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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:32/0  |  Submit date:2021/03/15
Rice  Google Earth Engine (GEE)  Machine Learning (ML)  Deep Learning (DL)  Yield prediction  Early warning system  
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:9/0  |  Submit date:2021/04/25
Winter wheat  Machine learning  Deep learning  Google earth engine (GEE)  Yield estimation  
Damage evaluation of soybean chilling injury based on Google Earth Engine (GEE) and crop modelling 期刊论文
JOURNAL OF GEOGRAPHICAL SCIENCES, 2020, 卷号: 30, 期号: 8, 页码: 1249-1265
Authors:  Cao, Juan;  Zhang, Zhao;  Zhang, Liangliang;  Luo, Yuchuan;  Li, Ziyue;  Tao, Fulu
Favorite  |  View/Download:9/0  |  Submit date:2021/03/18
chilling injury  Google Earth Engine (GEE)  CROPGRO-Soybean  soybean  yield loss  cold degree days (CDD)  
Identifying the spatiotemporal changes of annual harvesting areas for three staple crops in China by integrating multi-data sources 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 卷号: 15, 期号: 7, 页码: 15
Authors:  Luo, Yuchuan;  Zhang, Zhao;  Li, Ziyue;  Chen, Yi;  Zhang, Liangliang;  Cao, Juan;  Tao, Fulu
Favorite  |  View/Download:10/0  |  Submit date:2021/03/15
agricultural system  cropland  land use/cover change  rice  maize  wheat  
Identifying the Contributions of Multi-Source Data for Winter Wheat Yield Prediction in China 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 5, 页码: 22
Authors:  Cao, Juan;  Zhang, Zhao;  Tao, Fulu;  Zhang, Liangliang;  Luo, Yuchuan;  Han, Jichong;  Li, Ziyue
Favorite  |  View/Download:3/0  |  Submit date:2021/03/23
machine learning (ML)  multi-source data  yield prediction  winter wheat  
Combining Optical, Fluorescence, Thermal Satellite, and Environmental Data to Predict County-Level Maize Yield in China Using Machine Learning Approaches 期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 1, 页码: 20
Authors:  Zhang, Liangliang;  Zhang, Zhao;  Luo, Yuchuan;  Cao, Juan;  Tao, Fulu
Favorite  |  View/Download:12/0  |  Submit date:2020/05/19
maize  yield prediction  EVI  SIF  LST  machine learning  LSTM  
Drivers of planting area and yield shifts for three staple crops across China, 1950-2013 期刊论文
CLIMATE RESEARCH, 2020, 卷号: 80, 期号: 2, 页码: 73-84
Authors:  Luo, Yuchuan;  Zhang, Zhao;  Cao, Juan;  Chen, Yi;  Zhang, Liangliang
Favorite  |  View/Download:2/0  |  Submit date:2021/07/09
Cropland  Land use change  Crop production  Climate change  Socio-economic development  
Generation of spatially complete and daily continuous surface soil moisture of high spatial resolution 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2019, 卷号: 233, 页码: 19
Authors:  Long, Di;  Bai, Liangliang;  Yan, La;  Zhang, Caijin;  Yang, Wenting;  Lei, Huimin;  Quan, Jinling;  Meng, Xianyong;  Shi, Chunxiang
Favorite  |  View/Download:15/0  |  Submit date:2020/05/19
Microwave soil moisture  Land surface temperature  Downscaling  Random forest  Water resources management  
Exposure, vulnerability, and adaptation of major maize-growing areas to extreme temperature 期刊论文
NATURAL HAZARDS, 2018, 卷号: 91, 期号: 3, 页码: 1257-1272
Authors:  Zhang, Liangliang;  Zhang, Zhao;  Chen, Yi;  Wei, Xing;  Song, Xiao
Favorite  |  View/Download:22/0  |  Submit date:2019/05/30
Exposure  Vulnerability  Adaptation  Maize  Yield  Global warming