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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:11/0  |  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:20/0  |  提交时间:2020/02/16
deep learning  lake modelling  temperature prediction  process-guided deep learning  theory-guided data science  data science  
Rainfall Estimation From Ground Radar and TRMM Precipitation Radar Using Hybrid Deep Neural Networks 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  Chen, Haonan;  Chandrasekar, V;  Tan, Haiming;  Cifelli, Robert
收藏  |  浏览/下载:8/0  |  提交时间:2019/11/27
rain gauge  ground radar  TRMM PR  neural network  hybrid system  rainfall estimation  
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  
Gradient-Based Inverse Estimation for a Rainfall-Runoff Model 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6625-6639
作者:  Krapu, Christopher;  Borsuk, Mark;  Kumar, Mukesh
收藏  |  浏览/下载:6/0  |  提交时间:2019/11/27
Deep Learning Models Augment Analyst Decisions for Event Discrimination 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (7) : 3643-3651
作者:  Linville, Lisa;  Pankow, Kristine;  Draelos, Timothy
收藏  |  浏览/下载:6/0  |  提交时间:2019/11/26
Utah  event classification  event discrimination  deep learning  convolutional neural network  recurrent neural network  
A cerebellar mechanism for learning prior distributions of time intervals 期刊论文
NATURE COMMUNICATIONS, 2018, 9
作者:  Narain, Devika;  Remington, Evan D.;  De Zeeuw, Chris I.;  Jazayeri, Mehrdad
收藏  |  浏览/下载:4/0  |  提交时间:2019/11/27
How to evaluate a monitoring system for adaptive policies: criteria for signposts selection and their model-based evaluation 期刊论文
CLIMATIC CHANGE, 2019, 153: 267-283
作者:  Raso, Luciano;  Kwakkel, Jan;  Timmermans, Jos;  Panthou, Geremy
收藏  |  浏览/下载:12/0  |  提交时间:2019/11/26
Monitoring  Climate change  Adaptive policies  Dynamic adaptive policy pathways  Signposts  Evidence based  Monitoring  Information  Flood management  Extremes  Deep uncertainty  Niger River  
Urban form and composition of street canyons: A human-centric big data and deep learning approach 期刊论文
LANDSCAPE AND URBAN PLANNING, 2019, 183: 122-132
作者:  Middel, Ariane;  Lukasczyk, Jonas;  Zakrzewski, Sophie;  Arnold, Michael;  Maciejewski, Ross
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
Urban form and composition  Street canyon  Human-centric  Spherical fractions  Deep learning  Google Street View  
Improving Precipitation Estimation Using Convolutional Neural Network 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (3) : 2301-2321
作者:  Pan, Baoxiang;  Hsu, Kuolin;  AghaKouchak, Amir;  Sorooshian, Soroosh
收藏  |  浏览/下载:6/0  |  提交时间:2019/11/26
deep learning  precipitation  downscaling