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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  
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  
Divergent response of seasonally dry tropical vegetation to climatic variations in dry and wet seasons 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (10) : 4709-4717
作者:  Wang, Xuhui;  Ciais, Philippe;  Wang, Yilong;  Zhu, Dan
收藏  |  浏览/下载:9/0  |  提交时间:2019/04/09
climate sensitivity  dry season  gross primary productivity  NDVI  tropical vegetation  wet season  
Spatiotemporal pattern of gross primary productivity and its covariation with climate in China over the last thirty years 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (1) : 184-196
作者:  Yao, Yitong;  Wang, Xuhui;  Li, Yue;  Wang, Tao;  Shen, Miaogen;  Du, Mingyuan;  He, Honglin;  Li, Yingnian;  Luo, Weijun;  Ma, Mingguo;  Ma, Yaoming;  Tang, Yanhong;  Wang, Huimin;  Zhang, Xianzhou;  Zhang, Yiping;  Zhao, Liang;  Zhou, Guangsheng;  Piao, Shilong
收藏  |  浏览/下载:7/0  |  提交时间:2019/04/09
China  climate change  eddy covariance  gross primary productivity  interannual variability  model tree ensemble  
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