• 제목/요약/키워드: Non-parametric Test

검색결과 248건 처리시간 0.027초

The analysis of groundwater table variations in Sylhet region, Bangladesh

  • Zafor, Md. Abu;Alam, Md. Jahir Bin;Rahman, Md. Azizur;Amin, Mohammad Nurul
    • Environmental Engineering Research
    • /
    • 제22권4호
    • /
    • pp.369-376
    • /
    • 2017
  • The trend analysis of the study was acquired by selecting multiyear monthly groundwater table data and monitors the wells in each sub-district under the study area. The intention of this research was to analyze the outcome of the non-parametric Mann-Kendall test at greater than the significance level which is 95% of groundwater level in Sylhet. The aptitude is effective at two conjunctures where the confidence bounds are 95% and it meets the estimate line of Sen's. To calculate and assess the spatial differences in the inanition of groundwater table, geostatistical methods was applied based on data from 27 groundwater wells during the period from January 1975 to December 2011 which were obtained from a secondary source, Bangladesh Water Development Board. The geographic information system was used to assess the spatial change in order to find the level of groundwater. Cross-validation errors were found within an advisable level in estimating the groundwater depth with different interpolation models of ordinary kriging methods. Finally, surface maps were generated with the best-fitted model. The southeast region was found highly vulnerable from groundwater level point of view. Northern region was detected highest hazard prone area for diverge groundwater using kriging method.

Variation of Hydro-Meteorological Variables in Korea

  • Nkomozepi, Temba;Chung, Sang-Ok;Kim, Hyun-Ki
    • Current Research on Agriculture and Life Sciences
    • /
    • 제32권3호
    • /
    • pp.135-143
    • /
    • 2014
  • The variability and temporal trends of the annual and seasonal minimum and maximum temperature, rainfall, relative humidity, wind speed, sunshine hours, and runoff were analyzed for 5 major rivers in Korea from 1960 to 2010. A simple regression and non-parametric methods (Mann-Kendall test and Sen's estimator) were used in this study. The analysis results show that the minimum temperature ($T_{min}$) had a higher increasing trend than the maximum temperature ($T_{max}$), and the average temperature increased by about $0.03^{\circ}C\;yr.^{-1}$. The relative humidity and wind speed decreased by $0.02%\;yr^{-1}$ and $0.01m\;s^{-1}yr^{-1}$, respectively. With the exception of the Han River basin, the regression analysis and Mann-Kendall and Sen results failed to detect trends for the runoff and rainfall over the study period. Rapid land use changes were linked to the increase in the runoff in the Han River basin. The sensitivity of the evapotranspiration and ultimately the runoff to the meteorological variables was in the order of relative humidity > sunshine duration > wind speed > $T_{max}$ > $T_{min}$. Future studies should investigate the interaction of the variables analyzed herein, and their relative contributions to the runoff trends.

Trend analysis of aridity index for southeast of Korea

  • Ghafouri-Azar, Mona;Bae, Deg-Hyo
    • 한국수자원학회:학술대회논문집
    • /
    • 한국수자원학회 2017년도 학술발표회
    • /
    • pp.193-193
    • /
    • 2017
  • Trend analysis can enhance our knowledge of the dominant processes in the area and contribute to the analysis of future climate projections. The results of previous studies in South Korea showed that southeast regions of Korea had the highest value of evapotranspiration. Thereby, it is of interest to determine the trend analysis in hydrological variables in this area. In this study, the recent 35 year trends of precipitation, reference evapotranspiration, and aridity index in monthly and annual time scale will be analyzed over three stations (Pohang, Daegu, and Pusan) of southeast Korea. After removing the significant Lag-1 serial correlation effect by pre-whitening, non-parametric statistical Mann-Kendall test was used to detect the trends. Also, the slope of trend of the Mann-Kendall test was determined by using Theil-Sen's estimator. The results of the trend analysis of reference evapotranspiration on the annual scale showed the increasing trend for the three mentioned stations, with significant increasing trend for Pusan station. The results obtained from this research can guide development if water management practices and cropping systems in the area that rely on this weather stations. The approaches use and the models fitted in this study can serve as a demonstration of how a time series trend can be analyzed.

  • PDF

전문대학도서관의 국내 전자책 이용 실태 연구 (A Study of the Using Status and Environment of Domestic e-Books in Academic Libraries of Junior Colleges)

  • 정진한;박일종
    • 한국비블리아학회지
    • /
    • 제17권2호
    • /
    • pp.201-222
    • /
    • 2006
  • 본 연구의 목적은 대학도서관에 도입한 국내 전자책의 이용 실태에 대해 분석하고 이를 통해 전자책 관련 정책과 이용 활성화에 도움을 주는 것이다. 본 연구를 수행하기 위해 A전문대학 전자책 이용자를 대상으로 웹 설문조사를 진행하였고 이의 분석방법으로 기초분석은 빈도분석과 기술통계를 사용하였으며, 성별과 전공분야별로 평가항목간에 유의한 차이가 있는지를 분석하기 위해 t-test, ANOVA, 교차분석($x^2$) 및 상관관계를 사용하여 분석하였다.

