Machine learning in plant science and plant breeding
Technological developments have revolutionized measurements on plant genotypes and
phenotypes, leading to routine production of large, complex data sets. This has led to …
phenotypes, leading to routine production of large, complex data sets. This has led to …
Accelerating crop genetic gains with genomic selection
Key message Genomic prediction based on additive genetic effects can accelerate genetic
gain. There are opportunities for further improvement by including non-additive effects that …
gain. There are opportunities for further improvement by including non-additive effects that …
Breeding for drought and heat tolerance in wheat
P Langridge, M Reynolds - Theoretical and Applied Genetics, 2021 - Springer
Key message Many approaches have been adopted to enhance the heat and drought
tolerance of wheat with mixed success. An assessment of the relative merits of different …
tolerance of wheat with mixed success. An assessment of the relative merits of different …
[HTML][HTML] Artificial cognition for applications in smart agriculture: A comprehensive review
Abstract Agriculture contributes to 6.4% of the entire world's economic production. In at least
nine countries of the world, agriculture is the dominant sector of the economy. Agriculture not …
nine countries of the world, agriculture is the dominant sector of the economy. Agriculture not …
Breeding crops for drought-affected environments and improved climate resilience
M Cooper, CD Messina - The Plant Cell, 2023 - academic.oup.com
Breeding climate-resilient crops with improved levels of abiotic and biotic stress resistance
as a response to climate change presents both opportunities and challenges. Applying the …
as a response to climate change presents both opportunities and challenges. Applying the …
Enhancing genetic gain through genomic selection: from livestock to plants
Although long-term genetic gain has been achieved through increasing use of modern
breeding methods and technologies, the rate of genetic gain needs to be accelerated to …
breeding methods and technologies, the rate of genetic gain needs to be accelerated to …
A transfer learning-based artificial intelligence model for leaf disease assessment
The paddy crop is the most essential and consumable agricultural produce. Leaf disease
impacts the quality and productivity of paddy crops. Therefore, tackling this issue as early as …
impacts the quality and productivity of paddy crops. Therefore, tackling this issue as early as …
Breeding beyond monoculture: Putting the “intercrop” into crops
Intercropping is both a well-established and yet novel agricultural practice, depending on
one's perspective. Such perspectives are principally governed by geographic location and …
one's perspective. Such perspectives are principally governed by geographic location and …
Tackling G× E× M interactions to close on-farm yield-gaps: creating novel pathways for crop improvement by predicting contributions of genetics and management to …
Key message Climate change and Genotype-by-Environment-by-Management interactions
together challenge our strategies for crop improvement. Research to advance prediction …
together challenge our strategies for crop improvement. Research to advance prediction …
Enviromics in breeding: applications and perspectives on envirotypic-assisted selection
Key message We propose the application of enviromics to breeding practice, by which the
similarity among sites assessed on an “omics” scale of environmental attributes drives the …
similarity among sites assessed on an “omics” scale of environmental attributes drives the …