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 …

Applications of artificial intelligence in climate-resilient smart-crop breeding

MHU Khan, S Wang, J Wang, S Ahmar… - International Journal of …, 2022 - mdpi.com
Recently, Artificial intelligence (AI) has emerged as a revolutionary field, providing a great
opportunity in shaping modern crop breeding, and is extensively used indoors for plant …

Multi-omics revolution to promote plant breeding efficiency

U Mahmood, X Li, Y Fan, W Chang, Y Niu, J Li… - Frontiers in Plant …, 2022 - frontiersin.org
Crop production is the primary goal of agricultural activities, which is always taken into
consideration. However, global agricultural systems are coming under increasing pressure …

Recent advances in artificial intelligence, mechanistic models, and speed breeding offer exciting opportunities for precise and accelerated genomics‐assisted …

JA Bhat, X Feng, ZA Mir, A Raina… - Physiologia …, 2023 - Wiley Online Library
Given the challenges of population growth and climate change, there is an urgent need to
expedite the development of high‐yielding stress‐tolerant crop cultivars. While traditional …

Crop breeding for a changing climate: Integrating phenomics and genomics with bioinformatics

JI Marsh, H Hu, M Gill, J Batley, D Edwards - Theoretical and Applied …, 2021 - Springer
Key message Safeguarding crop yields in a changing climate requires bioinformatics
advances in harnessing data from vast phenomics and genomics datasets to translate …

Integrating speed breeding with artificial intelligence for developing climate-smart crops

KK Rai - Molecular biology reports, 2022 - Springer
Introduction In climate change, breeding crop plants with improved productivity,
sustainability, and adaptability has become a daunting challenge to ensure global food …

PANOMICS meets germplasm

W Weckwerth, A Ghatak, A Bellaire… - Plant Biotechnology …, 2020 - Wiley Online Library
Genotyping‐by‐sequencing has enabled approaches for genomic selection to improve
yield, stress resistance and nutritional value. More and more resource studies are emerging …

[HTML][HTML] Advancing designer crops for climate resilience through an integrated genomics approach

NSM Saad, TX Neik, WJW Thomas, JC Amas… - Current Opinion in Plant …, 2022 - Elsevier
Climate change and exponential population growth are exposing an immediate need for
developing future crops that are highly resilient and adaptable to changing environments to …

[HTML][HTML] Machine learning approaches for crop improvement: Leveraging phenotypic and genotypic big data

H Tong, Z Nikoloski - Journal of plant physiology, 2021 - Elsevier
Highly efficient and accurate selection of elite genotypes can lead to dramatic shortening of
the breeding cycle in major crops relevant for sustaining present demands for food, feed …

Biotechnological and digital revolution for climate-smart plant breeding

F Taranto, A Nicolia, S Pavan, P De Vita, N D'Agostino - Agronomy, 2018 - mdpi.com
Climate change, associated with global warming, extreme weather events, and increasing
incidence of weeds, pests and pathogens, is strongly influencing major cropping systems. In …