A Low Cost Rice Mapping Remote Sensing Based Algorithm

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Remote Sensing Application for Precision Agriculture

Author : Matthew McCabe
Publisher : Frontiers Media SA
ISBN 13 : 2832531822
Total Pages : 372 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Remote Sensing Application for Precision Agriculture by : Matthew McCabe

Download or read book Remote Sensing Application for Precision Agriculture written by Matthew McCabe and published by Frontiers Media SA. This book was released on 2023-08-11 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Precision agriculture is used to improve site-specific agricultural decision-making based on data collection and analysis, formulation of site-specific management recommendations, and implementation of management practices to correct for factors that can limit crop growth, yield, and quality. Various approaches for the remote sensing of soil fertility, water stress, diseases and infestations, and crop growth and condition have been developed and applied for precision agricultural purposes. With developments in remote sensing technologies, the spatial and spectral resolution and return frequencies available from both satellite and other remote collection platforms have improved to the point that the promise of precision agriculture can increasingly be realized. Unmanned aerial vehicles (UAV) in particular are providing newer and deeper insights, leveraging their high resolution, sensor-carrying flexibility and dynamic acquisition schedule. This range of remote sensing platforms has been used to estimate comprehensive information related to crop health and dynamics, providing rapid retrievals of leaf area index, canopy cover, chlorophyll, nitrogen, canopy/leaf water content, canopy/leaf temperature, biomass, and yield, amongst many other variables of interest. In combination, they allow for the expansion from local to regional scales and beyond. There has never been a greater opportunity for remote sensing data to enable precision agricultural insights that can be used to better monitor, manage and respond to in-field changes that might impact crop growth, health and yield.

Remote Sensing Handbook, Volume I

Author : Prasad S. Thenkabail
Publisher : CRC Press
ISBN 13 : 1040203582
Total Pages : 626 pages
Book Rating : 4.0/5 (42 download)

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Book Synopsis Remote Sensing Handbook, Volume I by : Prasad S. Thenkabail

Download or read book Remote Sensing Handbook, Volume I written by Prasad S. Thenkabail and published by CRC Press. This book was released on 2024-11-29 with total page 626 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume I of the Six Volume Remote Sensing Handbook, Second Edition, is focused on satellites and sensors including radar, light detection and ranging (LiDAR), microwave, hyperspectral, unmanned aerial vehicles (UAVs), and their applications. It discusses data normalization and harmonization, accuracies, and uncertainties of remote sensing products, global navigation satellite system (GNSS) theory and practice, crowdsourcing, cloud computing environments, Google Earth Engine, and remote sensing and space law. This thoroughly revised and updated volume draws on the expertise of a diverse array of leading international authorities in remote sensing and provides an essential resource for researchers at all levels interested in using remote sensing. It integrates discussions of remote sensing principles, data, methods, development, applications, and scientific and social context. FEATURES Provides the most up-to-date comprehensive coverage of remote sensing science. Discusses and analyzes data from old and new generations of satellites and sensors. Provides comprehensive methods and approaches for remote sensing data normalization, standardization, and harmonization. Includes numerous case studies on advances and applications at local, regional, and global scales. Introduces advanced methods in remote sensing such as machine learning, cloud computing, and AI. Highlights scientific achievements over the last decade and provides guidance for future developments. This volume is an excellent resource for the entire remote sensing and GIS community. Academics, researchers, undergraduate and graduate students, as well as practitioners, decision-makers, and policymakers, will benefit from the expertise of the professionals featured in this book, and their extensive knowledge of new and emerging trends.

Remote Sensing in Precision Agriculture

Author : Salim Lamine
Publisher : Elsevier
ISBN 13 : 0323914640
Total Pages : 555 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Remote Sensing in Precision Agriculture by : Salim Lamine

