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Multi-hour and multi-site air quality index forecasting in Beijing using CNN, LSTM, CNN-LSTM, and spatiotemporal clustering 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2021, 卷号: 169, 页码: 15
Authors:  Yan, Rui;  Liao, Jiaqiang;  Yang, Jie;  Sun, Wei;  Nong, Mingyue;  Li, Feipeng
Favorite  |  View/Download:2/0  |  Submit date:2021/08/19
LSTM  CNN  Forecasting  AQI  Spatiotemporal clustering  
Observation-Constrained Projection of Global Flood Magnitudes With Anthropogenic Warming 期刊论文
WATER RESOURCES RESEARCH, 2021, 卷号: 57, 期号: 3, 页码: 16
Authors:  Liu, Wenbin;  Yang, Tao;  Sun, Fubao;  Wang, Hong;  Feng, Yao;  Du, Muye
Favorite  |  View/Download:5/0  |  Submit date:2021/06/10
Integrating Multi-Source Data for Rice Yield Prediction across China using Machine Learning and Deep Learning Approaches 期刊论文
AGRICULTURAL AND FOREST METEOROLOGY, 2021, 卷号: 297, 页码: 15
Authors:  Cao, Juan;  Zhang, Zhao;  Tao, Fulu;  Zhang, Liangliang;  Luo, Yuchuan;  Zhang, Jing;  Han, Jichong;  Xie, Jun
Favorite  |  View/Download:15/0  |  Submit date:2021/03/15
Rice  Google Earth Engine (GEE)  Machine Learning (ML)  Deep Learning (DL)  Yield prediction  Early warning system  
Feasibility of machine learning methods for predicting hospital emergency room visits for respiratory diseases 期刊论文
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2021, 页码: 9
Authors:  Lu, Jiaying;  Bu, Pengju;  Xia, Xiaolin;  Lu, Ning;  Yao, Ling;  Jiang, Hou
Favorite  |  View/Download:8/0  |  Submit date:2021/04/25
PM2  5 exposure  Respiratory diseases  Emergency room visits  Machine learning  
Wheat yield predictions at a county and field scale with deep learning, machine learning, and google earth engine 期刊论文
EUROPEAN JOURNAL OF AGRONOMY, 2021, 卷号: 123, 页码: 12
Authors:  Cao, Juan;  Zhang, Zhao;  Luo, Yuchuan;  Zhang, Liangliang;  Zhang, Jing;  Li, Ziyue;  Tao, Fulu
Favorite  |  View/Download:7/0  |  Submit date:2021/04/25
Winter wheat  Machine learning  Deep learning  Google earth engine (GEE)  Yield estimation  
Simulating runoff under changing climatic conditions: A comparison of the long short-term memory network with two conceptual hydrologic models 期刊论文
JOURNAL OF HYDROLOGY, 2021, 卷号: 592, 页码: 11
Authors:  Bai, Peng;  Liu, Xiaomang;  Xie, Jiaxin
Favorite  |  View/Download:4/0  |  Submit date:2021/07/09
Hydrologic models  Machine learning  Runoff simulation  LSTM  
Predicting future locations of moving objects with deep fuzzy-LSTM networks 期刊论文
TRANSPORTMETRICA A-TRANSPORT SCIENCE, 2020, 卷号: 16, 期号: 1, 页码: 119-136
Authors:  Li, Mingxiao;  Lu, Feng;  Zhang, Hengcai;  Chen, Jie
Favorite  |  View/Download:68/0  |  Submit date:2020/05/19
Location prediction  fuzzy space partition  mobile phone data  trajectory data mining  deep learning  
A Framework to Predict High-Resolution Spatiotemporal PM(2.5)Distributions Using a Deep-Learning Model: A Case Study of Shijiazhuang, China 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 17, 页码: 33
Authors:  Zhang, Guangyuan;  Lu, Haiyue;  Dong, Jin;  Poslad, Stefan;  Li, Runkui;  Zhang, Xiaoshuai;  Rui, Xiaoping
Favorite  |  View/Download:8/0  |  Submit date:2021/03/16
PM2.5  AOD  XGBoost  prediction  deep learning  ConvLSTM  SARIMA  
Simulating the Linkages Between Economy and Armed Conflict in India With a Long Short-Term Memory Algorithm 期刊论文
RISK ANALYSIS, 2020, 卷号: 40, 期号: 6, 页码: 1139-1150
Authors:  Hao, Mengmeng;  Fu, Jingying;  Jiang, Dong;  Ding, Fangyu;  Chen, Shuai
Favorite  |  View/Download:5/0  |  Submit date:2021/07/09
Armed conflict  economy  LSTM  multiyear prediction  yearly prediction  
The Prediction of Finely-Grained Spatiotemporal Relative Human Population Density Distributions in China 期刊论文
IEEE ACCESS, 2020, 卷号: 8, 页码: 181534-181546
Authors:  Zheng, Zhi;  Zhang, Guangyuan
Favorite  |  View/Download:2/0  |  Submit date:2021/03/16
Prediction  human population density distribution  SARIMA  ConvLSTM  Tencent positioning data  deep learning  geographic spatiotemporal big data