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

The effect of terrain factors on rice production: A case study in Hunan Province

(2019) Chenzhi Wang et al.   Journal of Geographical Sciences

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

Crop Yield Prediction Using Deep Neural Networks

(2019) Saeed Khaki et al.   Frontiers in Plant Science

High resolution paddy rice maps in cloud-prone Bangladesh and Northeast India using Sentinel-1 data

(2019) Mrinal Singha et al.   Scientific Data

Deep learning – Method overview and review of use for fruit detection and yield estimation

(2019) Anand Koirala et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach

(2018) Yaping Cai et al.   REMOTE SENSING OF ENVIRONMENT

TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958–2015

(2018) John T. Abatzoglou et al.   Scientific Data

Improving regional winter wheat yield estimation through assimilation of phenology and leaf area index from remote sensing data

(2018) Yi Chen et al.   EUROPEAN JOURNAL OF AGRONOMY

Susceptibility assessment of landslides triggered by earthquakes in the Western Sichuan Plateau

(2018) Juan Cao et al.   CATENA

Spatio-temporal patterns of winter wheat yield potential and yield gap during the past three decades in North China

(2017) Yi Chen et al.   FIELD CROPS RESEARCH

Inter-comparison of performance of soybean crop simulation models and their ensemble in southern Brazil

(2017) Rafael Battisti et al.   FIELD CROPS RESEARCH

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

(2017) Osama Abdeljaber et al.   JOURNAL OF SOUND AND VIBRATION

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

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

Towards fine resolution global maps of crop yields: Testing multiple methods and satellites in three countries

(2017) George Azzari et al.   REMOTE SENSING OF ENVIRONMENT

Impact of meteorological drivers on regional inter-annual crop yield variability in France

(2016) Andrej Ceglar et al.   AGRICULTURAL AND FOREST METEOROLOGY

Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks

(2016) Serkan Kiranyaz et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks

(2016) Turker Ince et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Automatic boosted flood mapping from satellite data

(2016) Brian Coltin et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

High-resolution mapping of global surface water and its long-term changes

(2016) Jean-François Pekel et al.   NATURE

Mapping paddy rice planting area in northeastern Asia with Landsat 8 images, phenology-based algorithm and Google Earth Engine

(2016) Jinwei Dong et al.   REMOTE SENSING OF ENVIRONMENT

Tracking changes and preventing loss in critical tiger habitat

(2016) A. R. Joshi et al.   Science Advances

Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model

(2015) Jianxi Huang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

A scalable satellite-based crop yield mapper

(2015) David B. Lobell et al.   REMOTE SENSING OF ENVIRONMENT

Fine-scale malaria risk mapping from routine aggregated case data

(2014) Hugh JW Sturrock et al.   MALARIA JOURNAL

Climatic and technological ceilings for Chinese rice stagnation based on yield gaps and yield trend pattern analysis

(2013) Tianyi Zhang et al.   GLOBAL CHANGE BIOLOGY

MODIS-based corn grain yield estimation model incorporating crop phenology information

(2013) Toshihiro Sakamoto et al.   REMOTE SENSING OF ENVIRONMENT

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

High-Resolution Global Maps of 21st-Century Forest Cover Change

(2013) M. C. Hansen et al.   SCIENCE

Response of crop yields to climate trends since 1980 in China

(2012) F Tao et al.   CLIMATE RESEARCH

The use of satellite data for crop yield gap analysis

(2012) David B. Lobell   FIELD CROPS RESEARCH

Recent patterns of crop yield growth and stagnation

(2012) Deepak K. Ray et al.   Nature Communications

A soil particle-size distribution dataset for regional land and climate modelling in China

(2011) Wei Shangguan et al.   GEODERMA