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Crop yield prediction in agriculture: A comprehensive review of machine learning and deep learning approaches, with insights for future research and sustainability
The agriculture sector is confronted with numerous challenges in the quest for accurate crop
yield estimation, which is essential for efficient resource management and mitigating food …
yield estimation, which is essential for efficient resource management and mitigating food …
[HTML][HTML] Crop Yield Prediction Using Machine Learning: An Extensive and Systematic Literature Review
SM Shawon, FB Ema, AK Mahi, FL Niha… - Smart Agricultural …, 2024 - Elsevier
Recently, agriculture has gained much attention regarding forecasting and prediction with
the advancement of artificial intelligence techniques. Advancements in Machine Learning …
the advancement of artificial intelligence techniques. Advancements in Machine Learning …
Spatial prediction of winter wheat yield gap: agro-climatic model and machine learning approaches
SR Mousavi, VA Jahandideh Mahjenabadi… - Frontiers in Plant …, 2024 - frontiersin.org
This study aimed to identify the most influential soil and environmental factors for predicting
wheat yield (WY) in a part of irrigated croplands in southwest Iran, using the FAO-Agro …
wheat yield (WY) in a part of irrigated croplands in southwest Iran, using the FAO-Agro …
Rice yield forecasting: A comparative analysis of multiple machine learning algorithms
Agriculture plays a crucial role in Nigeria's economy, serving as a vital source of sustenance
and livelihood for numerous Nigerians. With the escalating impact of climate change on crop …
and livelihood for numerous Nigerians. With the escalating impact of climate change on crop …
Integrating genetic algorithm with ARIMA and reinforced random forest models to improve agriculture economy and yield forecasting
Y Guo - Soft Computing, 2024 - Springer
Advancements in technology have led to a significant growth of agricultural data. The
potential for forecasting crop yield depends on parameters such as climate, soil …
potential for forecasting crop yield depends on parameters such as climate, soil …
[HTML][HTML] Assessing the Impact of Climate Change on Winter Wheat Production in the North China Plain from 1980 to 2020
J Zheng, S Zhang - Agriculture, 2025 - mdpi.com
As a highly variable factor, climate plays a crucial role in winter wheat production.
Quantifying its impact on crop yield and determining its relative importance is essential. This …
Quantifying its impact on crop yield and determining its relative importance is essential. This …
Retrieval of climate and environmental relationship with Gross Primary Production (GPP) from satellite observation in GBAO, Central Asia
Climate and environment have a significant impact on vegetation growth in terrestrial
ecosystems, particularly in mountainous regions like Pamir Mountains in Central Asia where …
ecosystems, particularly in mountainous regions like Pamir Mountains in Central Asia where …
[HTML][HTML] Sorghum grain yield estimation based on multispectral images and neural network in tropical environments
MAJ Ferraz, TOC Barboza, MR Piza… - Smart Agricultural …, 2024 - Elsevier
The application of machine learning and remote sensing techniques to estimate crop yield
has garnered significant attention due to their ability to analyze large volumes of data and …
has garnered significant attention due to their ability to analyze large volumes of data and …
Predicting Wheat Supply and Demand: A Systematic Literature Review of Machine Learning Approaches
Wheat domestication and use are strongly related to humans' attempts to control their food
supply and fend off hunger. Therefore, the main problem is a structural supply and demand …
supply and fend off hunger. Therefore, the main problem is a structural supply and demand …
Wheat Yield Estimation and Predication Via Machine Learning
A precise wheat yield estimation and prediction are significant for food safety and security
purposes of a region or a country, which provide societal peace and sustainable …
purposes of a region or a country, which provide societal peace and sustainable …