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How Does the Waterlogging Regime Affect Crop Yield? A Global Meta-Analysis

open access: yesFrontiers in Plant Science, 2021
Waterlogging, an abiotic stress, severely restricts crop yield in various parts of the world. Thus, we conducted a meta-analysis of 2,419 comparisons from 115 studies to comprehensively evaluate the overall change in crop yield induced by waterlogging in
Li-xin Tian   +7 more
doaj   +2 more sources

A Systematic Literature Review on Crop Yield Prediction with Deep Learning and Remote Sensing

open access: yesRemote Sensing, 2022
Deep learning has emerged as a potential tool for crop yield prediction, allowing the model to automatically extract features and learn from the datasets. Meanwhile, smart farming technology enables the farmers to achieve maximum crop yield by extracting
Priyanga Muruganantham   +4 more
doaj   +2 more sources

Perspectives on improving photosynthesis to increase crop yield. [PDF]

open access: yesPlant Cell
Improving photosynthesis, the fundamental process by which plants convert light energy into chemical energy, is a key area of research with great potential for enhancing sustainable agricultural productivity and addressing global food security challenges.
Croce R   +13 more
europepmc   +2 more sources

Observational constraint of process crop models suggests higher risks for global maize yield under climate change

open access: goldEnvironmental Research Letters, 2022
Projecting future changes in crop yield usually relies on process-based crop models, but the associated uncertainties (i.e. the range between models) are often high. In this study, a Machine Learning (i.e.
Xiaomeng Yin, Guoyong Leng
doaj   +2 more sources

Review on Drip Irrigation: Impact on Crop Yield, Quality, and Water Productivity in China

open access: yesWater, 2023
The scarcity of freshwater resources is a global concern that is exacerbated by an increasing global population and climate change induced by global warming.
Pei Yang   +6 more
semanticscholar   +1 more source

Crop Yield Prediction Using Machine Learning Models: Case of Irish Potato and Maize

open access: yesAgriculture, 2023
Although agriculture remains the dominant economic activity in many countries around the world, in recent years this sector has continued to be negatively impacted by climate change leading to food insecurities.
Martin Kuradusenge   +8 more
semanticscholar   +1 more source

Improved Optimization Algorithm in LSTM to Predict Crop Yield

open access: yesDe Computis, 2023
Agriculture is the main occupation across the world with a dependency on rainfall. Weather changes play a crucial role in crop yield and were used to predict the yield rate by considering precipitation, wind, temperature, and solar radiation.
Usharani Bhimavarapu   +2 more
semanticscholar   +1 more source

A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction [PDF]

open access: yesAAAI Conference on Artificial Intelligence, 2021
Climate change is posing new challenges to crop-related concerns, including food insecurity, supply stability, and economic planning. Accurately predicting crop yields is crucial for addressing these challenges.
Joshua Fan   +4 more
semanticscholar   +1 more source

Crop yield prediction algorithm (CYPA) in precision agriculture based on IoT techniques and climate changes

open access: yesNeural computing & applications (Print), 2023
Agriculture faces a significant challenge in predicting crop yields, a critical aspect of decision-making at international, regional, and local levels. Crop yield prediction utilizes soil, climatic, environmental, and crop traits extracted via decision ...
Fatma M. Talaat
semanticscholar   +1 more source

Soybean photosynthesis and crop yield are improved by accelerating recovery from photoprotection

open access: yesScience, 2022
Crop leaves in full sunlight dissipate damaging excess absorbed light energy as heat. This protective dissipation continues after the leaf transitions to shade, reducing crop photosynthesis.
A. P. de Souza   +9 more
semanticscholar   +1 more source

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