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Improving the prediction of an atmospheric chemistry transport model using gradient-boosted regression trees 期刊论文
ATMOSPHERIC CHEMISTRY AND PHYSICS, 2020, 20 (13) : 8063-8082
作者:  Ivatt, Peter D.;  Evans, Mathew J.
收藏  |  浏览/下载:11/0  |  提交时间:2020/07/21
Spatio-temporal variation of reference evapotranspiration in northwest China based on CORDEX-EA 期刊论文
ATMOSPHERIC RESEARCH, 2020, 238
作者:  Yang, Linshan;  Feng, Qi;  Adamowski, Jan F.;  Yin, Zhenliang;  Wen, Xiaohu;  Wu, Min;  Jia, Bing;  Hao, Qiang
收藏  |  浏览/下载:14/0  |  提交时间:2020/08/18
CORDEX-EA  Reference evapotranspiration  Machine learning algorithm  Northwest China  
Dynamic spatial-temporal precipitation distribution models for short-duration rainstorms in Shenzhen, China based on machine learning 期刊论文
ATMOSPHERIC RESEARCH, 2020, 237
作者:  Liu, Yuan-Yuan;  Li, Lei;  Liu, Ye-Sen;  Chan, Pak Wai;  Zhang, Wen-Hai
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/02
Short-duration rainstorm  Machine learning  Locally linear embedding method  Dynamic spatial-temporal distribution  Shenzhen  
Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Kang, Yanghui;  Ozdogan, Mutlu;  Zhu, Xiaojin;  Ye, Zhiwei;  Hain, Christopher;  Anderson, Martha
收藏  |  浏览/下载:15/0  |  提交时间:2020/07/02
crop yields  climate impact  machine learning  deep learning  data-driven  
Ordinal regression algorithms for the analysis of convective situations over Madrid-Barajas airport 期刊论文
ATMOSPHERIC RESEARCH, 2020, 236
作者:  Guijo-Rubio, D.;  Casanova-Mateo, C.;  Sanz-Justo, J.;  Gutierrez, P. A.;  Cornejo-Bueno, S.;  Hervas, C.;  Salcedo-Sanz, S.
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
Convective clouds  Convective analysis  Airports  Machine learning techniques  Ordinal regression  
Sentinel-1 observation frequency significantly increases burnt area detectability in tropical SE Asia 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (5)
作者:  Carreiras, Joao M. B.;  Quegan, Shaun;  Tansey, Kevin;  Page, Susan
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
burnt area  tropics  Sentinel-1  radar  machine learning  Indonesia  
Predicting spatial and temporal variability in crop yields: an inter-comparison of machine learning, regression and process-based models 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (4)
作者:  Leng, Guoyong;  Hall, Jim W.
收藏  |  浏览/下载:11/0  |  提交时间:2020/07/02
climate change  crop yield  machine learning  statistical model  crop model  
Hydrologically Informed Machine Learning for Rainfall-Runoff Modeling: A Genetic Programming-Based Toolkit for Automatic Model Induction 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Chadalawada, Jayashree;  Herath, H. M. V. V.;  Babovic, Vladan
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
rainfall-runoff modeling  flexible conceptual modeling framework  machine learning  genetic programming  
Machine-Learning-Based Analysis of the Guy-Greenbrier, Arkansas Earthquakes: A Tale of Two Sequences 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (6)
作者:  Park, Yongsoo;  Mousavi, S. Mostafa;  Zhu, Weiqiang;  Ellsworth, William L.;  Beroza, Gregory C.
收藏  |  浏览/下载:6/0  |  提交时间:2020/07/02
induced seismicity  earthquake cataloging  machine learning  
Physical-empirical models for prediction of seasonal rainfall extremes of Peninsular Malaysia 期刊论文
ATMOSPHERIC RESEARCH, 2020, 233
作者:  Pour, Sahar Hadi;  Abd Wahab, Ahmad Khairi;  Shahid, Shamsuddin
收藏  |  浏览/下载:12/0  |  提交时间:2020/07/02
Extreme rainfall  Climate forecasting  Physical-empirical model  Machine learning algorithm  Recursive feature elimination