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Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer Learning 期刊论文
Water Resources Research, 2021
作者:  Jared D. Willard;  Jordan S. Read;  Alison P. Appling;  Samantha K. Oliver;  Xiaowei Jia;  Vipin Kumar
收藏  |  浏览/下载:9/0  |  提交时间:2021/06/24
Process-Guided Deep Learning Predictions of Lake Water Temperature 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Read, Jordan S.;  Jia, Xiaowei;  Willard, Jared;  Appling, Alison P.;  Zwart, Jacob A.;  Oliver, Samantha K.;  Karpatne, Anuj;  Hansen, Gretchen J. A.;  Hanson, Paul C.;  Watkins, William;  Steinbach, Michael;  Kumar, Vipin
收藏  |  浏览/下载:18/0  |  提交时间:2020/02/16
deep learning  lake modelling  temperature prediction  process-guided deep learning  theory-guided data science  data science  
Spatial and temporal variation of ecosystem properties at macroscales 期刊论文
ECOLOGY LETTERS, 2019, 22 (10) : 1587-1598
作者:  Soranno, Patricia A.;  Wagner, Tyler;  Collins, Sarah M.;  Lapierre, Jean-Francois;  Lottig, Noah R.;  Oliver, Samantha K.
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/27
Coherence  ecological variation  ecosystem properties  lake nutrients  macroscale  macrosystems ecology  regional variation  spatial synchrony  spatial variation  temporal variation  
Effects of climate legacies on above- and belowground community assembly 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (9) : 4330-4339
作者:  Delgado-Baquerizo, Manuel;  Eldridge, David J.;  Travers, Samantha K.;  Val, James;  Oliver, Ian;  Bissett, Andrew
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
animals  bacteria  ecological networks  fungi  paleoclimate  plants  terrestrial ecosystems  
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:7/0  |  提交时间:2019/04/09
eutrophication  hierarchical linear models  lakes  multiscaled drivers  nutrients  random forest  stoichiometry  water quality