[HTML][HTML] The potential of remote sensing and artificial intelligence as tools to improve the resilience of agriculture production systems
Modern agriculture and food production systems are facing increasing pressures from
climate change, land and water availability, and, more recently, a pandemic. These factors …
climate change, land and water availability, and, more recently, a pandemic. These factors …
High-throughput plant phenotyping platform (HT3P) as a novel tool for estimating agronomic traits from the lab to the field
Food scarcity, population growth, and global climate change have propelled crop yield
growth driven by high-throughput phenotyping into the era of big data. However, access to …
growth driven by high-throughput phenotyping into the era of big data. However, access to …
Unoccupied aerial systems imagery for phenotyping in cotton, maize, soybean, and wheat breeding
High‐throughput phenotyping (HTP) with unoccupied aerial systems (UAS), consisting of
unoccupied aerial vehicles (UAV; or drones) and sensor (s), is an increasingly promising …
unoccupied aerial vehicles (UAV; or drones) and sensor (s), is an increasingly promising …
Plant genotype to phenotype prediction using machine learning
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 …
genomic best linear unbiased prediction (GBLUP). However, these tools are not designed to …
Phenotypic plasticity in plant height shaped by interaction between genetic loci and diurnal temperature range
Phenotypic plasticity is observed widely in plants and often studied with reaction norms for
adult plant or end‐of‐season traits. Uncovering genetic, environmental and developmental …
adult plant or end‐of‐season traits. Uncovering genetic, environmental and developmental …
Temporal vegetation indices and plant height from remotely sensed imagery can predict grain yield and flowering time breeding value in maize via machine learning …
Unoccupied aerial system (UAS; ie, drone equipped with sensors) field-based high-
throughput phenotyping (HTP) platforms are used to collect high quality images of plant …
throughput phenotyping (HTP) platforms are used to collect high quality images of plant …
AirMeasurer: open‐source software to quantify static and dynamic traits derived from multiseason aerial phenotyping to empower genetic mapping studies in rice
G Sun, H Lu, Y Zhao, J Zhou, R Jackson… - New …, 2022 - Wiley Online Library
Low‐altitude aerial imaging, an approach that can collect large‐scale plant imagery, has
grown in popularity recently. Amongst many phenotyping approaches, unmanned aerial …
grown in popularity recently. Amongst many phenotyping approaches, unmanned aerial …
Time series canopy phenotyping enables the identification of genetic variants controlling dynamic phenotypes in soybean
D Li, D Bai, Y Tian, YH Li, C Zhao… - Journal of integrative …, 2023 - Wiley Online Library
Advances in plant phenotyping technologies are dramatically reducing the marginal costs of
collecting multiple phenotypic measurements across several time points. Yet, most current …
collecting multiple phenotypic measurements across several time points. Yet, most current …
A UAV‐based high‐throughput phenotyping approach to assess time‐series nitrogen responses and identify trait‐associated genetic components in maize
E Rodene, G Xu, S Palali Delen, X Zhao… - The Plant Phenome …, 2022 - Wiley Online Library
Advancements in the use of genome‐wide markers have provided unprecedented
opportunities for dissecting the genetic components that control phenotypic trait variation …
opportunities for dissecting the genetic components that control phenotypic trait variation …
Phenomic data-driven biological prediction of maize through field-based high-throughput phenotyping integration with genomic data
High-throughput phenotyping (HTP) has expanded the dimensionality of data in plant
research; however, HTP has resulted in few novel biological discoveries to date. Field …
research; however, HTP has resulted in few novel biological discoveries to date. Field …