Machine learning in crop yield modelling: A powerful tool, but no surrogate for science

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

(2020) Yanghui Kang et al.   Environmental Research Letters

Hybrid-Recursive Feature Elimination for Efficient Feature Selection

(2020) Hyelynn Jeon et al.   Applied Sciences-Basel

No perfect storm for crop yield failure in Germany

(2020) Heidi Webber et al.   Environmental Research Letters

Crop yield prediction using machine learning: A systematic literature review

(2020) Thomas van Klompenburg et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

The effects of climate extremes on global agricultural yields

(2019) Elisabeth Vogel et al.   Environmental Research Letters

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

Climate impacts on long-term silage maize yield in Germany

(2019) Michael Peichl et al.   Scientific Reports

Incorporating machine learning with biophysical model can improve the evaluation of climate extremes impacts on wheat yield in south-eastern Australia

(2019) Puyu Feng et al.   AGRICULTURAL AND FOREST METEOROLOGY

Moving from drought hazard to impact forecasts

(2019) Samuel J. Sutanto et al.   Nature Communications

Classifying multi-model wheat yield impact response surfaces showing sensitivity to temperature and precipitation change

(2018) Stefan Fronzek et al.   AGRICULTURAL SYSTEMS

Machine learning approaches for crop yield prediction and nitrogen status estimation in precision agriculture: A review

(2018) Anna Chlingaryan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Physical robustness of canopy temperature models for crop heat stress simulation across environments and production conditions

(2018) Heidi Webber et al.   FIELD CROPS RESEARCH

Sensitivity of European wheat to extreme weather

(2018) H. Mäkinen et al.   FIELD CROPS RESEARCH

Causes and implications of the unforeseen 2016 extreme yield loss in the breadbasket of France

(2018) Tamara Ben-Ari et al.   Nature Communications

Genetic yield gains of winter wheat in Germany over more than 100 years (1895–2007) under contrasting fertilizer applications

(2018) H E Ahrends et al.   Environmental Research Letters

SVM-RFE: selection and visualization of the most relevant features through non-linear kernels

(2018) Hector Sanz et al.   BMC BIOINFORMATICS

Climate change impact and adaptation for wheat protein

(2018) Senthold Asseng et al.   GLOBAL CHANGE BIOLOGY

Peculiarly pleasant weather for US maize

(2018) Ethan E. Butler et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Yield trends, variability and stagnation analysis of major crops in France over more than a century

(2018) Bernhard Schauberger et al.   Scientific Reports

Weather impacts on crop yields - searching for simple answers to a complex problem

(2017) Stefan Siebert et al.   Environmental Research Letters

Comparing estimates of climate change impacts from process-based and statistical crop models

(2017) David B Lobell et al.   Environmental Research Letters

Irrigation offsets wheat yield reductions from warming temperatures

(2017) Jesse Tack et al.   Environmental Research Letters

Comparing and combining process-based crop models and statistical models with some implications for climate change

(2017) Michael J Roberts et al.   Environmental Research Letters

Canopy temperature for simulation of heat stress in irrigated wheat in a semi-arid environment: A multi-model comparison

(2017) Heidi Webber et al.   FIELD CROPS RESEARCH

How do inputs and weather drive wheat yield volatility? The example of Germany

(2017) Hakon Albers et al.   FOOD POLICY

An improved wrapper-based feature selection method for machinery fault diagnosis

(2017) Kar Hoou Hui et al.   PLoS One

Disaggregating sorghum yield reductions under warming scenarios exposes narrow genetic diversity in US breeding programs

(2017) Jesse Tack et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Temperature increase reduces global yields of major crops in four independent estimates

(2017) Chuang Zhao et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Extending and improving regionalized winter wheat and silage maize yield regression models for Germany: Enhancing the predictive skill by panel definition through cluster analysis

(2016) Tobias Conradt et al.   AGRICULTURAL AND FOREST METEOROLOGY

Identifying indicators for extreme wheat and maize yield losses

(2016) Tamara Ben-Ari et al.   AGRICULTURAL AND FOREST METEOROLOGY

Statistical regression models for assessing climate impacts on crop yields: A validation study for winter wheat and silage maize in Germany

(2016) Christoph Gornott et al.   AGRICULTURAL AND FOREST METEOROLOGY

Separating heat stress from moisture stress: analyzing yield response to high temperature in irrigated maize

(2016) Elizabeth K Carter et al.   Environmental Research Letters

Demand for multi-scale weather data for regional crop modeling

(2015) Gang Zhao et al.   AGRICULTURAL AND FOREST METEOROLOGY

Temperature and precipitation effects on wheat yield across a European transect: a crop model ensemble analysis using impact response surfaces

(2015) N Pirttioja et al.   CLIMATE RESEARCH

Crop modelling for integrated assessment of risk to food production from climate change

(2015) F. Ewert et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Intensity of heat stress in winter wheat—phenology compensates for the adverse effect of global warming

(2015) Ehsan Eyshi Rezaei et al.   Environmental Research Letters

The shifting influence of drought and heat stress for crops in northeast Australia

(2015) David B. Lobell et al.   GLOBAL CHANGE BIOLOGY

Effect of warming temperatures on US wheat yields

(2015) Jesse Tack et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

What role can crop models play in supporting climate change adaptation decisions to enhance food security in Sub-Saharan Africa?

(2014) Heidi Webber et al.   AGRICULTURAL SYSTEMS

Impact of heat stress on crop yield—on the importance of considering canopy temperature

(2014) Stefan Siebert et al.   Environmental Research Letters

Future crop production threatened by extreme heat

(2014) Stefan Siebert et al.   Environmental Research Letters

Multimodel ensembles of wheat growth: many models are better than one

(2014) Pierre Martre et al.   GLOBAL CHANGE BIOLOGY

Rising temperatures reduce global wheat production

(2014) S. Asseng et al.   Nature Climate Change

A survey on feature selection methods

(2013) Girish Chandrashekar et al.   COMPUTERS & ELECTRICAL ENGINEERING

Simulating regional winter wheat yields using input data of different spatial resolution

(2013) C. Nendel et al.   FIELD CROPS RESEARCH

Toward computationally efficient large-scale hydrologic predictions with a multiscale regionalization scheme

(2013) R. Kumar et al.   WATER RESOURCES RESEARCH

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

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

Heat Stress in Wheat during Reproductive and Grain-Filling Phases

(2011) Muhammad Farooq et al.   CRITICAL REVIEWS IN PLANT SCIENCES

Nonlinear heat effects on African maize as evidenced by historical yield trials

(2011) David B. Lobell et al.   Nature Climate Change

Why are wheat yields stagnating in Europe? A comprehensive data analysis for France

(2010) Nadine Brisson et al.   FIELD CROPS RESEARCH

Winter wheat yield response to climate variability in Denmark

(2010) K. KRISTENSEN et al.   JOURNAL OF AGRICULTURAL SCIENCE

Multiscale parameter regionalization of a grid-based hydrologic model at the mesoscale

(2010) Luis Samaniego et al.   WATER RESOURCES RESEARCH

Crops and climate change: progress, trends, and challenges in simulating impacts and informing adaptation

(2009) A. J. Challinor et al.   JOURNAL OF EXPERIMENTAL BOTANY

Crop yield reduction in the tropics under climate change: Processes and uncertainties

(2007) A.J. Challinor et al.   AGRICULTURAL AND FOREST METEOROLOGY