• 제목/요약/키워드: Temporal and spatial variability

검색결과 219건 처리시간 0.026초

On the Spatial and Temporal Variability of L-band Polarimetric SAR Observations of Permafrost Environment in Central Yakutia

  • Park, Sang-Eun
    • 대한원격탐사학회지
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    • 제33권1호
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    • pp.47-60
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    • 2017
  • The permafrost active layer plays an important role in permafrost dynamics. Ecological patterns, processes, and water and ice contents in the active layer are spatially and temporally complex depending on landscape heterogeneity and local-scale variations in hydrological processes. Although there has been emerging interest in the application of optical remote sensing techniques to permafrost environments, optical sensors are significantly limited in accessing information on near surface geo-cryological conditions. The primary objective of this study was to investigate capability of L-band SAR data for monitoring spatio-temporal variability of permafrost ecosystems and underlying soil conditions. This study exploits information from different polarimetric SAR observables in relation to permafrost environmental conditions. Experimental results show that each polarimetric radar observable conveys different information on permafrost environments. In the case of the dual-pol mode, the radar observables consist of two backscattering powers and one correlation coefficient between polarimetric channels. Among them, the dual-pol scattering powers are highly sensitive to freeze/thaw transition and can discriminate grasslands or ponds in thermokarst area from other permafrost ecosystems. However, it is difficult to identify the ground conditions with dual-pol observables. Additional backscattering powers and correlation coefficients obtained from quad-pol mode help understanding seasonal variations ofradar scattering and assessing geo-cryological information on soil layers. In particular, co-pol coherences atHV-basis and circular-basis were found to be very usefultools for mapping and monitoring near surface soil properties.

Application of machine learning for merging multiple satellite precipitation products

  • Van, Giang Nguyen;Jung, Sungho;Lee, Giha
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2021년도 학술발표회
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    • pp.134-134
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    • 2021
  • Precipitation is a crucial component of water cycle and play a key role in hydrological processes. Traditionally, gauge-based precipitation is the main method to achieve high accuracy of rainfall estimation, but its distribution is sparsely in mountainous areas. Recently, satellite-based precipitation products (SPPs) provide grid-based precipitation with spatio-temporal variability, but SPPs contain a lot of uncertainty in estimated precipitation, and the spatial resolution quite coarse. To overcome these limitations, this study aims to generate new grid-based daily precipitation using Automatic weather system (AWS) in Korea and multiple SPPs(i.e. CHIRPSv2, CMORPH, GSMaP, TRMMv7) during the period of 2003-2017. And this study used a machine learning based Random Forest (RF) model for generating new merging precipitation. In addition, several statistical linear merging methods are used to compare with the results of the RF model. In order to investigate the efficiency of RF, observed data from 64 observed Automated Synoptic Observation System (ASOS) were collected to evaluate the accuracy of the products through Kling-Gupta efficiency (KGE), probability of detection (POD), false alarm rate (FAR), and critical success index (CSI). As a result, the new precipitation generated through the random forest model showed higher accuracy than each satellite rainfall product and spatio-temporal variability was better reflected than other statistical merging methods. Therefore, a random forest-based ensemble satellite precipitation product can be efficiently used for hydrological simulations in ungauged basins such as the Mekong River.

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트레드밀을 이용한 보행간 Variability 분석에 관한 연구 (A Study on Stride-to-stride Variability by Treadmill Walking)

  • 최진승;강동원;탁계래
    • 한국운동역학회지
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    • 제17권4호
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    • pp.1-8
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    • 2007
  • The purpose of this study was to investigate the difference in the stride-to-stride variability between two treadmill conditions; traditional treadmill and special treadmill whose speed can be adjusted automatically by subject's walking speed. Eight male subjects (25.1 years, 172.7 cm, 66.6 kg) were participated in treadmill walking experiment. First, preferred walking speed (PWS) of each subject was determined. Second, each subject performed walking experiment with fixed PWS condition and with free PWS condition for 10 minutes. 3D motion capture system (Motion analysis Corp., USA) with 6 cameras was used to collect motion data with sampling frequency of 120Hz. Temporal and spatial variables for stride-to-stride variability were calculated. Coefficient of variance (CV) which quantifies the amount of variability and Detrended Fluctuation Analysis (DFA) which explains the structure (self-similarity) of the variability were used for analysis. Results showed that the amount of variability during free PWS condition was greater than that of fixed PWS condition. DFA results showed that there was a statistical difference between two treadmill conditions for the variables of step length, stance time, and double support time. From these results, it is possible that traditional treadmill study might give incorrect conclusion about gait variability study. Further study is necessary to clarify these matters by considering the number of subjects, experimental time, and gait variables for the study of stride-to-stride variability.

