Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest

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

Deep convolutional neural networks for rice grain yield estimation at the ripening stage using UAV-based remotely sensed images

(2019) Qi Yang et al.   FIELD CROPS RESEARCH

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

California Almond Yield Prediction at the Orchard Level With a Machine Learning Approach

(2019) Zhou Zhang et al.   Frontiers in Plant Science

Improving corn yield prediction across the US Corn Belt by replacing air temperature with daily MODIS land surface temperature

(2019) Timothy Pede et al.   AGRICULTURAL AND FOREST METEOROLOGY

Machine Learning Predictions of a Multiresolution Climate Model Ensemble

(2018) Gemma J. Anderson et al.   GEOPHYSICAL RESEARCH LETTERS

Field-scale mapping of evaporative stress indicators of crop yield: An application over Mead, NE, USA

(2018) Yang Yang et al.   REMOTE SENSING OF ENVIRONMENT

Soil Property and Class Maps of the Conterminous United States at 100-Meter Spatial Resolution

(2018) Amanda Ramcharan et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Benefits of Seasonal Climate Prediction and Satellite Data for Forecasting U.S. Maize Yield

(2018) Bin Peng et al.   GEOPHYSICAL RESEARCH LETTERS

Deep learning based multi-temporal crop classification

(2018) Liheng Zhong et al.   REMOTE SENSING OF ENVIRONMENT

An extensive experimental survey of regression methods

(2018) M. Fernández-Delgado et al.   NEURAL NETWORKS

Improving cereal yield forecasts in Europe – The impact of weather extremes

(2017) Valentina Pagani et al.   EUROPEAN JOURNAL OF AGRONOMY

Intercomparison of Soil Moisture, Evaporative Stress, and Vegetation Indices for Estimating Corn and Soybean Yields Over the U.S.

(2017) Iliana E. Mladenova et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Landsat images and crop model for evaluating water stress of rainfed soybean

(2017) Silvina Sayago et al.   REMOTE SENSING OF ENVIRONMENT

The shared and unique values of optical, fluorescence, thermal and microwave satellite data for estimating large-scale crop yields

(2017) Kaiyu Guan et al.   REMOTE SENSING OF ENVIRONMENT

Mapping the global depth to bedrock for land surface modeling

(2017) Wei Shangguan et al.   Journal of Advances in Modeling Earth Systems

Maize Yield and Planting Date Relationship: A Synthesis-Analysis for US High-Yielding Contest-Winner and Field Research Data

(2017) Nguyen V. Long et al.   Frontiers in Plant Science

SoilGrids250m: Global gridded soil information based on machine learning

(2017) Tomislav Hengl et al.   PLoS One

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

Relationships between the evaporative stress index and winter wheat and spring barley yield anomalies in the Czech Republic

(2016) MC Anderson et al.   CLIMATE RESEARCH

Do maize models capture the impacts of heat and drought stresses on yield? Using algorithm ensembles to identify successful approaches

(2016) Zhenong Jin et al.   GLOBAL CHANGE BIOLOGY

A comprehensive assessment of the correlations between field crop yields and commonly used MODIS products

(2016) David M. Johnson   International Journal of Applied Earth Observation and Geoinformation

The Evaporative Stress Index as an indicator of agricultural drought in Brazil: An assessment based on crop yield impacts

(2016) Martha C. Anderson et al.   REMOTE SENSING OF ENVIRONMENT

Towards regional grain yield forecasting with 1km-resolution EO biophysical products: Strengths and limitations at pan-European level

(2015) Raúl López-Lozano et al.   AGRICULTURAL AND FOREST METEOROLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

Mapping Atmospheric Moisture Climatologies across the Conterminous United States

(2015) Christopher Daly et al.   PLoS One

Improving the timeliness of winter wheat production forecast in the United States of America, Ukraine and China using MODIS data and NCAR Growing Degree Day information

(2015) B. Franch et al.   REMOTE SENSING OF ENVIRONMENT

Climate variation explains a third of global crop yield variability

(2015) Deepak K. Ray et al.   Nature Communications

The 2011–2012 drought in the United States: new lessons from a record event

(2014) Neil S. Grigg   INTERNATIONAL JOURNAL OF WATER RESOURCES DEVELOPMENT

Tracking Interannual Streamflow Variability with Drought Indices in the U.S. Pacific Northwest

(2014) John T. Abatzoglou et al.   JOURNAL OF HYDROMETEOROLOGY

Near real-time prediction of U.S. corn yields based on time-series MODIS data

(2014) Toshihiro Sakamoto et al.   REMOTE SENSING OF ENVIRONMENT

Greater Sensitivity to Drought Accompanies Maize Yield Increase in the U.S. Midwest

(2014) D. B. Lobell et al.   SCIENCE

Forecasting crop yield using remotely sensed vegetation indices and crop phenology metrics

(2013) Douglas K. Bolton et al.   AGRICULTURAL AND FOREST METEOROLOGY

Assessing agricultural risks of climate change in the 21st century in a global gridded crop model intercomparison

(2013) Cynthia Rosenzweig et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

An assessment of pre- and within-season remotely sensed variables for forecasting corn and soybean yields in the United States

(2013) David M. Johnson   REMOTE SENSING OF ENVIRONMENT

The critical role of extreme heat for maize production in the United States

(2013) David B. Lobell et al.   Nature Climate Change

Increasing influence of heat stress on French maize yields from the 1960s to the 2030s

(2012) Ed Hawkins et al.   GLOBAL CHANGE BIOLOGY

Closing yield gaps through nutrient and water management

(2012) Nathaniel D. Mueller et al.   NATURE

Crop management and phenology trends in the U.S. Corn Belt: Impacts on yields, evapotranspiration and energy balance

(2011) William J. Sacks et al.   AGRICULTURAL AND FOREST METEOROLOGY

Solutions for a cultivated planet

(2011) Jonathan A. Foley et al.   NATURE

Evaluation of Drought Indices Based on Thermal Remote Sensing of Evapotranspiration over the Continental United States

(2010) Martha C. Anderson et al.   JOURNAL OF CLIMATE

A generalized regression-based model for forecasting winter wheat yields in Kansas and Ukraine using MODIS data

(2010) I. Becker-Reshef et al.   REMOTE SENSING OF ENVIRONMENT

Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States

(2008) Christopher Daly et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Prioritizing Climate Change Adaptation Needs for Food Security in 2030

(2008) D. B. Lobell et al.   SCIENCE