무릎관절 추적훈련이 편마비 환자의 보행에 미치는 영향 (Effects of Knee Tracking Training on Gait in Stroke Patients)

  • 신화경;염호준;조상현;장성호
    • 한국전문물리치료학회지
    • /
    • 제10권3호
    • /
    • pp.71-79
    • /
    • 2003
  • Manual tracking is an experimental paradigm that can be used to study information processing in continuous movements involving accurate, ongoing control of motor performance. The purpose of this study was to identify the effects of knee tracking training, using the paretic side, on gait in stroke patients. Nine patients with hemiplegia participated in the study. The timed 10 m gait speed test and tracking test were administrated. The tracking test was composed with ranges of $-20^{\circ}$ to $20^{\circ}$ and $0^{\circ}$ to $60^{\circ}$. The tracking training consisted of five times every week for 4 weeks. The data were analyzed by non-parametric paired sign test of Wilcoxon. The flexion/extension error of the tracking test was significantly reduced on the paretic side, while the nonparetic side was not statistically significant. The transfer of the skill to the functional activity was shown in the significant improvement at timed 10 m gait speed test. This study shows that individuals with chronic who have impaired knee movement can be trained to improve their knee control through intensive practice at a knee movement tracking task and that the skill learned from such training is transfered to a more functional gait speed.

  • PDF

서해안 인접공항의 저고도 항공기상 정확도 연구 (A Study on Accuracy of Meteorological Information for Low Altitude Aerospace around the Airport on the West Coast)

  • 조영진;유광의
    • 한국항공운항학회지
    • /
    • 제28권2호
    • /
    • pp.53-62
    • /
    • 2020
  • This study is to evaluate the accuracy of the meteorological information provided for the aircraft operating at low altitude. At first, it is necessary to identify crucial elements of weather information closely related to flight safety during low altitude flights. The study conducted a survey of pilots of low altitude aircraft, divided into pre-flight and in-flight phases, and reached an opinion that wind direction, wind speed, cloud coverage and ceiling and visibility are important items. Related to these items, we compared and calculated the accuracy of TAFs and METARs from Taean Airfield, Seosan Airport and Gunsan Airport because of their high number of domestic low-altitude flights. Accuracy analysis evaluated the accuracy of two numerical variables, Mean Absolute Error(MAE) and Root Mean Square Error(RMSE), and the cloud coverage which is categorical variable was calculated and compared by accuracy. For numeric variables, one-way ANOVA, which is a parameter-test, was approached to identify differences between actual forecast values and observations based on absolute errors for each item derived from the results of MAE and RMSE accuracy analyses. To determine the satisfaction of both normality assumptions and equivalence variability assumptions, the Shapiro-Wilk test was performed to verify that they do not have a normality distribution for numerical variables, and for the non-parametric test, Kruscal-Wallis test was conducted to determine whether or not they are satisfied.

비선형 공적분모형을 이용한 이산화탄소 배출량의 소득탄력성 추정 (Time-Varying Income Elasticity of CO2 emission Using Non-Linear Cointegration)

  • 이성로;김효선
    • 자원ㆍ환경경제연구
    • /
    • 제23권3호
    • /
    • pp.473-496
    • /
    • 2014
  • 본 논문은 이산화탄소 배출량과 소득과의 비선형적인 관계를 시간변동계수를 갖는 공적분모형으로 추정하였다. 특히 이산탄소배출량의 소득효과를 시간에 따라 서서히 변하는 것으로 모형화하였고, 이를 비모수적 방법을 이용하여 추정하였다. 추정결과 선진국의 경우 소득탄력성이 시간에 대해 감소하는 것으로 추정된 반면에 개발도상국의 소득탄력성은 시간에 따라 점차 증가하는 것으로 추정되었다. 이 같은 결과는 경제 발전단계에 따라 소득이 이산화탄소 배출량에 미치는 영향이 다르다는 환경쿠즈네츠곡선에서 의미하는 것과 일치하는 결과이고, 또한 기후변화협약과 교토의정서 상에서 의무준수 대상국(Annex I)과 Non-Annex I 국가 구분이 필요하다는 것을 반증한다. 이러한 차이는 선진국에 비하여 개도국의 경우 소득에 따른 이산화탄소 배출이 상대적으로 더욱 가속화될 수 있음을 의미하며, 이는 기후변화협약 상에서 개도국에 대한 기술이전 및 재정지원이 지속적으로 필요하다는 것에 대한 근거로 활용될 수 있다.

