Integrated phenology and climate in rice yields prediction using machine learning methods

Impacts of 1.5 and 2.0°C global warming on rice production across China

(2020) Yijiang Liu et al.   AGRICULTURAL AND FOREST METEOROLOGY

Spatiotemporal changes of rice phenology in China during 1981–2010

(2020) Huizi Bai et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Combining Multi-Source Data and Machine Learning Approaches to Predict Winter Wheat Yield in the Conterminous United States

(2020) Yumiao Wang et al.   Remote Sensing

A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral Measurements

(2020) Lucas Prado Osco et al.   Remote Sensing

Plant phenology and global climate change: current progresses and challenges

(2019) Shilong Piao et al.   GLOBAL CHANGE BIOLOGY

Impact of warming climate, sowing date, and cultivar shift on rice phenology across China during 1981–2010

(2019) Huizi Bai et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Assessing Potential Climate Change Impacts and Adaptive Measures on Rice Yields: The Case of Zhejiang Province in China

(2019) Yahui Guo et al.   Sustainability

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

Combining Optical, Fluorescence, Thermal Satellite, and Environmental Data to Predict County-Level Maize Yield in China Using Machine Learning Approaches

(2019) Liangliang Zhang et al.   Remote Sensing

Rice yield potential, gaps and constraints during the past three decades in a climate-changing Northeast China

(2018) Xiaoyu Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Modelling maize phenology, biomass growth and yield under contrasting temperature conditions

(2018) Na Wang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Machine Learning Approach for Prediction of Reaction Yield with Simulated Catalyst Parameters

(2018) Akira Yada et al.   CHEMISTRY LETTERS

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

Impact assessment of climate change on rice yields using the ORYZA model in the Sichuan Basin, China

(2018) Chenchen Xu et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Machine learning methods for crop yield prediction and climate change impact assessment in agriculture

(2018) Andrew Crane-Droesch   Environmental Research Letters

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Spatio-temporal downscaling of gridded crop model yield estimates based on machine learning

(2018) C. Folberth et al.   AGRICULTURAL AND FOREST METEOROLOGY

Belowground annual ring growth coordinates with aboveground phenology and timing of carbon storage in two tallgrass prairie forb species

(2018) Justin R. Dee et al.   AMERICAN JOURNAL OF BOTANY

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

Timing of rice maturity in China is affected more by transplanting date than by climate change

(2016) Hongfang Zhao 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

Wheat yield prediction using machine learning and advanced sensing techniques

(2016) X.E. Pantazi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Enhanced summer convective rainfall at Alpine high elevations in response to climate warming

(2016) Filippo Giorgi et al.   Nature Geoscience

Attribution of yield change for rice-wheat rotation system in China to climate change, cultivars and agronomic management in the past three decades

(2015) Huizi Bai et al.   CLIMATIC CHANGE

Estimating wheat yield and quality by coupling the DSSAT-CERES model and proximal remote sensing

(2015) Zhenhai Li et al.   EUROPEAN JOURNAL OF AGRONOMY

Declining global warming effects on the phenology of spring leaf unfolding

(2015) Yongshuo H. Fu et al.   NATURE

Darcy's law predicts widespread forest mortality under climate warming

(2015) Nathan G. McDowell et al.   Nature Climate Change

APSIM – Evolution towards a new generation of agricultural systems simulation

(2014) Dean P. Holzworth et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Global crop yield response to extreme heat stress under multiple climate change futures

(2014) Delphine Deryng et al.   Environmental Research Letters

Global warming over 1960–2009 did increase heat stress and reduce cold stress in the major rice-planting areas across China

(2014) Zhao Zhang et al.   EUROPEAN JOURNAL OF AGRONOMY

A meta-analysis of crop yield under climate change and adaptation

(2014) A. J. Challinor et al.   Nature Climate Change

Effects of warming and autonomous breeding on the phenological development and grain yield of double-rice systems in China

(2013) Leilei Liu et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Single rice growth period was prolonged by cultivars shifts, but yield was damaged by climate change during 1981-2009 in China, and late rice was just opposite

(2013) Fulu Tao et al.   GLOBAL CHANGE BIOLOGY

Temperatures and the growth and development of maize and rice: a review

(2013) Berta Sánchez et al.   GLOBAL CHANGE BIOLOGY

Learning with transductive SVM for semisupervised pixel classification of remote sensing imagery

(2013) Ujjwal Maulik et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Asymmetric effects of daytime and night-time warming on Northern Hemisphere vegetation

(2013) Shushi Peng et al.   NATURE

Climate warming over the past three decades has shortened rice growth duration in China and cultivar shifts have further accelerated the process for late rice

(2012) Tianyi Zhang et al.   GLOBAL CHANGE BIOLOGY

Northern Hemisphere ice-sheet responses to past climate warming

(2012) Anders E. Carlson et al.   Nature Geoscience

Mediterranean seagrass vulnerable to regional climate warming

(2012) Gabriel Jordà et al.   Nature Climate Change

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

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

Methodologies for simulating impacts of climate change on crop production

(2011) Jeffrey W. White et al.   FIELD CROPS RESEARCH

An assessment of the effectiveness of a random forest classifier for land-cover classification

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Changes in plant community composition lag behind climate warming in lowland forests

(2011) Romain Bertrand et al.   NATURE

On the use of statistical models to predict crop yield responses to climate change

(2010) David B. Lobell et al.   AGRICULTURAL AND FOREST METEOROLOGY

Coincidence of variation in yield and climate in Europe

(2010) Pirjo Peltonen-Sainio et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Climate change impact assessment: the role of climate extremes in crop yield simulation

(2010) M. Moriondo et al.   CLIMATIC CHANGE

Variable Importance Assessment in Regression: Linear Regression versus Random Forest

(2009) Ulrike Grömping   AMERICAN STATISTICIAN

Carbon respiration from subsurface peat accelerated by climate warming in the subarctic

(2009) Ellen Dorrepaal et al.   NATURE

Nonlinear temperature effects indicate severe damages to U.S. crop yields under climate change

(2009) W. Schlenker et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Long-term effects of organic amendments on the rice yields for double rice cropping systems in subtropical China

(2008) Lidong Bi et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT