Crop yield forecasting and associated optimum lead time analysis based on multi-source environmental data across China
出版年份 2021 全文链接
标题
Crop yield forecasting and associated optimum lead time analysis based on multi-source environmental data across China
作者
关键词
Crop yield forecast, Climate extremes, Remote sensing, Random forest, Lead time, Variable importance
出版物
AGRICULTURAL AND FOREST METEOROLOGY
Volume 308-309, Issue -, Pages 108558
出版商
Elsevier BV
发表日期
2021-07-28
DOI
10.1016/j.agrformet.2021.108558
参考文献
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- Coupling machine learning and crop modeling improves crop yield prediction in the US Corn Belt
- (2021) Mohsen Shahhosseini et al. Scientific Reports
- Winter Wheat Yield Response to Plant Density as a Function of Yield Environment and Tillering Potential: A Review and Field Studies
- (2020) Leonardo M. Bastos et al. Frontiers in Plant Science
- An approach to forecast grain crop yield using multi-layered, multi-farm data sets and machine learning
- (2019) Patrick Filippi et al. PRECISION AGRICULTURE
- Toward building a transparent statistical model for improving crop yield prediction: Modeling rainfed corn in the U.S
- (2019) Yan Li et al. FIELD CROPS RESEARCH
- Effects of climate change on the extension of the potential double cropping region and crop water requirements in Northern China
- (2019) Jiqing Gao et al. AGRICULTURAL AND FOREST METEOROLOGY
- Performance Evaluation of Best Feature Subsets for Crop Yield Prediction Using Machine Learning Algorithms
- (2019) Maya Gopal P. S. et al. APPLIED ARTIFICIAL INTELLIGENCE
- Excessive rainfall leads to maize yield loss of a comparable magnitude to extreme drought in the United States
- (2019) Yan Li et al. GLOBAL CHANGE BIOLOGY
- Machine learning-based integration of remotely-sensed drought factors can improve the estimation of agricultural drought in South-Eastern Australia
- (2019) Puyu Feng et al. AGRICULTURAL SYSTEMS
- Integrating satellite and climate data to predict wheat yield in Australia using machine learning approaches
- (2019) Yaping Cai et al. AGRICULTURAL AND FOREST METEOROLOGY
- Maize yield estimation in West Africa from crop process-induced combinations of multi-domain remote sensing indices
- (2019) Louise Leroux et al. EUROPEAN JOURNAL OF AGRONOMY
- Integrating remote sensing-based process model with environmental zonation scheme to estimate rice yield gap in Northeast China
- (2019) Jingwen Wang et al. FIELD CROPS RESEARCH
- 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
- (2019) Hao Jiang et al. GLOBAL CHANGE BIOLOGY
- High-dimensional vortex beam encoding/decoding for high-speed free-space optical communication
- (2019) Lei Liu et al. OPTICS COMMUNICATIONS
- Assessing the information in crop model and meteorological indicators to forecast crop yield over Europe
- (2018) Rémi Lecerf et al. AGRICULTURAL SYSTEMS
- Impacts of rainfall extremes on wheat yield in semi-arid cropping systems in eastern Australia
- (2018) Puyu Feng et al. CLIMATIC CHANGE
- Estimating soil organic carbon stocks using different modelling techniques in the semi-arid rangelands of eastern Australia
- (2018) Bin Wang et al. ECOLOGICAL INDICATORS
- A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach
- (2018) Yaping Cai et al. REMOTE SENSING OF ENVIRONMENT
- Drought evolution, severity and trends in mainland China over 1961–2013
- (2018) Ning Yao et al. SCIENCE OF THE TOTAL ENVIRONMENT
- TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958–2015
- (2018) John T. Abatzoglou et al. Scientific Data
- Improving regional winter wheat yield estimation through assimilation of phenology and leaf area index from remote sensing data
- (2018) Yi Chen et al. EUROPEAN JOURNAL OF AGRONOMY
- Future projections of extreme temperature events in different sub-regions of China
- (2018) Linchao Li et al. ATMOSPHERIC RESEARCH
- Supplemental irrigation at tasseling optimizes water and nitrogen distribution for high-yield production in spring maize
- (2017) Zhen Gao et al. FIELD CROPS RESEARCH
- Satellite-based assessment of yield variation and its determinants in smallholder African systems
- (2017) Marshall Burke et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Using the DSSAT model to simulate wheat yield and soil organic carbon under a wheat-maize cropping system in the North China Plain
- (2017) Hai-long LIU et al. Journal of Integrative Agriculture
- Screening of Rice Cultivars for Morpho-Physiological Responses to Early-Season Soil Moisture Stress
- (2017) Bhupinder Singh et al. Rice Science
