Transdisciplinary Graduate Training in Predictive Plant Phenomics [PDF]
Novel methods to increase crop productivity are required to meet anticipated demands for food, feed, fiber, and fuel. It is becoming feasible to use modern sensors and data analysis techniques for predicting plant growth and productivity based on genomic,
Carolyn J. Lawrence-Dill +6 more
doaj +3 more sources
Editorial: Plant Phenotyping and Phenomics for Plant Breeding [PDF]
A major challenge for food production in the coming decades is to meet the food demands of a growing population (Beddington, 2010). The difficulty of expanding agricultural land, along with the effect of climate change and the increase in world population are the current societal changes that make necessary to accelerate research to improve yield ...
Gustavo A. Lobos +5 more
doaj +5 more sources
Plant Phenomics, From Sensors to Knowledge [PDF]
Major improvements in crop yield are needed to keep pace with population growth and climate change. While plant breeding efforts have greatly benefited from advances in genomics, profiling the crop phenome (i.e., the structure and function of plants) associated with allelic variants and environments remains a major technical bottleneck. Here, we review
Tardieu, Francois +3 more
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Imaging Sensor-Based High-Throughput Measurement of Biomass Using Machine Learning Models in Rice
Phenomics technologies have advanced rapidly in the recent past for precision phenotyping of diverse crop plants. High-throughput phenotyping using imaging sensors has been proven to fetch more informative data from a large population of genotypes than ...
Allimuthu Elangovan +15 more
doaj +1 more source
Smoothing and extraction of traits in the growth analysis of noninvasive phenotypic data
Background Non-destructive high-throughput plant phenotyping is becoming increasingly used and various methods for growth analysis have been proposed. Traditional longitudinal or repeated measures analyses that model growth using statistical models are ...
Chris Brien +4 more
doaj +1 more source
Phenomics based prediction of plant biomass and leaf area in wheat using machine learning approaches
IntroductionPhenomics has emerged as important tool to bridge the genotype-phenotype gap. To dissect complex traits such as highly dynamic plant growth, and quantification of its component traits over a different growth phase of plant will immensely help
Biswabiplab Singh +14 more
doaj +1 more source
Sensor-based phenotyping of above-ground plant-pathogen interactions
Plant pathogens cause yield losses in crops worldwide. Breeding for improved disease resistance and management by precision agriculture are two approaches to limit such yield losses.
Florian Tanner +5 more
doaj +1 more source
Development of an Image Analysis Pipeline to Estimate Sphagnum Colony Density in the Field
Sphagnum peatmosses play an important part in water table management of many peatland ecosystems. Keeping the ecosystem saturated, they slow the breakdown of organic matter and release of greenhouse gases, facilitating peatland’s function as a carbon ...
Willem Q. M. van de Koot +4 more
doaj +1 more source
Plant photosynthesis phenomics data quality control [PDF]
AbstractMotivation: Plant phenomics, the collection of large-scale plant phenotype data, is growing exponentially. The resources have become essential component of modern plant science. Such complex datasets are critical for understanding the mechanisms governing energy intake and storage in plants, and this is essential for improving crop productivity.
Lei, Xu +4 more
openaire +2 more sources
POEAS: Automated Plant Phenomic Analysis Using Plant Ontology [PDF]
Biological enrichment analysis using gene ontology (GO) provides a global overview of the functional role of genes or proteins identified from large-scale genomic or proteomic experiments. Phenomic enrichment analysis of gene lists can provide an important layer of information as well as cellular components, molecular functions, and biological ...
Khader Shameer +3 more
openaire +4 more sources