Spatial and Temporal Variability of Water Quality in Korean Dam Reservoirs

  • Lim, Go-Woon;Lee, Sang-Jae;An, Kwang-Guk
    • 생태와환경
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    • 제42권4호
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    • pp.452-464
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    • 2009
  • The objectives of this study were to evaluate spatial and temporal variability of water quality in 10 reservoirs and identify the key nutrients (N, P) influencing chlorophyll-a (CHL) along with analysis of empirical models and zonal patterns of total phosphorus (TP) and CHL. We analyzed total nitrogen (TN), TP, CHL, water clarity (Secchi depth, SD), and evaluated potential limiting nutrient using ambient N:P ratios and previous criteria of ambient nutrients. Water clarity and CHL varied largely depending on the seasonal monsoon and type of reservoir, but trophic state was diagnosed as eutrophy, base on mean CHL in most reservoirs. The peak of TP did not match the contents of CHL due to rapid flushing during the high run-off period. In the reservoir of DR, regression coefficient in the $P_r$ was 0.510 but was 0.159 in the $M_o$, while the TP-CHL relation in the YR increased during the monsoon compared to the premonsoon. The regression coefficient in the $P_r$ was not statistically significant but the value of $M_o$ was 0.250. TP showed similar longitudinal zonal gradients among the reservoirs of DR, YR and JR. Empirical models of TP-CHL, based on overall data, showed that CHL was determined by phosphorus($R^2=0.244$, p=0.0019). Regression analysis of CHL-SD showed a stronger linear fit ($R^2=0.638$, p<0.001) than the TP-CHL model.

영일만 수질환경과 식물플랑크톤의 시·공간적 분포 (Spatial and Temporal Variability of Phytoplankton in Relation to Environmental Factors in Youngil Bay)

  • 심정민;권기영;정희동;최용규;김상우
    • 한국환경과학회지
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    • 제22권12호
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    • pp.1683-1690
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    • 2013
  • We investigated the spatial and temporal variations of phytoplankton in Youngil Bay as well as the effect of water physico-chemical parameters. Water samples at three stations were collected and measured monthly from May to November in 2010. The taxa of phytoplankton observed in this study were classified as 33 Bacillariophyceae, 23 Dinophyceae, 1 Euglenophyceae, 2 Crysophyceae and 1 Cryptophyceae. The highest biomass of phytoplankton was observed at inner station in September, which was characterized high concentration of dissolved inorganic phosphate(DIP) in surface water after rainfall. Nutrient concentrations, chlorophyll-a and phytoplankton biomass values showed the marked trend to decrease from the inner bay to the outer bay. Pearson's correlation co-efficient between salinity and other water parameters including chlorophyll-a, pH and DIP showed the strong negative relationship r=-0.82, r=-0.78 and r=-0.75 (p<0.01), respectively. These results indicate that the water quality of Youngil Bay could be stimulated by nutrient enriched input from Hyeogsan River discharge, and the spatial and temporal distribution of phytoplankton biomass principally limited to DIP concentration from Hyeogsan river.

봄과 여름철 남해안 자치어의 시·공간적 분포 (Spatial and Temporal Distribution of Fish Larvae in the Southern Coast of Korea from Spring to Summer)

  • 문성용;이미희;정경미;김희용;정진호
    • 한국수산과학회지
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    • 제55권4호
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    • pp.461-477
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    • 2022
  • We investigated the community structure and performed detailed characterization of fish larvae assemblages collected from the southern coast of Korea in the spring and summer of 2021. The total abundance of fish larvae varied from 193.6 to 1,915.6 ind. 10 m-3. The species were distributed across 10 orders with 23 families, and 41 taxa. The dominant taxa were Gobiidae spp., Engraulis japonicus, Nibea albiflora, Sebastiscus spp., Callionymus valenciennei, Pennahia argentata, Sebastes thompsoni, Parablennius yatabei, and Platycephalus indicus. Engraulis japonicus individuals were collected from April to August and their presence contributed greatly to the total abundance of fish larvae. The total number and abundance of species peaked in early summer and the Shannon-Weaver index was in the range 0.11-1.49. Redundancy analyses revealed that the major environmental factors affecting the fish larvae assemblage differed according to the dominant taxa. Water temperature, zooplankton density, and Paracalanus parvus s. l. density were the key factors affecting the spatial and temporal distribution of fish larvae in the southern coast of Korea in spring and summer.

이상기후 (엘니뇨, 라니냐) 기간의 유역별 건조지수, 강수효율, 유출량의 영향성 평가 (Evaluation the Climatic Influence during El Nino and La Nina Periods of Aridity Index, Precipitation Effectiveness and Runoff in Basins)

  • 이준원;김광섭
    • 한국농공학회논문집
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    • 제54권4호
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    • pp.115-125
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    • 2012
  • The comparison between the spatial and temporal variability of aridity index, precipitation effectiveness and runoff during El-Nino and La-Nina periods and that of the normal period was conducted to evaluate the regional impacts of El-Nino, La-Nina in hydrologic variables. Aridity index and precipitation effectiveness were estimated using 59 nationwide weather stations data and runoff data of WAMIS were used. The ratio of the difference between El-Nino, La-Nina year value and that of normal year was analyzed. Temporal variation demonstrated that aridity index, precipitation effectiveness and run-off discharge increase in March, April, August, November, December and decrease in February, June, September, October according to El-Nino effect. Aridity index, precipitation effectiveness and run-off discharge increase in March, May, September and decrease in June, August, November, December according to La-Nina effect. The spatial variation of those variables analyzed for different basins showed that impacts in the Han river basin relatively higher than that of other basins.

