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      PLS 회귀분석을 이용한 미래 육상 식생의 생산성 예측 = Predicting Future Terrestrial Vegetation Productivity Using PLS Regression

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      다국어 초록 (Multilingual Abstract)

      Since the phases and patterns of the climate adaptability of vegetation can greatly differ from region to region, an intensive pixel scale approach is required. In this study, Partial Least Squares (PLS) regression on satellite image-based vegetation ...

      Since the phases and patterns of the climate adaptability of vegetation can greatly differ from region to region, an intensive pixel scale approach is required. In this study, Partial Least Squares (PLS) regression on satellite image-based vegetation index is conducted for to assess the effect of climate factors on vegetation productivity and to predict future productivity of forests vegetation in South Korea. The results indicate that the mean temperature of wettest quarter (Bio8), mean temperature of driest quarter (Bio9), and precipitation of driest month (Bio14) showed higher influence on vegetation productivity. The predicted 2050 EVI in future climate change scenario have declined on average, especially in high elevation zone. The results of this study can be used in productivity monitoring of climate-sensitive vegetation and estimation of changes in forest carbon storage under climate change.

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      참고문헌 (Reference)

      1 하림, "위성영상을 이용한 기후변화에 따른 미래 식생정보 예측 기법 제안" 한국지리정보학회 10 (10): 58-69, 2007

      2 최철현, "위성영상을 기반으로 도출된 식물계절과 기온요인과의 상관관계 분석" 한국지리정보학회 19 (19): 30-42, 2016

      3 Smillie, R. M., "Tolerances of wild potato species from different altitudes to cold and heat" 159 (159): 112-118, 1983

      4 Henttonen, H, "The dependence of annual ring indices on some climatic factors" 186 : 1-38, 1984

      5 Yang, X., "Spatial interpolation of daily rainfall data for local climate impact assessment over greater sydney region" 2015 : 1-12, 2015

      6 DeGaetano, A.T., "Spatial interpolation of daily maximum and minimum air temperature based on meteorological model analyses and independent observations" 46 (46): 1981-1992, 2007

      7 Yu, H., "Seasonal response of grasslands to climate change on the tibetan plateau" 7 (7): e49230-, 2012

      8 He, J., "Relationships between tree-ring width index and ndvi of grassland in delingha" 51 (51): 1106-1114, 2006

      9 Wang, J., "Relations between ndvi and tree productivity in the central great plains" 25 (25): 3127-3138, 2004

      10 Team, R. C., "R: A language and environment for statistical computing" 2013

      1 하림, "위성영상을 이용한 기후변화에 따른 미래 식생정보 예측 기법 제안" 한국지리정보학회 10 (10): 58-69, 2007

      2 최철현, "위성영상을 기반으로 도출된 식물계절과 기온요인과의 상관관계 분석" 한국지리정보학회 19 (19): 30-42, 2016

      3 Smillie, R. M., "Tolerances of wild potato species from different altitudes to cold and heat" 159 (159): 112-118, 1983

      4 Henttonen, H, "The dependence of annual ring indices on some climatic factors" 186 : 1-38, 1984

      5 Yang, X., "Spatial interpolation of daily rainfall data for local climate impact assessment over greater sydney region" 2015 : 1-12, 2015

      6 DeGaetano, A.T., "Spatial interpolation of daily maximum and minimum air temperature based on meteorological model analyses and independent observations" 46 (46): 1981-1992, 2007

      7 Yu, H., "Seasonal response of grasslands to climate change on the tibetan plateau" 7 (7): e49230-, 2012

      8 He, J., "Relationships between tree-ring width index and ndvi of grassland in delingha" 51 (51): 1106-1114, 2006

      9 Wang, J., "Relations between ndvi and tree productivity in the central great plains" 25 (25): 3127-3138, 2004

      10 Team, R. C., "R: A language and environment for statistical computing" 2013

      11 Luedeling, E., "Partial least squares regression for analyzing walnut phenology in california" 158 : 43-52, 2012

      12 Bivand, R., "Package 'spgwr'" R package 2015

      13 Hijmans, R. J., "Package 'raster'" R package 2015

      14 Le Cao, K. -A., "Package 'mixomics'" R package 2015

      15 Hijmans, R. J., "Package 'dismo'" R package 2016

      16 Wold, S., "PLS-regression : A basic tool of chemometrics" 58 (58): 109-130, 2001

      17 Rouse, J.W., "Monitoring vegetation systems in the Great Plains with ERTS" 1 : 48-62, 1973

      18 McDowell, N., "Mechanisms of plant survival and mortality during drought : Why do some plants survive while others succumb to drought?" 178 (178): 719-739, 2008

      19 Austin, M. P., "Measurement of the realized qualitative niche: environmental niches of five Eucalyptus species" 60 (60): 161-177, 1990

      20 Turner, M. G., "Landscape ecology in theory and practice" Springer 482-, 2001

      21 Valcu, C. M., "Heat induced changes in protein expression profiles of Norway spruce(Picea abies)ecotypes from different elevations" 8 (8): 4287-4302, 2008

      22 최철현, "HANTS 알고리즘을 이용한 MODIS 영상기반의 식물계절 분석" 한국지리정보학회 17 (17): 20-38, 2014

      23 Melillo, J. M., "Global climate change and terrestrial net primary production" 363 (363): 234-240, 1993

      24 Fotheringham, A. S., "Geographically weighted regression: The analysis of spatially varying relationships" John Wiley &Sons 212-, 2003

      25 Miao, L., "Future climate impact on the desertification in the dry land asia using AVHRR GIMMS NDVI3g data" 7 (7): 3863-3877, 2015

      26 Chang, M, "Forest hydrology: an introduction to water and forests" CRC press 403-, 2012

      27 Lopatin, E., "Determination of forest growth trends in komi republic (northwestern russia): Combination of tree-ring analysis and remote sensing data" 11 (11): 341-, 2006

      28 Cramer, R. D., "Crossvalidation, bootstrapping, and partial least squares compared with multiple regression in conventional qsar studies" 7 (7): 18-25, 1988

      29 D'arrigo, R., "Correlation between maximum latewood density of annual tree rings and ndvi based estimates of forest productivity" 21 (21): 2329-2336, 2000

      30 Thammincha, S, "Climatic variation in radial growth of scots pine and norway spruce and its importance in growth estimation" 171 : 1-57, 1981

      31 Kalela-Brundin, M, "Climatic information from tree-rings of pinus sylvestris l. And a reconstruction of summer temperatures back to ad 1500 in femundsmarka, eastern norway, using partial least squares regression(PLS) analysis" 9 (9): 59-77, 1999

      32 Barker, T., "Climate change 2007: Synthesis report" IPPC 30-, 2007

      33 Bryant, J. P., "Carbon/nutrient balance of boreal plants in relation to vertebrate herbivory" 1983 : 357-368, 1983

      34 O’Donnell, M.S, "Bioclimatic predictors for supporting ecological applications in the conterminous United States. U.S" 691 : 10-, 2012

      35 Bowman, D. M., "A warmer world will reduce tree growth in evergreen broadleaf forests: evidence from Australian temperate and subtropical eucalypt forests" 23 (23): 925-934, 2014

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      학술지 이력

      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2026 평가예정 재인증평가 신청대상 (재인증)
      2020-01-01 평가 등재학술지 유지 (재인증) KCI등재
      2017-01-01 평가 등재학술지 유지 (계속평가) KCI등재
      2013-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2010-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2008-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2005-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2004-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2002-01-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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      학술지 인용정보

      학술지 인용정보
      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 0.82 0.82 0.84
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      0.88 0.8 0.98 0.14
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