Download or read book Remote Sensing in Precision Agriculture written by Salim Lamine and published by Elsevier. This book was released on 2023-10-20 with total page 555 pages. Available in PDF, EPUB and Kindle. Book excerpt: Remote Sensing in Precision Agriculture: Transforming Scientific Advancement into Innovation compiles the latest applications of remote sensing in agriculture using spaceborne, airborne and drones' geospatial data. The book presents case studies, new algorithms and the latest methods surrounding crop sown area estimation, determining crop health status, assessment of vegetation dynamics, crop diseases identification, crop yield estimation, soil properties, drone image analysis for crop damage assessment, and other issues in precision agriculture. This book is ideal for those seeking to explore and implement remote sensing in an effective and efficient manner with its compendium of scientifically and technologically sound information. - Presents a well-integrated collection of chapters, with quality, consistency and continuity - Provides the latest RS techniques in Precision Agriculture that are addressed by leading experts - Includes detailed, yet geographically global case studies that can be easily understood, reproduced or implemented - Covers geospatial data, with codes available through shared links

Fuzzy Machine Learning Algorithms for Remote Sensing Image Classification

Author : Anil Kumar
Publisher : CRC Press
ISBN 13 : 1000091546
Total Pages : 193 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Fuzzy Machine Learning Algorithms for Remote Sensing Image Classification by : Anil Kumar

Download or read book Fuzzy Machine Learning Algorithms for Remote Sensing Image Classification written by Anil Kumar and published by CRC Press. This book was released on 2020-07-19 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers the state-of-art image classification methods for discrimination of earth objects from remote sensing satellite data with an emphasis on fuzzy machine learning and deep learning algorithms. Both types of algorithms are described in such details that these can be implemented directly for thematic mapping of multiple-class or specific-class landcover from multispectral optical remote sensing data. These algorithms along with multi-date, multi-sensor remote sensing are capable to monitor specific stage (for e.g., phenology of growing crop) of a particular class also included. With these capabilities fuzzy machine learning algorithms have strong applications in areas like crop insurance, forest fire mapping, stubble burning, post disaster damage mapping etc. It also provides details about the temporal indices database using proposed Class Based Sensor Independent (CBSI) approach supported by practical examples. As well, this book addresses other related algorithms based on distance, kernel based as well as spatial information through Markov Random Field (MRF)/Local convolution methods to handle mixed pixels, non-linearity and noisy pixels. Further, this book covers about techniques for quantiative assessment of soft classified fraction outputs from soft classification and supported by in-house developed tool called sub-pixel multi-spectral image classifier (SMIC). It is aimed at graduate, postgraduate, research scholars and working professionals of different branches such as Geoinformation sciences, Geography, Electrical, Electronics and Computer Sciences etc., working in the fields of earth observation and satellite image processing. Learning algorithms discussed in this book may also be useful in other related fields, for example, in medical imaging. Overall, this book aims to: exclusive focus on using large range of fuzzy classification algorithms for remote sensing images; discuss ANN, CNN, RNN, and hybrid learning classifiers application on remote sensing images; describe sub-pixel multi-spectral image classifier tool (SMIC) to support discussed fuzzy and learning algorithms; explain how to assess soft classified outputs as fraction images using fuzzy error matrix (FERM) and its advance versions with FERM tool, Entropy, Correlation Coefficient, Root Mean Square Error and Receiver Operating Characteristic (ROC) methods and; combines explanation of the algorithms with case studies and practical applications.

Quantitative Remote Sensing

Author : Jay Gao
Publisher : CRC Press
ISBN 13 : 1040154794
Total Pages : 461 pages
Book Rating : 4.0/5 (41 download)

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Book Synopsis Quantitative Remote Sensing by : Jay Gao

Download or read book Quantitative Remote Sensing written by Jay Gao and published by CRC Press. This book was released on 2024-11-12 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides comprehensive and in-depth explanations of all topics related to quantitative remote sensing and its applications in terrestrial, biospheric, hydrospheric, and atmospheric studies. It elucidates how to retrieve quantitative information on a wide range of environmental parameters from various remote sensing data at the highest accuracy possible and expounds how different aspects of the target of remote sensing can be quantified using diverse analytical methods and level of accuracy. Written in an easy-to-follow language, logically organized, and with step-by-step examples, the book assists readers to deepen their understanding of the theory and cutting-edge research on quantitative remote sensing. Features Explains how to retrieve quantitative information on a wide range of environmental parameters from various tailored remote sensing data at the highest accuracy possible. Manifests the author's decades of teaching and research in quantitative remote sensing and approaches the subject from both theoretical and pragmatic perspectives, informed by the latest research outcomes. Includes practical and real-life examples to illustrate how the quantitative information on a target can be retrieved from a given type of remote sensing data. Focuses on the latest developments in the field of quantitative remote sensing. Introduces sufficient mathematical concepts to reveal how remotely sensed data are converted to quantitative information while providing quality assurance of the retrieved results. This is a suitable textbook for upper-level undergraduate or postgraduate students and serves as a handy and valuable reference for professionals working in monitoring the environment. By reading this book, readers gain a sound understanding of how to retrieve quantitative information on the environment from diverse remote sensing data using the most appropriate cutting-edge methods and software.