- Monitoring winter wheat drought threat in Northern China using multiple climate-based drought indices and soil moisture during 2000–2013
- (2016) Hongshuo Wang et al. AGRICULTURAL AND FOREST METEOROLOGY
- Crop yield forecasting on the Canadian Prairies by remotely sensed vegetation indices and machine learning methods
- (2016) Michael D. Johnson et al. AGRICULTURAL AND FOREST METEOROLOGY
- Scenarios for Australian agricultural production and land use to 2050
- (2016) Michael J. Grundy et al. AGRICULTURAL SYSTEMS
- Accurate prediction of sugarcane yield using a random forest algorithm
- (2016) Yvette Everingham et al. Agronomy for Sustainable Development
- Uncertainty in soil data can outweigh climate impact signals in global crop yield simulations
- (2016) Christian Folberth et al. Nature Communications
- Random Forests for Global and Regional Crop Yield Predictions
- (2016) Jig Han Jeong et al. PLoS One
- Potential benefits of climate change for crop productivity in China
- (2015) Xiaoguang Yang et al. AGRICULTURAL AND FOREST METEOROLOGY
- Integrating pest population models with biophysical crop models to better represent the farming system
- (2015) Jeremy P.M. Whish et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Simulating the impact of extreme heat and frost events on wheat crop production: A review
- (2015) K.M. Barlow et al. FIELD CROPS RESEARCH
- A comparative analysis of multitemporal MODIS EVI and NDVI data for large-scale rice yield estimation
- (2014) N.T. Son et al. AGRICULTURAL AND FOREST METEOROLOGY
- Assimilating remote sensing information into a coupled hydrology-crop growth model to estimate regional maize yield in arid regions
- (2014) Yan Li et al. ECOLOGICAL MODELLING
- Assimilation of SMOS Soil Moisture for Quantifying Drought Impacts on Crop Yield in Agricultural Regions
- (2014) Subit Chakrabarti et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Climate change impacts on crop yield: Evidence from China
- (2014) Taoyuan Wei et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Random forest classification of crop type using multi-temporal TerraSAR-X dual-polarimetric data
- (2014) Rei Sonobe et al. Remote Sensing Letters
- Corn Yield Forecasting in Northeast China Using Remotely Sensed Spectral Indices and Crop Phenology Metrics
- (2014) Meng WANG et al. Journal of Integrative Agriculture
- Assessing the Performance of MODIS NDVI and EVI for Seasonal Crop Yield Forecasting at the Ecodistrict Scale
- (2014) Louis Kouadio et al. Remote Sensing
- Assimilating remote sensing information with crop model using Ensemble Kalman Filter for improving LAI monitoring and yield estimation
- (2013) Yanxia Zhao et al. ECOLOGICAL MODELLING
- A hierarchical Bayesian model for forecasting state-level corn yield
- (2013) Balgobin Nandram et al. ENVIRONMENTAL AND ECOLOGICAL STATISTICS
- Optimizing nitrogen supply increases rice yield and nitrogen use efficiency by regulating yield formation factors
- (2013) Biao Sui et al. FIELD CROPS RESEARCH
- Remote sensing-based global crop monitoring: experiences with China's CropWatch system
- (2013) Bingfang Wu et al. International Journal of Digital Earth
- Estimating crop biophysical properties from remote sensing data by inverting linked radiative transfer and ecophysiological models
- (2012) K.R. Thorp et al. REMOTE SENSING OF ENVIRONMENT
- Crop yield forecasting on the Canadian Prairies using MODIS NDVI data
- (2011) M.S. Mkhabela et al. AGRICULTURAL AND FOREST METEOROLOGY
- Simulation of winter wheat yield and its variability in different climates of Europe: A comparison of eight crop growth models
- (2011) Taru Palosuo et al. EUROPEAN JOURNAL OF AGRONOMY
- Global food demand and the sustainable intensification of agriculture
- (2011) D. Tilman et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- The impacts of climate change on water resources and agriculture in China
- (2010) Shilong Piao et al. NATURE
- Long-term Low Radiation Decreases Leaf Photosynthesis, Photochemical Efficiency and Grain Yield in Winter Wheat
- (2009) H. Mu et al. JOURNAL OF AGRONOMY AND CROP SCIENCE
- A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index
- (2009) Sergio M. Vicente-Serrano et al. JOURNAL OF CLIMATE
- Effects of irrigation and planting patterns on radiation use efficiency and yield of winter wheat in North China
- (2008) Quanqi Li et al. AGRICULTURAL WATER MANAGEMENT
- Climate–crop yield relationships at provincial scales in China and the impacts of recent climate trends
- (2008) F Tao et al. CLIMATE RESEARCH
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