High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain, Volume II - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain, Volume II write by Andreas Hund. This book was released on 2024-03-01. High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain, Volume II available in PDF, EPUB and Kindle. This Research Topic is part of the High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain series. The discipline of “High Throughput Field Phenotyping” (HTFP) has gained momentum in the last decade. HTFP includes a wide range of disciplines such as plant science, agronomy, remote sensing, and genetics; as well as biochemistry, imaging, computation, agricultural engineering, and robotics. High throughput technologies have substantially increased our ability to monitor and quantify field experiments and breeding nurseries at multiple scales. HTFP technology can not only rapidly and cost-effectively replace tedious and subjective ratings in the field, but can also unlock the potential of new, latent phenotypes representing underlying biological function. These advances have also provided the ability to follow crop growth and development across seasons at high and previously inaccessible spatial and temporal resolutions. By combining these data with measurements of all environmental factors affecting plant growth and yield (“Envirotyping”), genotypic-specific reaction norms and phenotypic plasticity may be elucidated.
High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain
High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain write by Urs Schmidhalter. This book was released on 2021-08-10. High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain available in PDF, EPUB and Kindle.
High-Throughput Crop Phenotyping
High-Throughput Crop Phenotyping - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook High-Throughput Crop Phenotyping write by Jianfeng Zhou. This book was released on 2021-07-17. High-Throughput Crop Phenotyping available in PDF, EPUB and Kindle. This book provides an overview of the innovations in crop phenotyping using emerging technologies, i.e., high-throughput crop phenotyping technology, including its concept, importance, breakthrough and applications in different crops and environments. Emerging technologies in sensing, machine vision and high-performance computing are changing the world beyond our imagination. They are also becoming the most powerful driver of the innovation in agriculture technology, including crop breeding, genetics and management. It includes the state of the art of technologies in high-throughput phenotyping, including advanced sensors, automation systems, ground-based or aerial robotic systems. It also discusses the emerging technologies of big data processing and analytics, such as advanced machine learning and deep learning technologies based on high-performance computing infrastructure. The applications cover different organ levels (root, shoot and seed) of different crops (grains, soybean, maize, potato) at different growth environments (open field and controlled environments). With the contribution of more than 20 world-leading researchers in high-throughput crop phenotyping, the authors hope this book provides readers the needed information to understand the concept, gain the insides and create the innovation of high-throughput phenotyping technology.
Accelerated Plant Breeding, Volume 2
Accelerated Plant Breeding, Volume 2 - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Accelerated Plant Breeding, Volume 2 write by Satbir Singh Gosal. This book was released on 2020-09-03. Accelerated Plant Breeding, Volume 2 available in PDF, EPUB and Kindle. Plant improvement has shifted its focus from yield, quality and disease resistance to factors that will enhance commercial export, such as early maturity, shelf life and better processing quality. Conventional plant breeding methods aiming at the improvement of a self-pollinating crop, such as wheat, usually take 10-12 years to develop and release of the new variety. During the past 10 years, significant advances have been made and accelerated methods have been developed for precision breeding and early release of crop varieties. This edited volume summarizes concepts dealing with germplasm enhancement and development of improved varieties based on innovative methodologies that include doubled haploidy, marker assisted selection, marker assisted background selection, genetic mapping, genomic selection, high-throughput genotyping, high-throughput phenotyping, mutation breeding, reverse breeding, transgenic breeding, shuttle breeding, speed breeding, low cost high-throughput field phenotyping, etc. It is an important reference with special focus on accelerated development of improved crop varieties.
Integrating High-throughput Phenotyping, Genomic Selection, and Spatial Analysis for Plant Breeding and Management
Integrating High-throughput Phenotyping, Genomic Selection, and Spatial Analysis for Plant Breeding and Management - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Integrating High-throughput Phenotyping, Genomic Selection, and Spatial Analysis for Plant Breeding and Management write by Margaret Rose Krause. This book was released on 2019. Integrating High-throughput Phenotyping, Genomic Selection, and Spatial Analysis for Plant Breeding and Management available in PDF, EPUB and Kindle. Recent advances in high-throughput phenotyping, genomics, and precision agriculture have provided plant breeders and farmers with a wealth of information on the growth and development of crop plants. Methods for effectively leveraging these data resources are needed in order to drive genetic gain in breeding programs and to increase efficiency in farming systems. Three novel approaches for the development and management of high yielding, adapted crop varieties are presented. First, aerial hyperspectral reflectance phenotypes of bread wheat (Triticum aestivum L.) were used to develop relationship matrices for the prediction of grain yield within and across environments with genomic selection. Multi-kernel models combining marker/pedigree information with hyperspectral reflectance phenotypes gave the highest accuracies overall; however, improvements in accuracy over single-kernel marker- and pedigree-based models were reduced when correcting for days to heading. Second, aerial phenotypes collected on small, unreplicated plots representing the seed limited stage of wheat breeding programs were evaluated for their potential use as selection criteria for improving grain yield. The aerial phenotypes were shown to be heritable and positively correlated with grain yield measurements evaluated in replicated yield trials. Results also suggest that selection on aerial phenotypes at the seed-limited stage would cause a directional response in phenology due to confounding of those traits. Lastly, on-farm trials were conducted in collaboration with the New York Corn and Soybean Growers Association to identify optimal planting rates for corn (Zea mays L.) and soybean (Glycine max L.) given the underlying spatial variability of the soil and topographical characteristics of the fields. A random forest regression-based approach was created to develop variable rate planting designs for maximizing yields.
