• Title/Summary/Keyword: Mann Kendall

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Temporal and Spatial Variability of Rainfall Erosivity in South Korea (한국의 강우침식인자의 시공간적 변동성 분석)

  • Shin, Ju-Young;Lee, Joon-Hak;Kim, Taereem;Heo, Jun-Haeng
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.164-164
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    • 2018
  • 강우침식인자는 토양침식에 영향을 주는 한 인자이다. 강우침식인자는 강우강도, 강우량, 강우빈도 등과 같은 강우패턴으로 산정되는 값으로 기후변화로 인해 많은 지역에서 강우패턴의 변화가 관측되었기에 강우침식인자 또한 기후변화로 인한 변화가 예상된다. 한국의 강우의 시공간적인 변동성에 대한 연구는 많이 진행되었으나, 강우침식인자에 대한 연구는 아직까지 미흡한 상태이기 때문에 본 연구에서는 한국의 강우침식인자의 시공간적 변동성을 분석하였다. 강우강도, 강우량, 강우빈도, 강우지속기간 등 강우패턴을 결정하는 인자들 중 어떤 인자가 강우침식인자의 시간적인 변동성에 영향을 주는지 조사하였다. 시간적인 변동성을 조사하기 위해서 경향성 검사를 진행하였다. 적용된 경향성 검사는 Mann-Kendall test, 수정된 Mann-Kendall test, Block Bootstrapping Mann-Kendall test, T-test를 적용하였다. 검사결과 대부분의 지점에서는 강우침식인자에서는 경향성이 발견되지 않았다. 경향성이 발견된 지점에 대하여 경향성의 원인을 검토해본 결과, 복합적인 강우패턴 인자의 영향으로 인하여 강우침식인자의 경향성이 발생하는 것을 확인하였다. 강우패턴 인자 중에서는 유효강우사상의 강우량이 가장 큰 영향인자인 것을 확인 할 수 있었다.

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Assessment for Detecting Trend using Empirical Mode Decomposition Method (경험적 모드분해법을 활용한 경향성 분석의 적용성 평가)

  • Kim, Taereem;Choi, Wonyoung;Seo, Jungho;Heo, Jun-Haeng
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.232-232
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    • 2016
  • 주어진 시계열 자료의 경향성을 분석하고 판별하는 것은 수문 자료의 분석에서 가장 우선적으로 수행되어야 할 절차이며 경향성의 유무에 따라 자료를 분석하는 방법이 달라지게 되므로 매우 중요한 부분이다. 일반적으로 국내에서 주로 사용되는 수문 시계열 자료의 경향성 분석 방법으로는 비매개변수적인 방법인 Mann-Kendall test, Spearman's rho test, Hotelling Pabst test, Sentest 등이 있으며 그 중에서도 국내외 수문 자료의 경향성 분석에는 비교적 높은 기각력을 보이는 Mann-Kendall test가 주된 방법으로 활용되어 오고 있다. Mann-Kendall test는 통계적 유의성을 바탕으로 한 경향성 판별 방법으로 시계열 자료 내에 존재하는 경향성의 형태를 분석하여 경향성 유무를 판별하는 것에는 한계가 있다. 경험적 모드분해법을 활용한 경향성 분석 방법은 체거름 과정을 통하여 주어진 시계열 자료를 내재모드함수로 분해한 후, 추출된 모든 요소를 제거하고 남은 잔여값의 형태를 이용하여 경향성 유무를 판별하는 방법으로 자료에 내재된 경향성의 형태를 확인할 수 있는 장점을 가지고 있다. 본 연구에서는 이러한 경험적 모드분해법을 이용한 경향성 분석 방법을 소개하고, 모의를 통한 시계열 자료를 이용하여 경향성 분석에 적용한 후 기존에 사용되어온 Mann-Kendall test와의 비교를 통해 적용성을 평가하였다.

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A trend analysis of seasonal average temperatures over 40 years in South Korea using Mann-Kendall test and sen's slope (Mann-Kendall 비모수 검정과 Sen's slope를 이용한 최근 40년 남한지역 계절별 평균기온의 경향성 분석)

  • Jin, Dae-Hyun;Jang, Sung-Hwan;Kim, Hee-Kyung;Lee, Yung-Seop
    • The Korean Journal of Applied Statistics
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    • v.34 no.3
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    • pp.439-447
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    • 2021
  • Due to the frequent emergence of global abnormal climates, related studies on meteorological change is being actively proceed. However, the research on trend analysis using weather data accumulated over a long period of time was insufficient. In this study, the trend of temperature time series data accumulated from automated surface observing system (ASOS) for 40 years was analyzed by using a non-parametric analysis method. As a result of the Mann-Kendall test on the annual average temperature and seasonal average temperature time series data in South Korea, it has shown that an upward trend exists. In addition, the result of calculating the Sen's slope, which can determine the degree of tendency before and after the searched change point by applying the Pettitt test, recent data after the fluctuation point confirmed that the tendency of temperature rise was even greater.

