Label-efficient learning in agriculture: A comprehensive review

J Li, D Chen, X Qi, Z Li, Y Huang, D Morris… - … and Electronics in …, 2023 - Elsevier
The past decade has witnessed many great successes of machine learning (ML) and deep
learning (DL) applications in agricultural systems, including weed control, plant disease …

Crop genomic selection with deep learning and environmental data: A survey

S Jubair, M Domaratzki - Frontiers in Artificial Intelligence, 2023 - frontiersin.org
Machine learning techniques for crop genomic selections, especially for single-environment
plants, are well-developed. These machine learning models, which use dense genome …

[HTML][HTML] Gxenet: Novel fully connected neural network based approaches to incorporate gxe for predicting wheat yield

S Jubair, O Tremblay-Savard, M Domaratzki - Artificial Intelligence in …, 2023 - Elsevier
The expression of quantitative traits of a line of a crop depends on its genetics, the
environment where it is sown and the interaction between the genetic information and the …

A review of multimodal deep learning methods for genomic-enabled prediction in plant breeding

OA Montesinos-López, M Chavira-Flores… - Genetics, 2024 - academic.oup.com
Deep learning methods have been applied when working to enhance the prediction
accuracy of traditional statistical methods in the field of plant breeding. Although deep …

Big data and artificial intelligence‐aided crop breeding: Progress and prospects

W Zhu, W Li, H Zhang, L Li - Journal of Integrative Plant Biology, 2024 - Wiley Online Library
The past decade has witnessed rapid developments in gene discovery, biological big data
(BBD), artificial intelligence (AI)‐aided technologies, and molecular breeding. These …

[PDF][PDF] A review of multimodal deep learning methods for genomic-enabled prediction in plant breeding

HH Li, R Fritsche-Neto, K Al-Nowibet… - 2024 - researchgate.net
Deep learning methods have been applied when working to enhance the prediction
accuracy of traditional statistical methods in the field of plant breeding. Although deep …

[PDF][PDF] Exploratory Research on Global Warming and Weather Data Simulation for Increased Sustainability or Resilience to Hazards Induced by a Changing Climate

G Siwach - International Journal of Simulation--Systems, Science …, 2023 - researchgate.net
This research explores the rise in global surface temperature of planet earth. This analysis
combines the granular details contributing to the impact of climate change by observing the …

The CropGPT project: Call for a global, coordinated effort in precision design breeding driven by AI using biological big data

W Zhu, R Han, X Shang, T Zhou, C Liang, X Qin… - Molecular Plant, 2024 - cell.com
Since the beginning of humanity, people have been seeking practical solutions to 25 meet
their most basic need: food. The advent of agriculture greatly increased the food 26 supply …