated statistically significant trends for 18 and 10 stations at the 5% significance level in the annual mean value of sea level and the annual maximum value of sea level, respectively. The QRA method showed better performance in terms of characterizing the degree of trend. QRA showed that an average annual rise in mean sea level is about 1-6 mm/year, and an average rise in maximum sea level is about 1-20 mm. It was found that upward convergent and upward divergent were a representative change given the nine-category distributional changes. We expect that in future work we will address nonstationarities with respect to sea level that were identified above, and develop a nonstationary frequency analysis with climate change scenarios.

The Application of Various Non-parametric Trend Tests to Observed and Future Rainfall Data in the Nakdong River Basin (낙동강 유역의 과거 및 미래 강우자료에 대한 다양한 비모수적 경향성 검정 기법의 적용)

  • Kim, Sang Ug;Lee, Yeong Seob;Lee, Cheol-Eung
    • Journal of Korea Water Resources Association
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    • v.47 no.3
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    • pp.223-235
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    • 2014
  • In recent, the various methods to predict the hydrological impacts due to climate change have been developed and applied. Especially the trend analysis using observed and future hydrological data has been performed than ever. Parametric or non-parametric tests can be applied for a trend analysis. However, the non-parametric tests have been commonly used in the case of trend analysis using hydrological data. Therefore, the two types of non-parametric tests, Mann-Kendall (MK) test and Spearman Rho (SR) test, were used to detect the trend in the observed and future rainfall data that were collected from the Nakdong River basin. Also, the Pre-Whitening (PW) and the Trend Free Pre-Whitening (TFPW) as the pre-process of the trend analysis were performed. Also, the result of trend analysis suggest that those pre-processes have a statistically significant effect. Additionally, the Sequential Mann-Kendall (SMK) was used to reveal the beginning point of a trend in the observed and future rainfall data in the Nakdong River basin. The rainfall patterns in most rainfall gauges using the observed rainfall show the increasing trend and the abrupt changes in the specific months (from April to May and September to October). Also, the beginning point of the trend is brought forward by several months when climate change is accelerated. Finally, the results of this study can provide the useful background for the research related to climate change and water resources planning in the Nakdong River basin.