Remote Sensing For Field Based Crop Phenotyping

Author : Jiangang Liu,Zhenjiang Zhou,Bo Li
Publisher : Frontiers Media SA
Page : 274 pages
File Size : 43,6 Mb
Release : 2024-02-12
Category : Science
ISBN : 9782832544303

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Remote Sensing for Field-based Crop Phenotyping by Jiangang Liu,Zhenjiang Zhou,Bo Li Pdf

Dynamic monitoring of crop phenotypic traits (e.g., LAI, plant height, biomass, nitrogen, yield et al.) is essential for exploring crop growth patterns, breeding new varieties, and determining optimized strategies for crop management. Traditional methods for determining crop phenotypic traits are mainly based on field sampling, handheld instrument measurement, and mechanized high-throughput platforms, which are time-consuming, and have low efficiency and incomplete spatial coverage. The development of crop science requires more rapid and accurate access to field-based crop phenotypes. Remote sensing provides a novel solution to quantify crop structural and functional traits in a timely, rapid, non-invasive and efficient manner. With the development of burgeoning remote sensing sensors and diversified algorithms, a range of crop phenotypic traits have been determined, including morphological parameters, spectral and textural characteristics, physiological traits, and responses to abiotic/biotic stresses in different environments. In addition, research advances in varying disciplines beyond agricultural sciences, such as engineering, computer science, molecular biology, and bioinformatics, have brought new opportunities for further development of remote sensing-based methods and technologies to gain more quantitative information on crop structure and function in complex environments

Author : Jianfeng Zhou,Henry T. Nguyen
Publisher : Springer Nature
Page : 249 pages
File Size : 44,9 Mb
Release : 2021-07-17
Category : Science
ISBN : 9783030737344

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High-Throughput Crop Phenotyping by Jianfeng Zhou,Henry T. Nguyen Pdf

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.

Author : Thomas Miedaner,Viktor Korzun
Publisher : Woodhead Publishing
Page : 380 pages
File Size : 50,8 Mb
Release : 2018-11-19
Category : Technology & Engineering
ISBN : 9780081022139

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Applications of Genetic and Genomic Research in Cereals by Thomas Miedaner,Viktor Korzun Pdf

Applications of Genetic and Genomic Research in Cereals covers new techniques for practical breeding, also discussing genetic and genomic approaches for improving special traits. Additional sections cover drought tolerance, biotic stress, biomass production, the impact of modern techniques on practical breeding, hybrid breeding, genetic diversity, and genomic selection. Written by an international team of top academics and edited by an expert in the field, this book will be of value to academics working in the agricultural sciences and essential reading for professionals working in plant breeding. Provides in-depth and comprehensive coverage of a rapidly developing field Presents techniques used in genetic and genomics research, with coverage of genotyping, gene cloning, genome editing and engineering and phenotyping in various cereals Includes the latest genetic and genomic approaches for improving special traits - drought tolerance, biotic stress and biomass production Covers breeding practices, with chapters on the genetic diversity of wheat, hybrid breeding and the potential of rye and barley crops

Author : Urs Schmidhalter,Kelly R. Thorp,Andreas Hund,Alison L. Thompson,Duke Pauli
Publisher : Frontiers Media SA
Page : 399 pages
File Size : 43,5 Mb
Release : 2021-08-10
Category : Science
ISBN : 9782889711598

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High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain by Urs Schmidhalter,Kelly R. Thorp,Andreas Hund,Alison L. Thompson,Duke Pauli Pdf

Author : Ankush Prashar,Lindsey Compton,Martina Stromvik,Helen H. Tai
Publisher : Frontiers Media SA
Page : 206 pages
File Size : 41,5 Mb
Release : 2022-02-04
Category : Science
ISBN : 9782889742837

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High-Throughput Phenotyping for Crop Improvement and Breeding by Ankush Prashar,Lindsey Compton,Martina Stromvik,Helen H. Tai Pdf

Author : Andreas Hund,Urs Schmidhalter,Fred Van Eeuwijk,Wei Guo,David Matthew Deery,Sindhuja Sankaran
Publisher : Frontiers Media SA
Page : 161 pages
File Size : 52,7 Mb
Release : 2024-03-01
Category : Science
ISBN : 9782832545454

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High-Throughput Field Phenotyping to Advance Precision Agriculture and Enhance Genetic Gain, Volume II by Andreas Hund,Urs Schmidhalter,Fred Van Eeuwijk,Wei Guo,David Matthew Deery,Sindhuja Sankaran Pdf

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.

