Improving wheat yield prediction integrating proximal sensing and weather data with machine learning

Active Optical Sensor Measurements and Weather Variables for Predicting Winter Wheat Yield

(2021) Lawrence Aula et al.   AGRONOMY JOURNAL

Improving publicly available corn nitrogen rate recommendation tools with soil and weather measurements

(2021) Curtis J. Ransom et al.   AGRONOMY JOURNAL

Field-scale crop yield prediction using multi-temporal WorldView-3 and PlanetScope satellite data and deep learning

(2021) Vasit Sagan et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Machine learning approaches can reduce environmental data requirements for regional yield potential simulation

(2021) Hao Xu et al.   EUROPEAN JOURNAL OF AGRONOMY

Machine Learning in Agriculture: A Comprehensive Updated Review

(2021) Lefteris Benos et al.   SENSORS

Long-Term Hindcasts of Wheat Yield in Fields Using Remotely Sensed Phenology, Climate Data and Machine Learning

(2021) Fiona H. Evans et al.   Remote Sensing

Machine Learning  Modelling of the Relationship between Weather and Paddy Yield in Sri Lanka

(2021) Piyal Ekanayake et al.   Journal of Mathematics

Crop yield forecasting and associated optimum lead time analysis based on multi-source environmental data across China

(2021) Linchao Li et al.   AGRICULTURAL AND FOREST METEOROLOGY

A review of the issues, methods and perspectives for yield estimation, prediction and forecasting in viticulture

(2021) Cécile Laurent et al.   EUROPEAN JOURNAL OF AGRONOMY

Prediction of Winter Wheat Yield Based on Multi-Source Data and Machine Learning in China

(2020) Jichong Han et al.   Remote Sensing

Wheat Growth Monitoring and Yield Estimation based on Multi-Rotor Unmanned Aerial Vehicle

(2020) Zhaopeng Fu et al.   Remote Sensing

Identifying the Contributions of Multi-Source Data for Winter Wheat Yield Prediction in China

(2020) Juan Cao et al.   Remote Sensing

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

Vineyard yield estimation by combining remote sensing, computer vision and artificial neural network techniques

(2020) Rocío Ballesteros et al.   PRECISION AGRICULTURE

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

Developing a Proximal Active Canopy Sensor-based Precision Nitrogen Management Strategy for High-Yielding Rice

(2020) Junjun Lu et al.   Remote Sensing

Winter Wheat Yield Prediction at County Level and Uncertainty Analysis in Main Wheat-Producing Regions of China with Deep Learning Approaches

(2020) Xinlei Wang et al.   Remote Sensing

Alfalfa Yield Prediction Using UAV-Based Hyperspectral Imagery and Ensemble Learning

(2020) Luwei Feng et al.   Remote Sensing

Crop Yield Prediction through Proximal Sensing and Machine Learning Algorithms

(2020) Farhat Abbas et al.   Agronomy-Basel

Predicting within-field variability in grain yield and protein content of winter wheat using UAV-based multispectral imagery and machine learning approaches

(2020) Xinbin Zhou et al.   PLANT PRODUCTION SCIENCE

A Hybrid CFS Filter and RF-RFE Wrapper-Based Feature Extraction for Enhanced Agricultural Crop Yield Prediction Modeling

(2020) Dhivya Elavarasan et al.   Agriculture-Basel

Predicting within‐field cotton yields using publicly available datasets and machine learning

(2020) Stephen Leo et al.   AGRONOMY JOURNAL

Accurate machine learning-based germination detection, prediction and quality assessment of three grain crops

(2020) Nikita Genze et al.   Plant Methods

Wheat yield predictions at a county and field scale with deep learning, machine learning, and google earth engine

(2020) Juan Cao et al.   EUROPEAN JOURNAL OF AGRONOMY

An approach to forecast grain crop yield using multi-layered, multi-farm data sets and machine learning