Analysis of the Secular Trend of the Annual and Monthly Precipitation Amount of South Korea (우리나라 월 및 연강수량의 경년변동 분석)

  • Kim, Gwang-Seob;Yim, Tae-Kyung;Park, Chan-Hee
    • Journal of the Korean Society of Hazard Mitigation
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    • v.9 no.6
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    • pp.17-30
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    • 2009
  • In this study, the existence of possible deterministic longterm trend of precipitation amount, monthly maximum precipitation, rain day, the number of rain day greater than 20mm, 30mm, and 80mm was analyzed using the Mann-Kendall rank test and the data from 62 stations between 1905 and 2004 in South Korea. Results indicate that the annual and monthly rainfall amount increases and the number of rain days which have more than 80mm rainfall a day, increases. However the number of rain days decreases. Also, monthly trend analysis of precipitation amount and monthly maximum precipitation increases in Jan., May, Jun., Jul., Aug., and Sep. and they decrease in Mar., Apr., Oct., Nov., and Dec. Monthly trend of the number of rain day greater than 20mm, 30mm, and 80mm increases in Jun., Jul., Aug., and Sep. However results of Mann-Kedall test demonstrated that the ratio of stations, which have meaningful longterm trend in the significance level of 90% and 95%, is very low. It means that the random variability of the analyzed precipitation related data is much greater than their linear increment.

Trend Analysis of Monthly Water Quality Data in Nakdong River Based on Seasonal Mann-Kendall Test (계절 Mann-Kendall 검정을 이용한 낙동강 유역의 월별 수질 장기 경향성 분석)

  • Yun, Jung-hye;Hwang, Syewoon;Kim, Dong-Hyeon;Kim, Sang-Min
    • Journal of The Korean Society of Agricultural Engineers
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    • v.57 no.6
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    • pp.153-162
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    • 2015
  • In this study, we analyzed the trends of water quality along the main stream in Nakdong river basin using the recent data and seasonal Mann-Kendall test. Monthly averaged values of DO, BOD, SS, COD, TN, and TP from 1989 to 2014 for 14 stations (including 2 TMDLs stations) were used in the study. The trend analysis results showed that BOD and TP at most stations has decreasing temporal trend except a few stations while COD and SS showed increasing trend at most stations. Temporal trends in TN at 8 stations were found to be statistically significant and 5 of them showed increasing temporal trend. Temporally averaged BOD, COD, TN and TP were generally increasing as going downstream and the worst water quality were found at Goryeong and Hyunpung station. Overall, water quality of Nakdong river especially in COD, SS, and TN getting worse in time at most stations and as going downstream.

Analysis of Pan Evaporation Data from 1973 to 2004 in South Korea (1973년부터 2004년까지의 관측된 대형증발량 자료 분석)

  • Kim, Gwangseob;Yim, TaeKyung
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.26 no.6B
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    • pp.583-596
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    • 2006
  • Evaporation is an essential parameter in Global water-energy cycle and the variability of evaporation affects water resources planning and managements. In this study, the temporal variability of pan evaporation data was analyzed and trend analysis of the data using Mann-Kendall test. The relationships among evaporation and rainfall, air temperature, humidity, cloudness were analyzed. Even though the longterm trends of air temperature and rainfall increases, that of evaporation except Jinju and Yeosoo results decreases as worldwide observations. Results demonstrate that decrease of pan evaporation represents increase of terrestrial evaporation as Brutsaert and Parlange(1998)'s analysis.

Homogeneity of Climate Aridity Index Trends Using Mann-Kendall Trend Test (Mann-Kendall 추세분석을 이용한 건조지수 추세의 동질성)

  • Rim, Chang-Soo
    • Journal of Korea Water Resources Association
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    • v.47 no.7
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    • pp.643-656
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    • 2014
  • The homogeneity analysis of temporal (monthly, seasonal and annual) climate aridity index trend was accomplished for 43 climate measurement stations in South Korea. Furthermore, 43 stations were grouped into 9 different regions and the temporal and regional homogeneity of climate aridity index trends in each region and entire 9 regions were analyzed. For analysis, monthly, seasonal and annual climate aridity indexes of 43 study stations were estimated using precipitation and potential evapotranspiration calculated from FAO Penman-Monteith equation. The Mann-Kendall statistical test for significant trend was accomplished using the estimated climate aridity indexes and the results of trend test (Z scores) were used to analyze the temporal and regional homogeneity of climate aridity index trends. The study results showed the temporal and regional homogeneity of climate aridity index trends for individual and entire 9 regions. However, the homogeneity and the extent of aridity index trend showed different patterns temporally and regionally.

