Prediction of winter wheat yield based on multi-source data and machine learning in China J Han, Z Zhang, J Cao, Y Luo, L Zhang, Z Li, J Zhang Remote Sensing 12 (2), 236, 2020 | 265 | 2020 |
Integrating multi-source data for rice yield prediction across China using machine learning and deep learning approaches J Cao, Z Zhang, F Tao, L Zhang, Y Luo, J Zhang, J Han, J Xie Agricultural and Forest Meteorology 297, 108275, 2021 | 238 | 2021 |
Wheat yield predictions at a county and field scale with deep learning, machine learning, and google earth engine J Cao, Z Zhang, Y Luo, L Zhang, J Zhang, Z Li, F Tao European Journal of Agronomy 123, 126204, 2021 | 177 | 2021 |
Identifying the spatiotemporal changes of annual harvesting areas for three staple crops in China by integrating multi-data sources Y Luo, Z Zhang, Z Li, Y Chen, L Zhang, J Cao, F Tao Environmental Research Letters 15 (7), 074003, 2020 | 146 | 2020 |
Combining optical, fluorescence, thermal satellite, and environmental data to predict county-level maize yield in China using machine learning approaches L Zhang, Z Zhang, Y Luo, J Cao, F Tao Remote Sensing 12 (1), 21, 2019 | 123 | 2019 |
Susceptibility assessment of landslides triggered by earthquakes in the Western Sichuan Plateau J Cao, Z Zhang, C Wang, J Liu, L Zhang Catena 175, 63-76, 2019 | 104 | 2019 |
Identifying the contributions of multi-source data for winter wheat yield prediction in China J Cao, Z Zhang, F Tao, L Zhang, Y Luo, J Han, Z Li Remote Sensing 12 (5), 750, 2020 | 99 | 2020 |
Integrating satellite-derived climatic and vegetation indices to predict smallholder maize yield using deep learning L Zhang, Z Zhang, Y Luo, J Cao, R Xie, S Li Agricultural and Forest Meteorology 311, 108666, 2021 | 97 | 2021 |
Multi-geohazards susceptibility mapping based on machine learning—a case study in Jiuzhaigou, China J Cao, Z Zhang, J Du, L Zhang, Y Song, G Sun Natural Hazards 102, 851-871, 2020 | 83 | 2020 |
Annual paddy rice planting area and cropping intensity datasets and their dynamics in the Asian monsoon region from 2000 to 2020 J Han, Z Zhang, Y Luo, J Cao, L Zhang, H Zhuang, F Cheng, J Zhang, ... Agricultural Systems 200, 103437, 2022 | 67 | 2022 |
The RapeseedMap10 database: Annual maps of rapeseed at a spatial resolution of 10 m based on multi-source data J Han, Z Zhang, Y Luo, J Cao, L Zhang, J Zhang, Z Li Earth System Science Data 13 (6), 2857-2874, 2021 | 41 | 2021 |
Developing a new method to identify flowering dynamics of rapeseed using landsat 8 and sentinel-1/2 J Han, Z Zhang, J Cao Remote Sensing 13 (1), 105, 2020 | 41 | 2020 |
Accurately mapping global wheat production system using deep learning algorithms Y Luo, Z Zhang, J Cao, L Zhang, J Zhang, J Han, H Zhuang, F Cheng, ... International Journal of Applied Earth Observation and Geoinformation 110 …, 2022 | 40 | 2022 |
Optimizing genotype-environment-management interactions for maize farmers to adapt to climate change in different agro-ecological zones across China L Zhang, Z Zhang, Y Luo, J Cao, Z Li Science of the Total Environment 728, 138614, 2020 | 39 | 2020 |
Adapting to climate change precisely through cultivars renewal for rice production across China: When, where, and what cultivars will be required? L Zhang, Z Zhang, F Tao, Y Luo, J Zhang, J Cao Agricultural and Forest Meteorology 316, 108856, 2022 | 37 | 2022 |
NESEA-Rice10: high-resolution annual paddy rice maps for Northeast and Southeast Asia from 2017 to 2019 J Han, Z Zhang, Y Luo, J Cao, L Zhang, F Cheng, H Zhuang, J Zhang, ... Earth System Science Data 13 (12), 5969-5986, 2021 | 33 | 2021 |
Developing high-resolution crop maps for major crops in the european union based on transductive transfer learning and limited ground data Y Luo, Z Zhang, L Zhang, J Han, J Cao, J Zhang Remote Sensing 14 (8), 1809, 2022 | 26 | 2022 |
Planning maize hybrids adaptation to future climate change by integrating crop modelling with machine learning L Zhang, Z Zhang, F Tao, Y Luo, J Cao, Z Li, R Xie, S Li Environmental Research Letters 16 (12), 124043, 2021 | 26 | 2021 |
Mapping rapeseed planting areas using an automatic phenology-and pixel-based algorithm (APPA) in Google Earth Engine J Han, Z Zhang, J Cao, Y Luo The Crop Journal 10 (5), 1483-1495, 2022 | 20 | 2022 |
Integrating data assimilation, crop model, and machine learning for winter wheat yield forecasting in the North China Plain H Zhuang, Z Zhang, F Cheng, J Han, Y Luo, L Zhang, J Cao, J Zhang, ... Agricultural and Forest Meteorology 347, 109909, 2024 | 18 | 2024 |