Machine learning in crop yield modelling: A powerful tool, but no surrogate for science
出版年份 2021 全文链接
标题
Machine learning in crop yield modelling: A powerful tool, but no surrogate for science
作者
关键词
Crop modelling, Machine learning, Random forests, Support vector machine, Feature selection, Equivocality
出版物
AGRICULTURAL AND FOREST METEOROLOGY
Volume 312, Issue -, Pages 108698
出版商
Elsevier BV
发表日期
2021-11-10
DOI
10.1016/j.agrformet.2021.108698
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。- 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
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