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Inductive Spatiotemporal Graph Convolutional Networks for Short-term Quantitative Precipitation Forecasting 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2022, 卷号: 0, 期号: 0, 页码: 0
Authors:  Yajing, Wu;  Xuebing, Yang;  Yongqiang, Tang;  Chenyang, Zhang;  Guoping, Zhang;  Wensheng, Zhang
Adobe PDF(10052Kb)  |  Favorite  |  View/Download:36/6  |  Submit date:2022/04/06
Quantitative precipitation forecasting  graph convolutional networks (GCN)  spatiotemporal model  radar-rain gauge data merging  
定量降水机器学习模型与方法研究 学位论文
工学博士, 中国科学院自动化研究所: 中国科学院大学, 2021
Authors:  吴雅婧
Adobe PDF(11694Kb)  |  Favorite  |  View/Download:165/23  |  Submit date:2021/06/18
机器学习  定量降水估计  定量降水预报  深度图神经网络  时空图卷 积网络  
Graph Convolutional Regression Networks for Quantitative Precipitation Estimation 期刊论文
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2020, 卷号: 18, 期号: 7, 页码: 1124-1128
Authors:  Yajing Wu;  Yongqiang Tang;  Xuebing Yang;  Wensheng Zhang;  Guoping Zhang
Adobe PDF(6549Kb)  |  Favorite  |  View/Download:62/5  |  Submit date:2021/06/17
graph convolutional networks  precipitation estimation  
多源气象大数据精准降水模型与算法研究 学位论文
, 中国科学院自动化研究所: 中国科学院大学, 2019
Authors:  唐永强
Adobe PDF(6468Kb)  |  Favorite  |  View/Download:218/16  |  Submit date:2019/06/20
精准降水,多源数据,连续条件随机场,多视角聚类,时间序列聚类  
Radar and Rain Gauge Merging-Based Precipitation Estimation via Geographical-Temporal Attention Continuous Conditional Random Field 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 9, 页码: 5558-5571
Authors:  Tang, Yongqiang;  Yang, Xuebing;  Zhang, Wensheng;  Zhang, Guoping
Adobe PDF(3564Kb)  |  Favorite  |  View/Download:236/52  |  Submit date:2018/10/10
Continuous Conditional Random Field (Ccrf)  Merging Method  Precipitation Estimation  Spatiotemporal Correlation  
精准降水估计与预报的机器学习方法研究 学位论文
, 北京: 中国科学院研究生院, 2018
Authors:  杨雪冰
Adobe PDF(7999Kb)  |  Favorite  |  View/Download:269/6  |  Submit date:2018/05/30
降水估计  降水预报  随机森林  不平衡数据  标签分布学习  
基于随机森林的降雨估计模型与算法研究 学位论文
, 北京: 中国科学院研究生院, 2017
Authors:  匡秋明
Adobe PDF(9703Kb)  |  Favorite  |  View/Download:268/9  |  Submit date:2017/06/07
随机森林  降雨估计  多源数据融合  时空模型  不平衡数据  
An Effective High Resolution Rainfall Estimation Based on Spatiotemporal Modeling 会议论文
, Seoul,Korea, May 22-24,2017
Authors:  Qiuming Kuang;  Xuebing Yang;  Wensheng Zhang;  Guoping Zhang;  Naixue Xiong
Adobe PDF(160Kb)  |  Favorite  |  View/Download:294/94  |  Submit date:2017/06/03
Rainfall Estimation System  Spatiotemporal Model  Radar Reflectivity  High Resolution