• Title/Summary/Keyword: spatio-temporal analysis

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Development of a Novel Integrated Evaluation Index for Freeway Traffic Data (고속도로 교통자료 품질 통합평가지표 개발)

  • PARK, Hyunjin;YOON, Mijung;KIM, Hae;OH, Cheol
    • Journal of Korean Society of Transportation
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    • v.33 no.4
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    • pp.417-429
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    • 2015
  • Evaluation of traffic data quality is a backbone of better traffic information and management systems because it directly affects the reliability of traffic information. This study developed an integrated index for evaluating the quality of archived intelligent transportation systems (ITS) data. Two novel indices including spatio-temporal consistency and severity of missing data were devised and integrated with existing indices such as availability and completeness. An evaluation framework was proposed based on the developed integrated index. Both analytical hierarchical analysis (AHP) technique and entropy method were adopted to derive mixed weighting values to be used for the integrated index. It is expected that the proposed methodology would be effectively used in enhancing the quality of traffic data as a part of traffic information system.

Relationship Between the Postural Alignments and Spatio-temporal Gait Parameters in Elderly Woman (여성 노인의 자세 정렬과 시공간 보행 변수 사이의 연관성)

  • Kim, Sung-Hyeon;Shin, Ho-Jin;Suh, Hye-Rim;Jung, Kyoung-Sim;Cho, Hwi-Young
    • Journal of the Korean Society of Physical Medicine
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    • v.15 no.3
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    • pp.117-125
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    • 2020
  • PURPOSE: Aging causes changes in the postural alignment and gait due to changes in the nervous and musculoskeletal systems. On the other hand, the relationship between the changes in posture alignment and gait is unclear. This study examined the relationship between the postural alignment and spatiotemporal gait parameters in Korean elderly women. METHODS: Thirty-two-healthy elderly women participated in this study. All subjects were assessed for their posture alignment and gait ability. Stepwise multiple linear regression was performed to determine to what extent the postural alignments could explain the spatiotemporal gait parameters. RESULTS: Coronal head angle was moderately correlated with the velocity (r = -.51), normalized velocity (r = -.46) and gait-stability ratio (r = .58) (p < .05). The trunk angle was moderately correlated with the normalized velocity (r = -.32) and gait-stability ratio (r = .32) and weakly correlated with the velocity (r = -.28) (p < .05). The coronal shoulder angle was moderately correlated with the swing phase (r = -.57), stance phase (r = .56), single limb stance (r = -.56) and double limb stance (r = .51) (p < .05). The coronal head angle and trunk angle accounted for 36% of the variance in velocity, 33% variance in normalized velocity and 46% variance in the gait-stability ratio (p < .05). The coronal shoulder angle accounted for 32% variance in the swing phase, 32% variance in the stance phase, 31% variance in the single limb stance and 26% variance in the double limb stance (p < .05). CONCLUSION: Changes in posture alignment in elderly women may serve as a biomarker to predict a decrease in walking ability due to physical aging.

Development of Radar Tracking Technique for the Short -Term Rainfall Field Forecasting- (초단기 강우예측을 위한 기상레이더 강우장 추적기법 개발)

  • Kim, Tae-Jeong;Lee, Dong-Ryul;Kwon, Hyun-Han
    • Journal of Korea Water Resources Association
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    • v.48 no.12
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    • pp.995-1009
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    • 2015
  • Weather radar rainfall data has been recognized for making valuable contributions to short-term flood forecasting and management over the past decades. There are several advantages to better monitoring rainfall in ungauged area compared to ground-based rain gauges with which spatial patterns of the rainfall are not effectively identified. Hence, this study aims to develop a new scheme to forecast spatio-temporal rainfall field. The proposed model was based on an advection scheme to track wind patterns and velocity. The results showd a promising forecasting skill with quantitative and qualitative measures. It was confirmed that the forecasted rainfall may be effectively used an input data for a distributed hydrological model.

