Smart breeding driven by big data, artificial intelligence, and integrated genomic-enviromic prediction

Y Xu, X Zhang, H Li, H Zheng, J Zhang, MS Olsen… - Molecular Plant, 2022 - cell.com
The first paradigm of plant breeding involves direct selection-based phenotypic observation,
followed by predictive breeding using statistical models for quantitative traits constructed …

Crop phenomics and high-throughput phenoty**: past decades, current challenges, and future perspectives

W Yang, H Feng, X Zhang, J Zhang, JH Doonan… - Molecular plant, 2020 - cell.com
Since whole-genome sequencing of many crops has been achieved, crop functional
genomics studies have stepped into the big-data and high-throughput era. However …

A physio-morphological trait-based approach for breeding drought tolerant wheat

K Khadka, HJ Earl, MN Raizada, A Navabi - Frontiers in plant science, 2020 - frontiersin.org
In the past, there have been drought events in different parts of the world, which have
negatively influenced the productivity and production of various crops including wheat …

Accelerating climate resilient plant breeding by applying next-generation artificial intelligence

AL Harfouche, DA Jacobson, D Kainer, JC Romero… - Trends in …, 2019 - cell.com
Breeding crops for high yield and superior adaptability to new and variable climates is
imperative to ensure continued food security, biomass production, and ecosystem services …

Machine learning in plant science and plant breeding

ADJ van Dijk, G Kootstra, W Kruijer, D de Ridder - Iscience, 2021 - cell.com
Technological developments have revolutionized measurements on plant genotypes and
phenotypes, leading to routine production of large, complex data sets. This has led to …

Genebank genomics bridges the gap between the conservation of crop diversity and plant breeding

M Mascher, M Schreiber, U Scholz, A Graner, JC Reif… - Nature …, 2019 - nature.com
Genebanks have the long-term mission of preserving plant genetic resources as an
agricultural legacy for future crop improvement. Operating procedures for seed storage and …

Advances in optical phenoty** of cereal crops

D Sun, K Robbins, N Morales, Q Shu, H Cen - Trends in plant science, 2022 - cell.com
Optical sensors and sensing-based phenoty** techniques have become mainstream
approaches in high-throughput phenoty** for improving trait selection and genetic gains …

Plant genotype to phenotype prediction using machine learning

MF Danilevicz, M Gill, R Anderson, J Batley… - Frontiers in …, 2022 - frontiersin.org
Genomic prediction tools support crop breeding based on statistical methods, such as the
genomic best linear unbiased prediction (GBLUP). However, these tools are not designed to …

[HTML][HTML] Satellite-enabled enviromics to enhance crop improvement

RT Resende, L Hickey, CH Amaral, LL Peixoto… - Molecular Plant, 2024 - cell.com
Enviromics refers to the characterization of micro-and macroenvironments based on large-
scale environmental datasets. By providing genotypic recommendations with predictive …

Digital healthcare framework for patients with disabilities based on deep federated learning schemes

A Lakhan, H Hamouda, KH Abdulkareem… - Computers in Biology …, 2024 - Elsevier
Utilizing digital healthcare services for patients who use wheelchairs is a vital and effective
means to enhance their healthcare. Digital healthcare integrates various healthcare …