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A deep learning approach to conflating heterogeneous geospatial data for corn yield estimation: A case study of the US Corn Belt at the county level 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Jiang, Hao;  Hu, Hao;  Zhong, Renhai;  Xu, Jinfan;  Xu, Jialu;  Huang, Jingfeng;  Wang, Shaowen;  Ying, Yibin;  Lin, Tao
收藏  |  浏览/下载：9/0  |  提交时间：2020/02/17
climate change impact  corn yield  deep learning  geospatial discovery  phenology  
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  
Biochar application as a tool to decrease soil nitrogen losses (NH3 volatilization, N2O emissions, and N leaching) from croplands: Options and mitigation strength in a global perspective 期刊论文
GLOBAL CHANGE BIOLOGY, 2019, 25 (6) : 2077-2093
作者:  Liu, Qi;  Liu, Benjuan;  Zhang, Yanhui;  Hu, Tianlong;  Lin, Zhibin;  Liu, Gang;  Wang, Xiaojie;  Ma, Jing;  Wang, Hui;  Jin, Haiyang;  Ambus, Per;  Amonette, James E.;  Xie, Zubin
收藏  |  浏览/下载：8/0  |  提交时间：2019/11/26
biochar  machine learning  N leaching  N2O  NH3  spatial variability  
Loss of only the smallest patches will reduce species diversity in most discrete habitat networks 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (12) : 5802-5814
作者:  Deane, David C.;  He, Fangliang
收藏  |  浏览/下载：5/0  |  提交时间：2019/04/09
global change  habitat loss  imminent extinction  island species-area relationship  loss of species diversity  metacommunities  nestedness  random placement model  small habitat patches  species turnover  
Tolerance traits related to climate change resilience are independent and polygenic 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (11) : 5348-5360
作者:  Healy, Timothy M.;  Brennan, Reid S.;  Whitehead, Andrew;  Schulte, Patricia M.
收藏  |  浏览/下载：6/0  |  提交时间：2019/04/09
association  genotype-phenotype  hypoxia tolerance  oxygen  temperature  thermal tolerance  
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  
Quantifying climate-growth relationships at the stand level in a mature mixed-species conifer forest 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (8) : 3587-3602
作者:  Teets, Aaron;  Fraver, Shawn;  Weiskittel, Aaron R.;  Hollinger, David Y.
收藏  |  浏览/下载：9/0  |  提交时间：2019/04/09
biomass increment  canopy position  climate change  dendrochronology  forest carbon cycle  Howland Forest  tree growth response  
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