High Throughput Plant Phenotyping
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High Throughput Plant Phenotyping
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Author : Argelia Lorence
language : en
Publisher: Springer Nature
Release Date : 2022-07-27
High Throughput Plant Phenotyping written by Argelia Lorence and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-27 with Science categories.
This volume looks at a collection of the latest techniques used to quantify the genome-by-environment-by-management (GxExM) interactions in a variety of model and plant crops. The chapters in this book are organized into five parts. Part One discusses high-throughput plant phenotyping (HTPP) protocols for plants growing under controlled conditions. Part Two present novel algorithms for extracting data from seed images, color analysis from fruits, and other digital readouts from 2D objects. Part Three covers molecular imaging protocols using PET and X-ray approaches, and Part Four presents a collection of HTPP techniques for crops growing under field conditions. The last part focuses on molecular analysis, metabolomics, network analysis, and statistical methods for the quantitative genetic analysis of HTP data. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and tips on troubleshooting and avoiding known pitfalls. Cutting-edge and practical, High-Throughput Plant Phenotyping: Review and Protocols is a valuable resource for both novice and expert researchers looking to learn more about this important field. Chapter 21 is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.
High Throughput Crop Phenotyping
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Author : Jianfeng Zhou
language : en
Publisher: Springer Nature
Release Date : 2021-07-17
High Throughput Crop Phenotyping written by Jianfeng Zhou and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-17 with Science categories.
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.
High Throughput Plant Metabolomics
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Author : Jen-Tsung Chen
language : en
Publisher: CABI
Release Date : 2025-06-27
High Throughput Plant Metabolomics written by Jen-Tsung Chen and has been published by CABI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-27 with Technology & Engineering categories.
This book summarizes the current achievements of metabolomics in revealing the roles of primary and secondary metabolisms of plants both used as major crops and for the production of medicines. It presents methods and applications of metabolomics for the exploration of stress responses, which may pave the way for obtaining climate-smart and stress-tolerant crops able to face biotic and abiotic stressors in a globally-changing climate. These technologies can advance the exploration of plant physiology as well as precision crop breeding for future anti-stress, high-quality, and high-yield plants and in doing so can achieve sustainable agriculture and therefore support the Sustainable Development Goals, the Paris Agreement, and the vision of sustainable agriculture. This book is an ideal reference for students, researchers, teachers, professors, and experts in the field of plant science and crop breeding. It provides an effective overview of the critical topic of plant science and will help to inspire and assist researchers as they design new experiments and methods.
Intelligent Image Analysis For Plant Phenotyping
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Author : Ashok Samal
language : en
Publisher: CRC Press
Release Date : 2020-10-21
Intelligent Image Analysis For Plant Phenotyping written by Ashok Samal and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-21 with Computers categories.
Domesticated crops are the result of artificial selection for particular phenotypes or, in some cases, natural selection for an adaptive trait. Plant traits can be identified through image-based plant phenotyping, a process that was, until recently, strenous and time-consuming. Intelligent Image Analysis for Plant Phenotyping reviews information on time-saving techniques, using computer vision and imaging technologies. These methodologies provide an automated, non-invasive, and scalable mechanism by which to define and collect plant phenotypes. Beautifully illustrated, with numerous color images, the book focuses on phenotypes measured from individual plants under controlled experimental conditions, which are widely available in high-throughput systems. Features: Presents methodologies for image processing, including data-driven and machine learning techniques for plant phenotyping. Features information on advanced techniques for extracting phenotypes through images and image sequences captured in a variety of modalities. Includes real-world scientific problems, including predicting yield by modeling interactions between plant data and environmental information. Discusses the challenge of translating images into biologically informative quantitative phenotypes. A practical resource for students, researchers, and practitioners, this book is invaluable for those working in the emerging fields at the intersection of computer vision and plant sciences.
Plant Phenotyping And Phenomics For Plant Breeding
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Author : Gustavo A. Lobos
language : en
Publisher: Frontiers Media SA
Release Date : 2018-08-16
Plant Phenotyping And Phenomics For Plant Breeding written by Gustavo A. Lobos and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-16 with categories.
As a consequence of the global climate change, both the reduction on yield potential and the available surface area of cultivated species will compromise the production of food needed for a constant growing population. There is consensus about the significant gap between world food consumption projected for the coming decades and the expected crop yield-improvements, which are estimated to be insufficient to meet the demand. The complexity of this scenario will challenge breeders to develop cultivars that are better adapted to adverse environmental conditions, therefore incorporating a new set of morpho-physiological and physico-chemical traits; a large number of these traits have been found to be linked to heat and drought tolerance. Currently, the only reasonable way to satisfy all these demands is through acquisition of high-dimensional phenotypic data (high-throughput phenotyping), allowing researchers with a holistic comprehension of plant responses, or ‘Phenomics’. Phenomics is still under development. This Research Topic aims to be a contribution to the progress of methodologies and analysis to help understand the performance of a genotype in a given environment.
