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Crop yield forecasting on the Canadian Prairies using MODIS NDVI data

Agricultural and forest meteorology, 2011-03, Vol.151 (3), p.385-393

2011

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The feasibility of using a low-cost near-infrared, sensitive, consumer-grade digital camera mounted on a commercial UAV to assess Bambara groundnut yield

International journal of remote sensing, 2022-01, Vol.43 (2), p.393-423

2022

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Forecasting soybean yield: a comparative study of neural networks, principal component analysis and penalized regression models using weather variables

Theoretical and applied climatology, 2024-04, Vol.155 (4), p.2937-2952

2024

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Early Season Forecasting of Corn Yield at Field Level from Multi-Source Satellite Time Series Data

Remote sensing (Basel, Switzerland), 2024-05, Vol.16 (9), p.1573

2024

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Machine learning ensembles, neural network, hybrid and sparse regression approaches for weather based rainfed cotton yield forecast

International journal of biometeorology, 2024-06, Vol.68 (6), p.1179-1197

2024

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Forecasting yield of rapeseed and mustard using multiple linear regression and ANN techniques in the Brahmaputra valley of Assam, North East India

Theoretical and applied climatology, 2022-11, Vol.150 (3-4), p.1201-1215

2022

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A comparison of multitask and single task learning with artificial neural networks for yield curve forecasting

Expert systems with applications, 2019-04, Vol.119, p.362-375

2019

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Predicting rice yield based on weather variables using multiple linear, neural networks, and penalized regression models

Theoretical and applied climatology, 2023-10, Vol.154 (1-2), p.365-375

2023

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Jujube yield prediction method combining Landsat 8 Vegetation Index and the phenological length

Computers and electronics in agriculture, 2019-07, Vol.162, p.1011-1027

2019

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Integrating Crop Modeling and Machine Learning for the Improved Prediction of Dryland Wheat Yield

Agronomy (Basel), 2024-04, Vol.14 (4), p.777

2024

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Using Radar Data for Grain Crops Yield Forecasting in the Novosibirsk Region

Russian meteorology and hydrology, 2022-06, Vol.47 (6), p.473-478

2022

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Comparison of weather-based wheat yield forecasting models for different districts of Uttarakhand using statistical and machine learning Techniques

Journal of agrometeorology, 2022-09, Vol.24 (3), p.255-261

2022

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ChinaCropSM1 km: a fine 1 km daily soil moisture dataset for dryland wheat and maize across China during 1993–2018

Earth system science data, 2023-01, Vol.15 (1), p.395-409

2023

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Weather relation of rice-grass pea crop sequence in Indian Sundarbans

Journal of agrometeorology, 2020-06, Vol.22 (2), p.148-157

2020

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An Enhanced Deep Learning Approach in Forecasting Banana Harvest Yields

International journal of advanced computer science & applications, 2019, Vol.10 (9)

2019

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Pre-harvest wheat yield prediction using CERES-wheat model for Ludhiana district, Punjab, India

Journal of agrometeorology, 2018-12, Vol.20 (4), p.319-321

2018

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25 years of the WOFOST cropping systems model

Agricultural systems, 2019-01, Vol.168, p.154-167

2019

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A Multimodal Data Fusion and Deep Neural Networks based Technique for Tea Yield Estimation in Pakistan Using Satellite Imagery

IEEE access, 2023-01, Vol.11, p.1-1

2023

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Machine learning for large-scale crop yield forecasting

Agricultural systems, 2021-02, Vol.187, p.103016, Article 103016

2021

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DeepYield: A combined convolutional neural network with long short-term memory for crop yield forecasting

Expert systems with applications, 2021-12, Vol.184, p.115511, Article 115511

2021

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Remote sensing for agricultural applications: A meta-review

Remote sensing of environment, 2020-01, Vol.236, p.111402, Article 111402

2020

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Benefits of Seasonal Climate Prediction and Satellite Data for Forecasting U.S. Maize Yield

Geophysical research letters, 2018-09, Vol.45 (18), p.9662-9671

2018

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Early-season yield fluctuations of strawberry (Fragaria ×ananassa Duch.) follow a bimodal Gaussian model

Scientia horticulturae, 2024-10, Vol.336, p.113440, Article 113440

2024

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Machine learning for regional crop yield forecasting in Europe

Field crops research, 2022-02, Vol.276, p.108377, Article 108377

2022

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Improving WOFOST model to simulate winter wheat phenology in Europe: Evaluation and effects on yield

Agricultural systems, 2019-01, Vol.168, p.168-180

2019

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Crop yield forecasting on the Canadian Prairies using MODIS NDVI data

The feasibility of using a low-cost near-infrared, sensitive, consumer-grade digital camera mounted on a commercial UAV to assess Bambara groundnut yield

Forecasting soybean yield: a comparative study of neural networks, principal component analysis and penalized regression models using weather variables

Early Season Forecasting of Corn Yield at Field Level from Multi-Source Satellite Time Series Data

Machine learning ensembles, neural network, hybrid and sparse regression approaches for weather based rainfed cotton yield forecast

Forecasting yield of rapeseed and mustard using multiple linear regression and ANN techniques in the Brahmaputra valley of Assam, North East India

A comparison of multitask and single task learning with artificial neural networks for yield curve forecasting

Predicting rice yield based on weather variables using multiple linear, neural networks, and penalized regression models

Jujube yield prediction method combining Landsat 8 Vegetation Index and the phenological length

Integrating Crop Modeling and Machine Learning for the Improved Prediction of Dryland Wheat Yield

Using Radar Data for Grain Crops Yield Forecasting in the Novosibirsk Region

Comparison of weather-based wheat yield forecasting models for different districts of Uttarakhand using statistical and machine learning Techniques

ChinaCropSM1 km: a fine 1 km daily soil moisture dataset for dryland wheat and maize across China during 1993–2018

Weather relation of rice-grass pea crop sequence in Indian Sundarbans

An Enhanced Deep Learning Approach in Forecasting Banana Harvest Yields

Pre-harvest wheat yield prediction using CERES-wheat model for Ludhiana district, Punjab, India

25 years of the WOFOST cropping systems model

A Multimodal Data Fusion and Deep Neural Networks based Technique for Tea Yield Estimation in Pakistan Using Satellite Imagery

Machine learning for large-scale crop yield forecasting

DeepYield: A combined convolutional neural network with long short-term memory for crop yield forecasting

Remote sensing for agricultural applications: A meta-review

Benefits of Seasonal Climate Prediction and Satellite Data for Forecasting U.S. Maize Yield

Early-season yield fluctuations of strawberry (Fragaria ×ananassa Duch.) follow a bimodal Gaussian model

Machine learning for regional crop yield forecasting in Europe

Improving WOFOST model to simulate winter wheat phenology in Europe: Evaluation and effects on yield

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