남해안 시.공간적 수질환경 특성 비교 (Compared of Temporal and Spatial Sea Water Quality in the Southern Coasts of Korea)

  • 조은섭
    • 한국환경과학회지
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    • 제18권2호
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    • pp.141-151
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    • 2009
  • Temperature, salinity, COD, DIN (Dissolved Inorganic Nitrogen), DIP (Dissolved Inorganic Phosphorus), and Chlorophyll ${\alpha}$ obtained from the southern coastal waters during the period of 2003 to 2005 were analyzed. Variability in temperature was not found between groups in southern coastal waters, but significantly different depending on sampling sites (p<0.05). The average temperature in 2003 estimated at $18.33^{\circ}C$ that was annually increased by 2005 and significantly different based on statistics (p<0.05). Unlikely to temperature, salinity was significantly different depending on sampling sites, as well as monthly variations (p<0.05). Likewise to temperature, the value of salinity was annually increased. COD estimated at the average of $>1.7\;mg\;l^{-1}$ for three years, indicating optimal water quality. The fluctuations of nutrients were extremely shown in different sampling sites and monthly variations. Chlorophyll a recorded above $2.0{\mu}g\;l^{-1}$ which was associated with high primary phytoplankton, whereas it showed much fluctuations in temporal and spatial, In particular, Tongyong, Jaranman, Jinjuman, and Samcheonpo located in the southeast were the highest fluctuations in water quality than any other regions. The correlation between salinity/COD and nutrients/chlorophyll a was strongly negative or positive, which was possibly associated with much the introduction of run-off water as well as rainfall in summer.

강우 공간분포가 토사유출에 미치는 영향의 실험적 고찰 (Influence of Spatial Rainfall Distribution on Sediment Yield: An Experimental Study)

  • 신상훈;김원;이승엽;백경록
    • 대한토목학회논문집
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    • 제35권1호
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    • pp.111-117
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    • 2015
  • 본 연구에서는 강우의 공간분포에 따른 토사유출의 특성을 토조 실험을 통해 탐구하였다. 강우의 공간분포는 강우 집중위치를 사면의 중앙부와 상류부로 각각 설정함으로 조정하였다. 토사유출의 시간적 변동성을 충분히 포착하기 위해 장시간(8 시간)의 실험시간 동안 높은 시간해상도(10 분)로 직접유출량, 지하수유출량, 토사유출량을 측정하였다. 그 결과, 강우를 토조의 상류부에 위치시킬수록 토사유출량곡선의 첨둣값은 감소하고 누적토사유출량은 증가하였다. 누적토사유출량은 시간에 따라 선형적으로 증가하였으나, 그 증가율이 2 시간을 기준으로 급격히 감소하였다. 이러한 점은 현재 총량 위주로 기록되어있는 토사유출 실측자료를 사용함에 있어 고려해야 할 사항이라고 결론지을 수 있다. 본 연구 결과는 또한, 향후의 토사유출량 실측은 높은 시간해상도로 측정될 필요가 있음을 시사한다.

안동댐 유역 기상인자의 시공간분포 추정 (Estimating Spatio-Temporal Distribution of Climate Factors in Andong Dam Basin)

  • 임철희;문주연;임윤진;김세진;이우균
    • 대한공간정보학회지
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    • 제23권4호
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    • pp.57-65
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    • 2015
  • 본 연구는 안동댐 유역을 대상으로 수문기상 정보의 조밀한 시공간분포를 추정하여 수문기상에서 나타나는 시계열적 공간분포 특성을 규명하고자 한다. 국립기상과학원에서 설치 운영하고 있는 낙동강 상류 안동댐 유역의 수문 기상 관측소 7곳의 기상정보와 인근 두 곳의 종관기상관측소(ASOS) 정보를 활용하여 분석을 실시하였으며, 공간적 자기상관성에 기반한 Semi-Variogram을 추정하여 시공간분포를 확인하였다. 유역에서 변이성을 관찰할 수 있는 기상요소인 온도와 습도를 시간과 각 월에 따라 분석하였다. 계절에 관계없이 온도의 경우 14시, 습도의 경우 10시에 가장 균일한 공간분포를 나타내고, 18시에 온도와 습도 모두 가장 불균일성이 높게 확인되었다. 월별 공간 분포에서는 온도의 경우 1월에 가장 불균일하였고, 9월에 가장 균일한 것으로 확인되었으며, 습도의 경우 5월에 가장 불균일하고, 1월에 가장 균일한 것으로 나타났다. 수문기상에서는 일반 산림에서와 달리 계절적 공간분포특성이 적게 나타나며, 온도와 습도가 각각의 특성을 보이는 차이가 있었다.