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Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11344-11354
作者:  Kratzert, Frederik;  Klotz, Daniel;  Herrnegger, Mathew;  Sampson, Alden K.;  Hochreiter, Sepp;  Nearing, Grey S.
收藏  |  浏览/下载：8/0  |  提交时间：2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
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  
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：19/0  |  提交时间：2020/02/16
deep learning  lake modelling  temperature prediction  process-guided deep learning  theory-guided data science  data science  
Activation of the ISR mediates the behavioral and neurophysiological abnormalities in Down syndrome 期刊论文
SCIENCE, 2019, 366 (6467) : 843-+
作者:  Zhu, Ping Jun;  Khatiwada, Sanjeev;  Cui, Ya;  Reineke, Lucas C.;  Dooling, Sean W.;  Kim, Jean J.;  Li, Wei;  Walter, Peter;  Costa-Mattioli, Mauro
收藏  |  浏览/下载：9/0  |  提交时间：2020/02/17
Evaluation and machine learning improvement of global hydrological model-based flood simulations 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (11)
作者:  Yang, Tao;  Sun, Fubao;  Gentine, Pierre;  Liu, Wenbin;  Wang, Hong;  Yin, Jiabo;  Du, Muye;  Liu, Changming
收藏  |  浏览/下载：9/0  |  提交时间：2020/02/17
flood simulation  machine learning  global hydrological model  long short-term memory  
Development of a daily PM10 and PM2.5 prediction system using a deep long short-term memory neural network model 期刊论文
ATMOSPHERIC CHEMISTRY AND PHYSICS, 2019, 19 (20) : 12935-12951
作者:  Kim, Hyun S.;  Park, Inyoung;  Song, Chul H.;  Lee, Kyunghwa;  Yun, Jae W.;  Kim, Hong K.;  Jeon, Moongu;  Lee, Jiwon;  Han, Kyung M.
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/27
A narrative and systematic review of the behavioural, cognitive and emotional effects of passive nature exposure on young people: Evidence for prescribing change 期刊论文
LANDSCAPE AND URBAN PLANNING, 2019, 189: 71-79
作者:  Norwood, Michael Francis;  Lakhani, Ali;  Fullagar, Simone;  Maujean, Annick;  Downes, Martin;  Byrne, Jason;  Stewart, Anna;  Barber, Bonnie;  Kendall, Elizabeth
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/27
Children  Natural environments  Literature review  ADHD  Emotion  Learning  
Ecological memory of daily carbon exchange across the globe and its importance in drylands 期刊论文
ECOLOGY LETTERS, 2019, 22 (11) : 1806-1816
作者:  Liu, Yao;  Schwalm, Christopher R.;  Samuels-Crow, Kimberly E.;  Ogle, Kiona
收藏  |  浏览/下载：10/0  |  提交时间：2019/11/27
Antecedent conditions  carbon exchange  carbon flux  dryland  ecological memory  environmental memory  hierarchical Bayesian model  lag effects  scaling relationship  
Seasonal persistence of soil moisture anomalies related to freeze-thaw over the Tibetan Plateau and prediction signal of summer precipitation in eastern China 期刊论文
CLIMATE DYNAMICS, 2019, 53: 2411-2424
作者:  Yang, Kai;  Wang, Chenghai
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/27
Soil moisture anomalies  Seasonal persistence  Freeze-thaw  Tibetan Plateau  Summer precipitation  Subtropical westerlies  
Downscaling rainfall using deep learning long short-term memory and feedforward neural network 期刊论文
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2019, 39 (10) : 4170-4188
作者:  Duong Tran Anh;  Van, Song P.;  Dang, Thanh D.;  Hoang, Long P.
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/27
extreme indices  FNN  LSTM  rainfall downscaling  Vietnamese Mekong Delta