Analysis on Winter Atmosphereic Variability Related to Arctic Warming (북극 온난화에 따른 겨울철 대기 변동성 분석 연구)

  • Kim, Baek-Min;Jung, Euihyun;Lim, Gyu-Ho;Kim, Hyun-Kyung
    • Atmosphere
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    • v.24 no.2
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    • pp.131-140
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    • 2014
  • The "Barents Oscillation (BO)", first designated by Paul Skeie (2000), is an anomalous recurring atmospheric circulation pattern of high relevance for the climate of the Nordic Seas and Siberia, which is defined as the second Emperical Orthogonal Function (EOF) of monthly winter sea level pressure (SLP) anomalies, where the leading EOF is the Arctic Oscillation (AO). BO, however, did not attracted much interest. In recent two decades, variability of BO tends to increase. In this study, we analyzed the spatio-temporal structures of Atmospheric internal modes such as Arctic Oscillation (AO) and Barents Oscillation (BO) and examined how these are related with Arctic warming in recent decade. We identified various aspects of BO, not dealt in Skeie (2000), such as upper-level circulation and surface characteristics for extended period including recent decade and examined link with other surface variables such as sea-ice and sea surface temperature. From the results, it was shown that the BO showed more regionally confined spatial pattern compared to AO and has intensified during recent decade. The regional dipolelar structure centered at Barents sea and Siberia was revealed in both sea-level pressure and 500 hPa geopotential height. Also, BO showed a stronger link (correlation) with sea-ice and sea surface temperature especially over Barents-Kara seas suggesting it is playing an important role for recent Arctic amplification. BO also showed high correlation with Ural Blocking Index (UBI), which measures seasonal activity of Ural blocking. Since Ural blocking is known as a major component of Eurasian winter monsoon and can be linked to extreme weathers, we suggest deeper understanding of BO can provide a missing link between recent Arctic amplification and increase in extreme weathers in midlatitude in recent decades.

Response of the Terrestrial Carbon Exchange to the Climate Variability (기후변동성에 따른 육상 탄소 순환의 반응)

  • Sun, Minah;Cho, Chun-Ho;Kim, Youngmi;Lee, Johan;Boo, Kyoung-On;Byun, Young-Hwa
    • Atmosphere
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    • v.27 no.2
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    • pp.163-175
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    • 2017
  • The global terrestrial ecosystems have shown a large spatial variability in recent decades and represented a carbon sink pattern at mid-to-high latitude in Northern Hemisphere. However, there are many uncertainties in magnitude and spatial distribution of terrestrial carbon fluxes due to the effect of climate factors. So, it needs to accurately understand the spatio-temporal variations on carbon exchange flux with climate. This study focused on the effects of climate factors, .i.e. temperature, precipitation, and solar radiation, to terrestrial biosphere carbon flux. We used the terrestrial carbon flux that is simulated by a CarbonTracker, which performs data assimilation of global atmospheric $CO_2$ mole fraction measurements. We demonstrated significant interactions between Net Ecosystem Production (NEP) and climate factors by using the partial correlation analysis. NEP showed positive correlation with temperature at mid-to-high latitude in Northern Hemisphere but showed negative correlation pattern at $0-30^{\circ}N$. Also, NEP represented mostly negative correlation with precipitation at $60^{\circ}S-30^{\circ}N$. Solar radiation affected NEP positively at all latitudes and percentage of positive correlation at tropical regions was relatively lower than other latitudes. Spring and summer warming had potentially positive effect on NEP in Northern Hemisphere. On the other hand as increasing the temperature in autumn, NEP was largely reduced in most northern terrestrial ecosystems. The NEP variability that depends on climate factors also differently represented with the type of vegetation. Especially in crop regions, land carbon sinks had positive correlation with temperature but showed negative correlation with precipitation.

Efficient Nearest Neighbor Search on Moving Object Trajectories (이동객체궤적에 대한 효율적인 최근접이웃검색)

  • Kim, Gyu-Jae;Park, Young-Hee;Cho, Woo-Hyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.18 no.12
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    • pp.2919-2925
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    • 2014
  • Because of the rapid growth of mobile communication and wireless communication, Location-based services are handled in many applications. So, the management and analysis of spatio-temporal data are a hot issue in database research. Index structure and query processing of such contents are very important for these applications. This paper addressees algorithms that make index structure by using Douglas-Peucker Algorithm and process nearest neighbor search query efficiently on moving objects trajectories. We compare and analyze our algorithms by experiments. Our algorithms make small size of index structure and process the query more efficiently.