(2019) Patrick Filippi et al.   PRECISION AGRICULTURE

Developing Active Canopy Sensor-Based Precision Nitrogen Management Strategies for Maize in Northeast China

(2019) Xinbing Wang et al.   Sustainability

Using a Portable Active Sensor to Monitor Growth Parameters and Predict Grain Yield of Winter Wheat

(2019) Jiayi Zhang et al.   SENSORS

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

Socio-psychological and management drivers explain farm level wheat yield gaps in Australia

(2019) Airong Zhang et al.   Agronomy for Sustainable Development

Performance Evaluation of Best Feature Subsets for Crop Yield Prediction Using Machine Learning Algorithms

(2019) Maya Gopal P. S. et al.   APPLIED ARTIFICIAL INTELLIGENCE

Integrating satellite and climate data to predict wheat yield in Australia using machine learning approaches

(2019) Yaping Cai et al.   AGRICULTURAL AND FOREST METEOROLOGY

Statistical and machine learning methods evaluated for incorporating soil and weather into corn nitrogen recommendations

(2019) Curtis J. Ransom et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A novel approach for efficient crop yield prediction

(2019) P.S. Maya Gopal et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimating wheat yields in Australia using climate records, satellite image time series and machine learning methods

(2019) Elisa Kamir et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Soybean yield prediction from UAV using multimodal data fusion and deep learning

(2019) Maitiniyazi Maimaitijiang et al.   REMOTE SENSING OF ENVIRONMENT

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

Effect of freezing temperature and duration on winter survival and grain yield of winter wheat

(2018) Dongxiao Zheng et al.   AGRICULTURAL AND FOREST METEOROLOGY

Does remote and proximal optical sensing successfully estimate maize variables? A review

(2018) Martina Corti et al.   EUROPEAN JOURNAL OF AGRONOMY

Proximal Optical Sensors for Nitrogen Management of Vegetable Crops: A Review

(2018) Francisco M. Padilla et al.   SENSORS

Evaluation of multiple linear, neural network and penalised regression models for prediction of rice yield based on weather parameters for west coast of India

(2018) Bappa Das et al.   INTERNATIONAL JOURNAL OF BIOMETEOROLOGY

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

Forecasting yield by integrating agrarian factors and machine learning models: A survey

(2018) Dhivya Elavarasan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Active learning system for weed species recognition based on hyperspectral sensing

(2016) Xanthoula-Eirini Pantazi et al.   BIOSYSTEMS ENGINEERING

Deep learning for plant identification using vein morphological patterns

(2016) Guillermo L. Grinblat et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Wheat yield prediction using machine learning and advanced sensing techniques

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

The effect of tuning, feature engineering, and feature selection in data mining applied to rainfed sugarcane yield modelling

(2016) Felipe F. Bocca et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Developing a new Crop Circle active canopy sensor-based precision nitrogen management strategy for winter wheat in North China Plain

(2016) Qiang Cao et al.   PRECISION AGRICULTURE

A novel wrapper method for feature selection and its applications

(2015) Gang Chen et al.   NEUROCOMPUTING

Improving in-season estimation of rice yield potential and responsiveness to topdressing nitrogen application with Crop Circle active crop canopy sensor

(2015) Qiang Cao et al.   PRECISION AGRICULTURE

Satellite Remote Sensing-Based In-Season Diagnosis of Rice Nitrogen Status in Northeast China

(2015) Shanyu Huang et al.   Remote Sensing

Corn Response to Nitrogen is Influenced by Soil Texture and Weather

(2012) Nicolas Tremblay et al.   AGRONOMY JOURNAL

RED EDGE AS A POTENTIAL INDEX FOR DETECTING DIFFERENCES IN PLANT NITROGEN STATUS IN WINTER WHEAT

(2012) Yumiko Kanke et al.   JOURNAL OF PLANT NUTRITION

Heat Stress in Wheat during Reproductive and Grain-Filling Phases

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