[HTML][HTML] 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 …

[HTML][HTML] Designing future crops: genomics-assisted breeding comes of age

RK Varshney, A Bohra, J Yu, A Graner, Q Zhang… - Trends in Plant …, 2021 - cell.com
Over the past decade, genomics-assisted breeding (GAB) has been instrumental in
harnessing the potential of modern genome resources and characterizing and exploiting …

[HTML][HTML] Crop phenomics and high-throughput phenotyping: 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 …

[HTML][HTML] Deep learning based computer vision approaches for smart agricultural applications

VG Dhanya, A Subeesh, NL Kushwaha… - Artificial Intelligence in …, 2022 - Elsevier
The agriculture industry is undergoing a rapid digital transformation and is growing powerful
by the pillars of cutting-edge approaches like artificial intelligence and allied technologies …

[HTML][HTML] Conventional and molecular techniques from simple breeding to speed breeding in crop plants: recent advances and future outlook

S Ahmar, RA Gill, KH Jung, A Faheem… - International journal of …, 2020 - mdpi.com
In most crop breeding programs, the rate of yield increment is insufficient to cope with the
increased food demand caused by a rapidly expanding global population. In plant breeding …

Breeding crops to feed 10 billion

LT Hickey, A N. Hafeez, H Robinson, SA Jackson… - Nature …, 2019 - nature.com
Crop improvements can help us to meet the challenge of feeding a population of 10 billion,
but can we breed better varieties fast enough? Technologies such as genotyping, marker …

High-throughput estimation of crop traits: A review of ground and aerial phenotyping platforms

X Jin, PJ Zarco-Tejada, U Schmidhalter… - … and Remote Sensing …, 2020 - ieeexplore.ieee.org
Crop yields need to be improved in a sustainable manner to meet the expected worldwide
increase in population over the coming decades as well as the effects of anticipated climate …

[HTML][HTML] Application of machine learning algorithms in plant breeding: predicting yield from hyperspectral reflectance in soybean

M Yoosefzadeh-Najafabadi, HJ Earl, D Tulpan… - Frontiers in plant …, 2021 - frontiersin.org
Recent substantial advances in high-throughput field phenotyping have provided plant
breeders with affordable and efficient tools for evaluating a large number of genotypes for …

[HTML][HTML] Beat the stress: breeding for climate resilience in maize for the tropical rainfed environments

BM Prasanna, JE Cairns, PH Zaidi, Y Beyene… - Theoretical and Applied …, 2021 - Springer
Key message Intensive public sector breeding efforts and public-private partnerships have
led to the increase in genetic gains, and deployment of elite climate-resilient maize cultivars …

[图书][B] Melhoramento de plantas

A Borém, GV Miranda, R Fritsche-Neto - 2021 - books.google.com
De seu início rudimentar, com a seleção de sementes pelos primeiros agricultores, às mais
novas técnicas com o uso da biotecnologia, como marcadores moleculares …