Spatial Analysis of Major Atmospheric Aerosol Species Using Earth Observing Satellite Data (지구관측 위성자료를 이용한 주요 대기 에어러솔 성분의 공간분포 분석)

  • Lee, Kwon-Ho
    • Journal of the Korean Association of Geographic Information Studies
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    • v.14 no.2
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    • pp.109-127
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    • 2011
  • Atmospheric aerosols, small particles in the atmosphere, are one of the important parameters in climate change and human health. Additionally, accurate estimates of aerosol species are increasingly important in environmental impact assessment studies. Recent advances in global satellite remote sensing provide powerful tool for air quality monitoring. This study explores the potential usage of satellite derived data such as atmospheric aerosols for air quality monitoring as well as climate change study. The objectives of this study is to understand the general features of the global distribution of type dependent aerosols. A detailed spatio-temporal variability of the each different satellite dataset shows the variation of the global zonal average and specific geographical regions where the strong emission sources are located. Especially, significantly large aerosol amounts are observed in Asia and Africa because of the desert dust storm, anthropogenic and biomass burning emissions.

Spatio-Temporal Variability Analysis of Precipitation Data Through Circular Statistics (순환통계에 의한 강수량의 시공간적 변동성 분석)

  • Lee, Jeong-Ju;Kwon, Hyun-Han;Hwang, Kyu-Nam
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1420-1424
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    • 2010
  • 강수량의 계절성은 수자원관리에 있어 매우 중요한 수문요소로서 계절성의 변동을 정량적으로 평가하는 것은 미래 수자원관리 및 정책 수립에 필수적이다. 이러한 점에서 본 연구의 목적은 강수량의 계절성을 평가하는데 유리한 방법론을 제시하고, 이를 통한 계절 변동성의 정량적인 해석을 목적으로 한다. 본 연구에서 적용한 순환통계치 분석은 시간을 각도로 변환하여 이용함으로써 미세한 시간적인 변화양상의 정량적인 해석이 가능한 방법이다. 강수량의 주기특성과 과거로부터 현재까지의 변화 양상을 평가하기 위해서, 우선 전국의 58개 강우관측소를 선별하고 각 관측소의 일강우자료를 이용하여 관측소별 연최대치계열(Annual maxima series)과 발생일자, 월최대강수계열(Monthly maxima series)과 발생일자를 추출하였다. 각 자료의 발생일자는 순환통계분석을 위해 해당 time scale을 한 주기로 하는 방향각 데이터로 변환하였으며, 변환된 시간속성 데이터의 통계특성치를 산정하여 발생시기에 대한 경향성을 분석하였다. 월최대강수량의 발생 시기는 자료 계열 연주기의 변동성을 평가하기 위해 사용되었고, 분석결과 남해안지역이 6월말에서 7월초이고, 북쪽으로 올라감에 따라 조금씩 발생시기가 늦어지는 것으로 분석되었다. 극치강수량의 발생 경향을 평가하기 위해 사용된 일최대강수량의 시공간적 변동성은 월최대강수량보다 크게 분석되었으며, 이는 일최대강수량의 경우 지형학적인 영향에 크게 좌우되며, 우리나라의 여름철 극치강수량이 태풍 발생빈도 및 경로와 연관성을 갖는다는 일반적인 사실을 반영한 결과라고 판단된다. 월최대강수량 및 일최대강수량 발생시기의 이동평균을 통해 발생시기의 변동을 분석한 결과, 서울과 강릉지방은 최대강수량의 발생시점이 늦어지고 있으며 반대로 목포와 부산지방은 최대강수량의 발생시점이 앞당겨지고 있었다. 이는 몬순시스템의 거동에 영향을 받는 것으로 사료된다.

