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Nation-wide estimation of groundwater redox conditions and nitrate concentrations through machine learning 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Knoll, Lukas;  Breuer, Lutz;  Bach, Martin
收藏  |  浏览/下载：10/0  |  提交时间：2020/07/02
groundwater quality  nitrate pollution  redox conditions  random forest  uncertainty  large-scale  
Random forest models for PM2.5 speciation concentrations using MISR fractional AODs 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (3)
作者:  Geng, Guannan;  Meng, Xia;  He, Kebin;  Liu, Yang
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
MISR  random forest  fine particulate matter speciation  exposure assessment  satellite remote sensing  
Benchmark estimates for aboveground litterfall data derived from ecosystem models 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (8)
作者:  Li, Shihua;  Yuan, Wenping;  Ciais, Philippe;  Viovy, Nicolas;  Ito, Akihiko;  Jia, Bingrui;  Zhu, Dan
收藏  |  浏览/下载：11/0  |  提交时间：2019/11/27
aboveground litterfall production  leaf area index  random forest  ecosystem model  
The effects of climate extremes on global agricultural yields 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (5)
作者:  Vogel, Elisabeth;  Donat, Markus G.;  Alexander, Lisa, V;  Meinshausen, Malte;  Ray, Deepak K.;  Karoly, David;  Meinshausen, Nicolai;  Frieler, Katja
收藏  |  浏览/下载：11/0  |  提交时间：2019/11/26
agriculture  crop yields  extreme weather events  random forest  machine learning  
Year-ahead predictability of South Asian Summer Monsoon precipitation 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (4)
作者:  Krakauer, Nir Y.
收藏  |  浏览/下载：5/0  |  提交时间：2019/11/26
seasonal forecasting  South Asian Summer Monsoon  sea-surface temperature  random forest  lasso  
Estimates of grassland biomass and turnover time on the Tibetan Plateau 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2018, 13 (1)
作者:  Xia, Jiangzhou;  Ma, Minna;  Liang, Tiangang;  Wu, Chaoyang;  Yang, Yuanhe;  Zhang, Li;  Zhang, Yangjian;  Yuan, Wenping
收藏  |  浏览/下载：9/0  |  提交时间：2019/04/09
biomass  turnover time  vegetation index  Tibetan Plateau  random forest  
Mapping growing stock volume and forest live biomass: a case study of the Polissya region of Ukraine 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2017, 12 (10)
作者:  Bilous, Andrii;  Myroniuk, Viktor;  Holiaka, Dmytrii;  Bilous, Svitlana;  See, Linda;  Schepaschenko, Dmitry
收藏  |  浏览/下载：5/0  |  提交时间：2019/04/09
data fusion  k-NN imputation  random forest  model-based inference  confidence interval