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Gap-filling approaches for eddy covariance methane fluxes: A comparison of three machine learning algorithms and a traditional method with principal component analysis 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Kim, Yeonuk;  Johnson, Mark S.;  Knox, Sara H.;  Black, T. Andrew;  Dalmagro, Higo J.;  Kang, Minseok;  Kim, Joon;  Baldocchi, Dennis
收藏  |  浏览/下载：16/0  |  提交时间：2019/11/27
artificial neural network  comparison of gap-filling techniques  eddy covariance  machine learning  marginal distribution sampling  methane flux  random forest  support vector machine  
Constraining estimates of global soil respiration by quantifying sources of variability 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (9) : 4143-4159
作者:  Jian, Jinshi;  Steele, Meredith K.;  Thomas, R. Quinn;  Day, Susan D.;  Hodges, Steven C.
收藏  |  浏览/下载：8/0  |  提交时间：2019/04/09
benchmark  modeling  random forest  soil carbon cycle  soil respiration  timescale  upscaling  variability  
Seasonal, interannual and decadal drivers of tree and grass productivity in an Australian tropical savanna 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (6) : 2530-2544
作者:  Moore, Caitlin E.;  Beringer, Jason;  Donohue, Randall J.;  Evans, Bradley;  Exbrayat, Jean-Francois;  Hutley, Lindsay B.;  Tapper, Nigel J.
收藏  |  浏览/下载：8/0  |  提交时间：2019/04/09
carbon sequestration  DIFFUSE model  gross primary productivity  MODerate resolution Imaging Spectroradiometer  random forest  Southern Oscillation Index  
Large soil organic carbon increase due to improved agronomic management in the North China Plain from 1980s to 2010s 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (3) : 987-1000
作者:  Han, Daorui;  Wiesmeier, Martin;  Conant, Richard T.;  Kuehnel, Anna;  Sun, Zhigang;  Koegel-Knabner, Ingrid;  Hou, Ruixing;  Cong, Peifei;  Liang, Rubiao;  Ouyang, Zhu
收藏  |  浏览/下载：6/0  |  提交时间：2019/04/09
agricultural policies  improved cultivation  N stock change  Random Forest  soil organic carbon stock change  
Analysis of climate signals in the crop yield record of sub-Saharan Africa 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (1) : 143-157
作者:  Hoffman, Alexis L.;  Kemanian, Armen R.;  Forest, Chris E.
收藏  |  浏览/下载：4/0  |  提交时间：2019/04/09
African agriculture  climate change  crop yields  food security  Random Forest  statistical crop modeling  sub-Saharan Africa  temperature increase  
Unexpected stasis in a changing world: Lake nutrient and chlorophyll trends since 1990 期刊论文
GLOBAL CHANGE BIOLOGY, 2017, 23 (12)
作者:  Oliver, Samantha K.;  Collins, Sarah M.;  Soranno, Patricia A.;  Wagner, Tyler;  Stanley, Emily H.;  Jones, John R.;  Stow, Craig A.;  Lottig, Noah R.
收藏  |  浏览/下载：8/0  |  提交时间：2019/04/09
eutrophication  hierarchical linear models  lakes  multiscaled drivers  nutrients  random forest  stoichiometry  water quality  
Measuring canopy loss and climatic thresholds from an extreme drought along a fivefold precipitation gradient across Texas 期刊论文
GLOBAL CHANGE BIOLOGY, 2017, 23 (12)
作者:  Schwantes, Amanda M.;  Swenson, Jennifer J.;  Gonzalez-Roglich, Mariano;  Johnson, Daniel M.;  Domec, Jean-Christophe;  Jackson, Robert B.
收藏  |  浏览/下载：11/0  |  提交时间：2019/04/09
change detection  climate change  disturbance  extreme event  forest die-off  random forests  tree mortality  vapor pressure deficit