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

  • 진대현;장성환;김희경;이영섭
    • 응용통계연구
    • /
    • 제34권3호
    • /
    • pp.439-447
    • /
    • 2021
  • 범지구적 이상기후의 잦은 출현으로 기상 변화에 대한 관련 연구가 활발히 진행되고 있지만, 장기간 축적된 기상자료를 이용한 경향성 분석 연구는 부족하였다. 본 연구에서는 비모수적 분석방법을 이용해 40년간 종관기상관측장비(ASOS)로 부터 축적된 기온 시계열 자료의 경향성을 분석하였다. 남한지역의 연평균 기온과 계절별 평균기온 시계열 자료에 대한 Mann-Kendall 검정 결과 상승 경향성이 존재하는 것으로 나타났다. 또한 Pettitt 검정을 적용해 탐색된 변동점을 전후로 경향성의 정도를 파악할 수 있는 Sen's slope를 계산한 결과, 변동점 이후의 최근 자료에서 기온의 상승 경향성이 더욱 큰 것을 확인하였다.

Testing, simulation and design of back-to-back built-up cold-formed steel unequal angle sections under axial compression

  • Ananthi, G. Beulah Gnana;Roy, Krishanu;Chen, Boshan;Lim, James B.P.
    • Steel and Composite Structures
    • /
    • 제33권4호
    • /
    • pp.595-614
    • /
    • 2019
  • In cold-formed steel (CFS) structures, such as trusses, transmission towers and portal frames, the use of back-to-back built-up CFS unequal angle sections are becoming increasingly popular. In such an arrangement, intermediate welds or screw fasteners are required at discrete points along the length, preventing the angle sections from buckling independently. Limited research is available in the literature on axial strength of back-to-back built-up CFS unequal angle sections. The issue is addressed herein. This paper presents an experimental investigation on both the welded and screw fastened back-to-back built-up CFS unequal angle sections under axial compression. The load-axial shortening and the load verses lateral displacement behaviour along with the deformed shapes at failure are reported. A nonlinear finite element (FE) model was then developed, which includes material non-linearity, geometric imperfections and modelling of intermediate fasteners. The FE model was validated against the experimental test results, which showed good agreement, both in terms of failure loads and deformed shapes at failure. The validated FE model was then used for the purpose of a parametric study to investigate the effect of different thicknesses, lengths and, yield stresses of steel on axial strength of back-to-back built-up CFS unequal angle sections. Five different thicknesses and seven different lengths (stub to slender columns) with two different yield stresses were investigated in the parametric study. Axial strengths obtained from the experimental tests and FE analyses were used to assess the performance of the current design guidelines as per the Direct Strength Method (DSM); obtained comparisons show that the current DSM is conservative by only 7% on average, while predicting the axial strengths of back-to-back built-up CFS unequal angle sections.

Behaviour and strength of back-to-back built-up cold-formed steel unequal angle sections with intermediate stiffeners under axial compression

  • Gnana Ananthi, G. Beulah;Roy, Krishanu;Lim, James B.P.
    • Steel and Composite Structures
    • /
    • 제42권1호
    • /
    • pp.1-22
    • /
    • 2022
  • In cold-formed steel (CFS) structures, such as trusses, transmission towers and portal frames, the use of back-to-back built-up CFS unequal angle sections are becoming increasingly popular. In such an arrangement, intermediate welds or screw fasteners are required at discrete points along the length, preventing the angle sections from buckling independently. Limited research is available in the literature on axial strength of back-to-back built-up CFS unequal angle sections. The issue is addressed herein. This paper presents an experimental investigation reported by the authors on back-to-back built-up CFS unequal angle sections with intermediate stiffeners under axial compression. The load-axial shortening behaviour along with the deformed shapes at failure are reported. A nonlinear finite element (FE) model was then developed, which includes material non-linearity, geometric imperfections and modelling of intermediate fasteners. The FE model was validated against the experimental test results, which showed good agreement, both in terms of failure loads and deformed shapes at failure. The validated finite element model was then used for the purpose of a parametric study comprising 96 models to investigate the effect of longer to shorter leg ratios, stiffener provided in the longer leg, thicknesses and lengths on axial strength of back-to-back built-up CFS unequal angle sections. Four different thicknesses and seven different lengths (stub to slender columns) with three overall widths to the overall depth (B/D) ratios were investigated in the parametric study. Axial strengths obtained from the experimental tests and FE analyses were used to assess the performance of the current design guidelines as per the Direct Strength Method (DSM); obtained comparisons show that the current DSM is conservative by only 7% and 5% on average, while predicting the axial strengths of back-to-back built-up CFS unequal angle sections with and without the stiffener, respectively.