4.7 Article

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

Related references

Note: Only part of the references are listed.
Article Environmental Sciences

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

Maitiniyazi Maimaitijiang et al.

REMOTE SENSING OF ENVIRONMENT (2020)

Article Environmental Sciences

Crop Monitoring Using Satellite/UAV Data Fusion and Machine Learning

Maitiniyazi Maimaitijiang et al.

REMOTE SENSING (2020)

Article Geography, Physical

Vegetation Index Weighted Canopy Volume Model (CVMVI) for soybean biomass estimation from Unmanned Aerial System-based RGB imagery

Maitiniyazi Maimaitijiang et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2019)

Article Plant Sciences

Crop Yield Prediction Using Deep Neural Networks

Saeed Khaki et al.

FRONTIERS IN PLANT SCIENCE (2019)

Article Environmental Sciences

Smallholder maize area and yield mapping at national scales with Google Earth Engine

Zhenong Jin et al.

REMOTE SENSING OF ENVIRONMENT (2019)

Article Environmental Sciences

Potato Yield Prediction Using Machine Learning Techniques and Sentinel 2 Data

Diego Gomez et al.

REMOTE SENSING (2019)

Article Agriculture, Multidisciplinary

Crop yield prediction with deep convolutional neural networks

Petteri Nevavuori et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2019)

Article Multidisciplinary Sciences

Early Prediction of Soybean Traits through Color and Texture Features of Canopy RGB Imagery

Wenan Yuan et al.

SCIENTIFIC REPORTS (2019)

Article Environmental Sciences

Determination of Appropriate Remote Sensing Indices for Spring Wheat Yield Estimation in Mongolia

Battsetseg Tuvdendorj et al.

REMOTE SENSING (2019)

Article Engineering, Electrical & Electronic

Machine Learning Regression Techniques for the Silage Maize Yield Prediction Using Time-Series Images of Landsat 8 OLI

Hossein Aghighi et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2018)

Article Environmental Sciences

Field-scale mapping of evaporative stress indicators of crop yield: An application over Mead, NE, USA

Yang Yang et al.

REMOTE SENSING OF ENVIRONMENT (2018)

Article Agriculture, Multidisciplinary

Integration of high resolution remotely sensed data and machine learning techniques for spatial prediction of soil properties and corn yield

Sami Khanal et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2018)

Article Engineering, Electrical & Electronic

A Novel Phenology Based Feature Subset Selection Technique Using Random Forest for Multitemporal PolSAR Crop Classification

Siddharth Hariharan et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2018)

Article Geography, Physical

Predicting grain yield in rice using multi-temporal vegetation indices from UAV-based multispectral and digital imagery

X. Zhou et al.

ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING (2017)

Review Environmental Sciences

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

John E. Ball et al.

JOURNAL OF APPLIED REMOTE SENSING (2017)

Article Multidisciplinary Sciences

Satellite-based assessment of yield variation and its determinants in smallholder African systems

Marshall Burke et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2017)

Article Agriculture, Multidisciplinary

Wheat yield prediction using machine learning and advanced sensing techniques

X. E. Pantazi et al.

COMPUTERS AND ELECTRONICS IN AGRICULTURE (2016)

Article Engineering, Electrical & Electronic

Assimilation of LAI and Dry Biomass Data From Optical and SAR Images Into an Agro-Meteorological Model to Estimate Soybean Yield

Julie Betbeder et al.

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING (2016)

Article Multidisciplinary Sciences

Prediction of Potato Crop Yield Using Precision Agriculture Techniques

Khalid A. Al-Gaadi et al.

PLOS ONE (2016)

Article Computer Science, Information Systems

Using geographically weighted regression kriging for crop yield mapping in West Africa

Muhammad Imran et al.

INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE (2015)

Review Multidisciplinary Sciences

Deep learning

Yann LeCun et al.

NATURE (2015)

Review Computer Science, Artificial Intelligence

A review of unsupervised feature learning and deep learning for time-series modeling

Martin Langkvist et al.

PATTERN RECOGNITION LETTERS (2014)

Review Chemistry, Analytical

A Review of Imaging Techniques for Plant Phenotyping

Lei Li et al.

SENSORS (2014)

Article Agriculture, Multidisciplinary

Corn Yield Forecasting in Northeast China Using Remotely Sensed Spectral Indices and Crop Phenology Metrics

Wang Meng et al.

JOURNAL OF INTEGRATIVE AGRICULTURE (2014)

Article Environmental Sciences

Assimilation of remotely sensed soil moisture and vegetation with a crop simulation model for maize yield prediction

Amor V. M. Ines et al.

REMOTE SENSING OF ENVIRONMENT (2013)

Article Environmental Sciences

Hyperspectral versus multispectral crop-productivity modeling and type discrimination for the HyspIRI mission

Isabella Mariotto et al.

REMOTE SENSING OF ENVIRONMENT (2013)

Article Geochemistry & Geophysics

Improved Biomass Estimation Using the Texture Parameters of Two High-Resolution Optical Sensors

Janet E. Nichol et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2011)

Article Environmental Sciences

A generalized regression-based model for forecasting winter wheat yields in Kansas and Ukraine using MODIS data

I. Becker-Reshef et al.

REMOTE SENSING OF ENVIRONMENT (2010)

Article Environmental Sciences

Characterizing canopy biochemistry from imaging spectroscopy and its application to ecosystem studies

Raymond F. Kokaly et al.

REMOTE SENSING OF ENVIRONMENT (2009)

Article Transportation Science & Technology

Bayesian committee of neural networks to predict travel times with confidence intervals

C. P. Ij. van Hinsbergen et al.

TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES (2009)

Article Agronomy

Estimating crop water stress with ETM plus NIR and SWIR data

Abduwasit Ghulam et al.

AGRICULTURAL AND FOREST METEOROLOGY (2008)

Article Environmental Sciences

Development of a two-band enhanced vegetation index without a blue band

Zhangyan Jiang et al.

REMOTE SENSING OF ENVIRONMENT (2008)

Article Geosciences, Multidisciplinary

A method for canopy water content estimation for highly vegetated surfaces-shortwave infrared perpendicular water stress index

Abduwasit Ghulam et al.

SCIENCE IN CHINA SERIES D-EARTH SCIENCES (2007)

Article Geosciences, Multidisciplinary

Remote estimation of canopy chlorophyll content in crops -: art. no. L08403

AA Gitelson et al.

GEOPHYSICAL RESEARCH LETTERS (2005)

Article Environmental Sciences

Crop condition and yield simulations using Landsat and MODIS

PC Doraiswamy et al.

REMOTE SENSING OF ENVIRONMENT (2004)

Article Agronomy

Examples of strategies to analyze spatial and temporal yield variability using crop models

WD Batchelor et al.

EUROPEAN JOURNAL OF AGRONOMY (2002)

Article Environmental Sciences

Overview of the radiometric and biophysical performance of the MODIS vegetation indices

A Huete et al.

REMOTE SENSING OF ENVIRONMENT (2002)

Article Environmental Sciences

Novel algorithms for remote estimation of vegetation fraction

AA Gitelson et al.

REMOTE SENSING OF ENVIRONMENT (2002)

Article Computer Science, Artificial Intelligence

Random forests

L Breiman

MACHINE LEARNING (2001)

Article Environmental Sciences

Detecting vegetation leaf water content using reflectance in the optical domain

P Ceccato et al.

REMOTE SENSING OF ENVIRONMENT (2001)

Article Environmental Sciences

Estimating corn leaf chlorophyll concentration from leaf and canopy reflectance

CST Daughtry et al.

REMOTE SENSING OF ENVIRONMENT (2000)