Author : Alessandro Matese,Wenting Han,Peng Fu,Huihui Zhang,Jianfeng Zhou,Frédéric Cointault
Publisher : Frontiers Media SA
Page : 166 pages
File Size : 50,5 Mb
Release : 2022-06-06
Category : Science
ISBN : 9782889763337

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UAV Remote Sensing for Plant Traits and Stress by Alessandro Matese,Wenting Han,Peng Fu,Huihui Zhang,Jianfeng Zhou,Frédéric Cointault Pdf

Author : Xiuliang Jin,Matthew McCabe,Chunyuan Diao,Zhenhai Li
Publisher : Frontiers Media SA
Page : 353 pages
File Size : 52,7 Mb
Release : 2023-06-29
Category : Science
ISBN : 9782832522882

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Remote Sensing Application for Precision Agriculture by Xiuliang Jin,Matthew McCabe,Chunyuan Diao,Zhenhai Li Pdf

Author : Penghao Wang,Fang-Hao Wan,Bing Bing Zhou
Publisher : Frontiers Media SA
Page : 137 pages
File Size : 53,8 Mb
Release : 2021-12-22
Category : Science
ISBN : 9782889718412

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Hyperspectral Imaging Technology: A Novel Method for Agricultural and Biosecurity Diagnostics by Penghao Wang,Fang-Hao Wan,Bing Bing Zhou Pdf

Prof. Zhou holds patents on the management of agricultural pests. All other Topic Editors declare no competing interests with regard to the Research Topic subject.

Author : Piero Toscano
Publisher : MDPI
Page : 308 pages
File Size : 41,9 Mb
Release : 2020-02-13
Category : Science
ISBN : 9783039282265

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Remote Sensing Applications for Agriculture and Crop Modelling by Piero Toscano Pdf

Crop models and remote sensing techniques have been combined and applied in agriculture and crop estimation on local and regional scales, or worldwide, based on the simultaneous development of crop models and remote sensing. The literature shows that many new remote sensing sensors and valuable methods have been developed for the retrieval of canopy state variables and soil properties from remote sensing data for assimilating the retrieved variables into crop models. At the same time, remote sensing has been used in a staggering number of applications for agriculture. This book sets the context for remote sensing and modelling for agricultural systems as a mean to minimize the environmental impact, while increasing production and productivity. The eighteen papers published in this Special Issue, although not representative of all the work carried out in the field of Remote Sensing for agriculture and crop modeling, provide insight into the diversity and the complexity of developments of RS applications in agriculture. Five thematic focuses have emerged from the published papers: yield estimation, land cover mapping, soil nutrient balance, time-specific management zone delineation and the use of UAV as agricultural aerial sprayers. All contributions exploited the use of remote sensing data from different platforms (UAV, Sentinel, Landsat, QuickBird, CBERS, MODIS, WorldView), their assimilation into crop models (DSSAT, AQUACROP, EPIC, DELPHI) or on the synergy of Remote Sensing and modeling, applied to cardamom, wheat, tomato, sorghum, rice, sugarcane and olive. The intended audience is researchers and postgraduate students, as well as those outside academia in policy and practice.

Author : Zhao Zhang,Hu Liu,Ce Yang,Yiannis Ampatzidis,Jianfeng Zhou,Yu Jiang
Publisher : Springer Nature
Page : 139 pages
File Size : 52,6 Mb
Release : 2022-05-17
Category : Technology & Engineering
ISBN : 9789811920271

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Unmanned Aerial Systems in Precision Agriculture by Zhao Zhang,Hu Liu,Ce Yang,Yiannis Ampatzidis,Jianfeng Zhou,Yu Jiang Pdf

This book, consisting of 8 chapters, describes the state-of-the-art technological progress and applications of unmanned aerial vehicles (UAVs) in precision agriculture. It focuses on the UAV application in agriculture, such as crop disease detection, mid-season yield estimation, crop nutrient status, and high-throughput phenotyping. Different from individual papers focusing on a specific application, this book provides a holistic view for readers with a wide range of subjects. In addition to researchers in the areas of plant science, plant pathology, breeding, engineering, it is also intended for undergraduates and graduates who are interested in imaging processing, artificial intelligence in agriculture, precision agriculture, agricultural automation, and robotics.

Author : Prasad S. Thenkabail,John G. Lyon,Alfredo Huete
Publisher : CRC Press
Page : 498 pages
File Size : 52,8 Mb
Release : 2018-12-06
Category : Science
ISBN : 9780429775215

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Biophysical and Biochemical Characterization and Plant Species Studies by Prasad S. Thenkabail,John G. Lyon,Alfredo Huete Pdf

Hyperspectral remote sensing has been increasingly used in studding and assessing biophysical and biochemical properties of agricultural crops. This volume demonstrates the experience and the methods used in studying terrestrial vegetation using hyperspectral data. It focuses on specific applications, reviews existing “state-of-art” knowledge, highlights the advances made, and provides guidance for appropriate use of hyperspectral data in applications such as crop yield modeling, crop biophysical and biochemical property characterization, and crop moisture assessment. Includes extensive discussions on data processing and how to implement data processing mechanisms.

