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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  
How to measure, report and verify soil carbon change to realize the potential of soil carbon sequestration for atmospheric greenhouse gas removal 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Smith, Pete;  Soussana, Jean-Francois;  Angers, Denis;  Schipper, Louis;  Chenu, Claire;  Rasse, Daniel P.;  Batjes, Niels H.;  van Egmond, Fenny;  McNeill, Stephen;  Kuhnert, Matthias;  Arias-Navarro, Cristina;  Olesen, Jorgen E.;  Chirinda, Ngonidzashe;  Fornara, Dario;  Wollenberg, Eva;  Alvaro-Fuentes, Jorge;  Sanz-Cobena, Alberto;  Klumpp, Katja
收藏  |  浏览/下载:13/0  |  提交时间:2019/11/27
measurement  monitoring  MRV  reporting  soil organic carbon  soil organic matter  verification  
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  
Gross primary production responses to warming, elevated CO2, and irrigation: quantifying the drivers of ecosystem physiology in a semiarid grassland 期刊论文
GLOBAL CHANGE BIOLOGY, 2017, 23 (8)
作者:  Ryan, Edmund M.;  Ogle, Kiona;  Peltier, Drew;  Walker, Anthony P.;  de Kauwe, Martin G.;  Medlyn, Belinda E.;  Williams, David G.;  Parton, William;  Asao, Shinichi;  Guenet, Bertrand;  Harper, Anna B.;  Lu, Xingjie;  Luus, Kristina A.;  Zaehle, Soenke;  Shu, Shijie;  Werner, Christian;  Xia, Jianyang;  Pendall, Elise
收藏  |  浏览/下载:11/0  |  提交时间:2019/04/09
Bayesian modeling  carbon cycle  elevated CO2  grasslands  gross primary production  multifactor global change experiment  warming