Effect of Air Temperature Changes on Water Temperature and Hysteresis Phenomenon in Lake Paldang (기온 변화에 따른 팔당호 수온 영향 및 이력현상)

  • Yu, Soonju;Im, Jongkwon;Lee, Bomi
    • Journal of Environmental Impact Assessment
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    • v.29 no.5
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    • pp.323-337
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    • 2020
  • Long-term continuous data were used to investigate changes in air and water temperature and temperature hysteresis at Lake Paldang, the largest source of drinking water in South Korea. Based on the temperatures at Yangpyeong, near Lake Paldang, using a seasonal Mann-Kendall test, the rate of change of increase in temperature over the last 27 years (0.060℃/yr, 1993-2019) was higher than that of during 47 years (0.048℃/yr, 1973-2019). The air and water temperatures in Lake Paldang and its influent rivers had a high correlation (R > 0.9, p < 0.005); however, the water temperature increased at rate slower than the river water temperature, and the water temperature decreased slowly as the air temperature fell. The depth-averaged water temperature also changed more slowly than the surface water of the lake both when the air temperature was high and when it was low. This is likely because the lake has a larger area and a longer heat retention time than rivers, resulting in a greater hysteresis of water temperature at lake.

Long-Term Trend Analysis and Exploratory Data Analysis of Geumho River based on Seasonal Mann-Kendall Test (계절 맨-켄달 기법을 이용한 금호강 본류 BOD의 장기 경향 분석 및 탐색적 자료 분석)

  • Jung, Kang-Young;Lee, In Jung;Lee, Kyung-Lak;Cheon, Se-Uk;Hong, Jun Young;Ahn, Jung-Min
    • Journal of Environmental Science International
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    • v.25 no.2
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    • pp.217-229
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    • 2016
  • The government has conducted a plan of total maximum daily loads(TMDL), which divides with unit watershed, for management of stable water quality target by setting the permitted total amount of the pollutant. In this study, BOD concentration trends over the last 10 years from 2005 to 2014 were analyzed in the Geumho river. Improvement effect of water quality throughout the implementation period of TMDL was evaluated using the seasonal Mann-Kendall test and a LOWESS(locally weighted scatter plot smoother) smooth. As a study result of the seasonal Mann-Kendall test and the LOWESS smooth, BOD concentration in the Geumho river appeared to have been reduced or held at a constant. As a result of quantitatively analysis for BOD concentration with exploratory data analysis(EDA), the mean and the median of BOD concentration appeared in the order of GH8 > GH7 > GH6 > GH5 > GH4 > GH3 > GH2 > GH1. The monthly average concentration of BOD appeared in the order of Apr > Mar > Feb >May > Jun > Jul > Jan > Aug > Sep > Dec > Nov > Oct. As a result of the outlier, its value was the most frequent in February, which is estimated 1.5 times more than July, and was smallest frequent in July. The outlier in terms of water quality management is necessary in order to establish a management plan for the contaminants in watershed.

Trend Analysis of the COD and Nutrients Concentrations in the Yongwon Channel, Chinhae (진해 용원수로의 COD 및 영양염류 농도 추세분석)

  • Cho, Hong-Yeon;Chae, Jang-Won;Park, Joung-Guy;Koo, Myung-Seo
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.20 no.4
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    • pp.421-428
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    • 2008
  • Youngwon channel located in Chinhae city and formed by the Busan New Port Construction Project has been concerned about the water quality degradation problems because of the flow and pollutants stagnation due to its long-narrow shape. In this study, the water quality(hereafter WQ) variation is analysed by using the monthly WQ data measured in Yongwon channel from 2003 to 2007. The analysis shows that the TN and TP concentration in the inside Yongwon channel is definitely worse than the TN and TP concentration in the entrance of the Yongwon channel based on the 95% confidence level. The COD, TN, and TP concentrations in the Yongwon channel are 1.34, 2.08, and 1.80 times larger than that in the entrance of the Yongwon channel, respectively. It has been found that only the TP concentration in SW-26 station has an increasing trend based on the Mann-Kendall test with respect to 95% confidence level. The other stations and the other WQ constituent changes do not have the any significant trends.