Author : Francisco Javier Mesas Carrascosa,Joaquim João Sousa
Publisher : MDPI
Page : 174 pages
File Size : 53,7 Mb
Release : 2021-04-22
Category : Technology & Engineering
ISBN : 9783036505268

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UAS-Remote Sensing Methods for Mapping, Monitoring and Modeling Crops by Francisco Javier Mesas Carrascosa,Joaquim João Sousa Pdf

The advances in unmanned aerial vehicle (UAV) platforms and onboard sensors in the past few years have greatly increased our ability to monitor and map crops. The ability to register images at ultrahigh spatial resolution at any moment has made remote sensing techniques increasingly useful in crop management. These technologies have revolutionized the way in which remote sensing is applied in precision agriculture, allowing for decision-making in a matter of days instead of weeks. However, it is still necessary to continue research to improve and maximize the potential of UAV remote sensing in agriculture. This Special Issue of Remote Sensing includes different applications of UAV remote sensing for crop management, covering RGB, multispectral, hyperspectral and light detection and ranging (LiDAR) sensor applications aboard UAVs. The papers reveal innovative techniques involving image analysis and cloud points. However, it should be emphasized that this Special Issue is a small sample of UAV applications in agriculture and that there is much more to investigate.

Author : Minzan Li,Chenghai Yang,Qin Zhang
Publisher : Springer Nature
Page : 331 pages
File Size : 50,8 Mb
Release : 2022-09-07
Category : Technology & Engineering
ISBN : 9783030704322

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Soil and Crop Sensing for Precision Crop Production by Minzan Li,Chenghai Yang,Qin Zhang Pdf

Soil and crop sensing is a fundamental component and the first important step in precision agriculture. Unless the level of soil and crop variability is known, appropriate management decisions cannot be made and implemented. In the last few decades, various ground-based sensors have been developed to measure spatial variability in soil properties and nutrients, crop growth and yield, and pest conditions. Remote sensing as an important data collection tool has been increasingly used to map soil and crop growth variability as spatial, spectral and temporal resolutions of image data have improved significantly in recent years. While identifying spatial variability of soil and crop growth within fields is an important first step towards precision management, using that variability to formulate variable rate application plans of farming inputs such as fertilizers and pesticides is another essential step in precision agriculture.The purpose of this book is to present the historical, current and future developments of soil and crop sensing technologies with fundamentals and practical examples. The first chapter gives an overview of soil and crop sensing technologies for precision crop production. The next six chapters provide details on theories, methods, practical applications, as well as challenges and future research needs for all aspects of soil and crop sensing. The last two chapters show how soil and crop sensing technologies can be used for plant phenotyping and precision fertilization. The chapters are written by some of the world’s leading experts who have contributed significantly to the developments of precision agriculture technologies, especially in the area of soil and crop sensing. They use their knowledge, experiences, and successful stories to present informative and up-to-date information on relevant topics. Therefore, this book is an invaluable addition to the literature and can be used as a reference by scientists, engineers, practitioners, and college students for the dissemination and advancement of precision agriculture technologies for practical applications.

Author : Prasad S. Thenkabail,John G. Lyon,Alfredo Huete
Publisher : CRC Press
Page : 1637 pages
File Size : 49,6 Mb
Release : 2022-07-30
Category : Technology & Engineering
ISBN : 9781351659116

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Hyperspectral Remote Sensing of Vegetation, Second Edition, Four Volume Set by Prasad S. Thenkabail,John G. Lyon,Alfredo Huete Pdf

Written by leading global experts, including pioneers in the field, the four-volume set on Hyperspectral Remote Sensing of Vegetation, Second Edition, reviews existing state-of-the-art knowledge, highlights advances made in different areas, and provides guidance for the appropriate use of hyperspectral data in the study and management of agricultural crops and natural vegetation. Volume I, Fundamentals, Sensor Systems, Spectral Libraries, and Data Mining for Vegetation introduces the fundamentals of hyperspectral or imaging spectroscopy data, including hyperspectral data processes, sensor systems, spectral libraries, and data mining and analysis, covering both the strengths and limitations of these topics. Volume II, Hyperspectral Indices and Image Classifications for Agriculture and Vegetation evaluates the performance of hyperspectral narrowband or imaging spectroscopy data with specific emphasis on the uses and applications of hyperspectral narrowband vegetation indices in characterizing, modeling, mapping, and monitoring agricultural crops and vegetation. Volume III, Biophysical and Biochemical Characterization and Plant Species Studies demonstrates the methods that are developed and used to study terrestrial vegetation using hyperspectral data. This volume includes extensive discussions on hyperspectral data processing and how to implement data processing mechanisms for specific biophysical and biochemical applications such as crop yield modeling, crop biophysical and biochemical property characterization, and crop moisture assessments. Volume IV, Advanced Applications in Remote Sensing of Agricultural Crops and Natural Vegetation discusses the use of hyperspectral or imaging spectroscopy data in numerous specific and advanced applications, such as forest management, precision farming, managing invasive species, and local to global land cover change detection.