Phenomics In Crop Plants Trends Options And Limitations
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Author : Jitendra Kumar
language : en
Publisher: Springer
Release Date : 2015-03-05
Phenomics In Crop Plants Trends Options And Limitations written by Jitendra Kumar and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-03-05 with Science categories.
Identification of desirable genotypes with traits of interest is discernible for making genetic improvement of crop plants. In this direction, screening of a large number of germplasm for desirable traits and transfer of identified traits into agronomic backgrounds through recombination breeding is the common breeding approach. Although visual screening is easier for qualitative traits, its use is not much effective for quantitative traits and also for those, which are difficult to score visually. Therefore, it is imperative to phenotype the germplasm accessions and breeding materials precisely using high throughput phenomics tools for challenging and complex traits under natural, controlled and harsh environmental conditions. Realizing the importance of phenotyping data towards identification and utilization of a germplasm as donors, global scientific community has exerted increased focus on advancing phenomics in crop plants leading to development of a number of techniques and methodologies for screening of agronomic, physiological, and biochemical traits. These technologies have now become much advanced and entered the era of digital science. This book provides exhaustive information on various aspects related to phenotyping of crop plants and offers a most comprehensive reference on the developments made in traditional and high throughput phenotyping of agricultural crops.
Phenotyping For Plant Breeding
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Author : Siva Kumar Panguluri
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-10-09
Phenotyping For Plant Breeding written by Siva Kumar Panguluri and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-10-09 with Science categories.
Plant phenotyping is the thorough assessment of plant traits such as growth, development, adaptation, yield, quality, tolerance, resistance, architecture, and the basic measurement of individual quantitative parameters that form the basis for understanding of traits. Genetic approaches to understand plant growth and development have always benefitted from phenotyping techniques that are simple, rapid and measurable in units. The forward genetics approach is all about understanding the trait inheritance using the phenotypic data and in most cases it is the mutant phenotypes that formed the basis for understanding of gene functions. With rapid advancement of genotyping techniques, high throughput genotyping has become a reality at costs people never imagined to be that low, but the phenotypic methods did not receive same attention. However, without quality phenotyping data the genotyping data cannot be effectively put to use in plant improvement. Therefore efforts are underway to develop high-throughput phenotyping methods in plants to keep pace with revolutionary advancement in genotyping techniques to enhance the efficiency of crop improvement programs. Keeping this in mind, we described in this book the best phenomic tools available for trait improvement in some of the world’s most important crop plants.
Analysis Of Hyperspectral Images For High Throughput Plant Phenotyping
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Author : Mohd Shahrimie Moh Asaari
language : en
Publisher:
Release Date : 2019
Analysis Of Hyperspectral Images For High Throughput Plant Phenotyping written by Mohd Shahrimie Moh Asaari and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.
High Throughput Phenotyping In Plants
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Author : Jennifer Normanly
language : en
Publisher: Humana Press
Release Date : 2012-08-15
High Throughput Phenotyping In Plants written by Jennifer Normanly and has been published by Humana Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-08-15 with Science categories.
Genetic approaches to understanding plant growth and development have always benefitted from screens that are simple, quantitative and rapid. Visual screens and morphometric analysis have yielded a plethora of interesting mutants and traits that have provided insight into complex regulatory pathways, and yet many genes within any given plant genome remain undefined. The premise underlying High Throughput Phenotyping in Plants: Methods and Protocols is that the higher the resolution of the phenotype analysis the more likely that new genes and complex interactions will be revealed. The methods described in this volume can be generally classified as quantitative profiling of cellular components, ranging from ions to small molecule metabolites and nuclear DNA, or image capture that ranges in resolution from chlorophyll fluorescence from leaves and time-lapse images of seedling shoots and roots to individual plants within a population at a field site. Written in the successful Methods in Molecular BiologyTM series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible protocols, and notes on troubleshooting and avoiding known pitfalls. Authoritative and easily accessible, High Throughput Phenotyping in Plants: Methods and Protocols serves as an invaluable guide to plant researchers and all scientists who wish to better understand plant growth and development.
Autonomous Robotic System For High Throughput Plant Phenotyping Width Estimation In Agricultural Fields
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Author : Anwesa Choudhuri
language : en
Publisher:
Release Date : 2019
Autonomous Robotic System For High Throughput Plant Phenotyping Width Estimation In Agricultural Fields written by Anwesa Choudhuri and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.