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Analysis of effects on spatio-temporal changes in L-THIA (토지이용의 시공간적 변화가 L-THIA 모형의 결과에 미치는 영향 분석)

  • Hong, Ji-Yeong;Ryu, Ji-Chul;Kum, Dong-Hyuk;Jang, Chun-Hwa;Lim, Kyoung-Jae
    • Proceedings of the Korea Water Resources Association Conference
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    • 2012.05a
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    • pp.866-866
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    • 2012
  • 최근 인구증가 및 도시개발 등으로 인해 지표면이 갖고 있었던 보수 및 유수기능 등이 현격하게 줄어들면서 이에 따른 홍수 유출량이 증대되고 첨두유량이 증가 되고 있다. 이러한 문제는 지표유출량의 변화에 따른 침투량에 영향을 많이 받기 때문에 이를 예측 및 분석하기 위한 다양한 모형들이 사용되고 있으며, 이러한 모형 중 L-THIA 모형은 토지이용도, 토양도, 일강우 자료만으로 직접유출을 모의가 가능하고 높은 정확성을 보이기 때문에 전 세계적으로 널리 사용되고 있다. 하지만 L-THIA 모형은 하나의 토지이용도만을 이용하여 직접유출량을 모의하고 검보정이 이루어지기 때문에 시간적, 공간적으로 변화하는 토지이용의 변화를 고려하지 못한다. 따라서 본 연구에서는 토지이용도의 변화가 L-THIA 모형의 결과에 미치는 영향을 분석하였다. 이를 위하여 L-THIA 모형의 두 가지 검보정 시나리오를 각각 작성하였다. 시나리오1은 기존에 이루어지는 검보정 방법으로 경안천 유역의 일별 강우자료와 1995년 토지이용도만을 이용하여 1997년 1월1일부터 1999년 12월 31일까지 보정을 실시하고, 이에 따른 매개변수를 적용하여 2001년 1월 1일부터 2003년 12월 31일까지 검정을 수행하였다. 시나리오2는 시나리오 1과는 다르게 보정기간(2005~2010년)에는 2000년 토지이용도를 적용하고, 검정기간(2001~2003년)에는 2000년 토지이용도를 적용하여 각각 검보정을 수행하였다. 또한 시나리오 1과 시나리오 2에서 실측자료와 모의결과를 비교 분석한 $R^2$ 및 NSE 수치를 비교한 결과 토지이용도 변화를 보다 실제적으로 반영한 시나리오2에서 더 높은 수치를 나타냈다. 따라서 L-THIA 모형은 토지이용 별 CN 기반 직접유출량을 산정하기 때문에 본 연구결과에서 나타난 바와 같이 시간 변화에 따른 토지이용 변화를 같이 고려해야 보다 더 신뢰성 높은 모형의 결과를 산출할 수 있을 것이라 판단된다.

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Analysis of the Effect of Differences in Spatial Resolution of Land-use/cover Data on the Simulation of CALPUFF (토지피복 자료의 해상도 차이가 CALPUFF 농도 모의에 미치는 영향 분석)

  • Hwang, Suyeon;Ham, Jungsoo;Lee, Youngjin;Choi, Jinmu
    • Korean Journal of Remote Sensing
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    • v.37 no.5_3
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    • pp.1461-1473
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    • 2021
  • The purpose of this study is to ascertain how the level of resolution of land cover data affects on the local distribution and diffusion of fine dust. the CALPUFF model, which considers the spatio-temporal terrain conditions and changes in weather conditions, was used to estimate PM10 concentration in the Pyeongchon, Anyang-si, Gyeonggi-do. Three different resolutions of land cover data including 20 m, 50 m, and 100 m were compared as the input of the modeling. Using higher resolution land cover data (20 m), the wind speed of the simulated region was the largest and the PM10 concentration was the lowest. Through this study, we confirm that the resolution level of land-use/cover data can affect the local distribution and diffusion of fine dust, which can be detected by CALPUFF. Therefore, when using CALPUFF to simulate fine dust in the future, it can be suggested that checking the impact on spatial resolution according to the form of land cover in advance and proceeding with the simulation can achieve mote accurate results.