Applications of Bioinformatics in Rice Research

Author : Manoj Kumar Gupta
Publisher : Springer Nature
ISBN 13 : 9811639973
Total Pages : 363 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Applications of Bioinformatics in Rice Research by : Manoj Kumar Gupta

Download or read book Applications of Bioinformatics in Rice Research written by Manoj Kumar Gupta and published by Springer Nature. This book was released on 2021-09-24 with total page 363 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book summarizes the advanced computational methods for mapping high-density linkages and quantitative trait loci in the rice genome. It also discusses the tools for analyzing metabolomics, identifying complex polyploidy genomes, and decoding the extrachromosomal genome in rice. Further, the book highlights the application of CRISPR-Cas technology and methods for understanding the evolutionary development and the de novo evolution of genes in rice. Lastly, it discusses the role of artificial intelligence and machine learning in rice research and computational tools to analyze plant-pathogen co-evolution in rice crops.

Remote Sensing of Agriculture and Land Cover/Land Use Changes in South and Southeast Asian Countries

Author : Krishna Prasad Vadrevu
Publisher : Springer Nature
ISBN 13 : 3030923657
Total Pages : 618 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Remote Sensing of Agriculture and Land Cover/Land Use Changes in South and Southeast Asian Countries by : Krishna Prasad Vadrevu

Download or read book Remote Sensing of Agriculture and Land Cover/Land Use Changes in South and Southeast Asian Countries written by Krishna Prasad Vadrevu and published by Springer Nature. This book was released on 2022-03-28 with total page 618 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book sheds new light on the remote sensing of agriculture in South/Southeast Asian (S/SEA) countries. S/SEA countries are growing rapidly in terms of population, industrialization, and urbanization. One of the critical challenges in the region is food security. In S/SEA, although total food production and productivity have increased in previous decades, in recent years, the growth rate of food production has slowed down, mostly due to land use change, market forces and policy interventions. Further, the weather and climate systems in the region driven primarily by monsoon variability are resulting in droughts or flooding, impacting agricultural production. Therefore, monitoring crops, including agricultural land cover changes at regular intervals, is essential to predict and prepare for disruptions in the food supply in the S/SEA countries. The current book captures the latest research on the remote sensing of agricultural land cover/ land use changes, including mapping and monitoring crops, crop yields, biophysical parameter retrievals, multi-source data fusion for agricultural applications, and chapters on decision making and early warning systems for food security. The authors of this book are international experts in the field, and their contributions highlight the use of remote sensing and geospatial technologies for agricultural research and applications in South/Southeast Asia.

Energy Research Abstracts

Author :
Publisher :
ISBN 13 :
Total Pages : 962 pages
Book Rating : 4.3/5 (129 download)

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Book Synopsis Energy Research Abstracts by :

Download or read book Energy Research Abstracts written by and published by . This book was released on 1978 with total page 962 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advanced Environmental Monitoring with Remote Sensing Time Series Data and R

Author : Alexandra Gemitzi
Publisher : CRC Press
ISBN 13 : 0429557140
Total Pages : 117 pages
Book Rating : 4.4/5 (295 download)

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Book Synopsis Advanced Environmental Monitoring with Remote Sensing Time Series Data and R by : Alexandra Gemitzi

Download or read book Advanced Environmental Monitoring with Remote Sensing Time Series Data and R written by Alexandra Gemitzi and published by CRC Press. This book was released on 2019-11-20 with total page 117 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a step-by-step guide on how to use various publicly available remotely sensed time series data sources for environmental monitoring and assessment. Readers will learn how to extract valuable information on global changes from a 20-year collection of ready-to-use remotely sensed data through the free open statistical software R and its geographic data analysis and modeling tools. The case studies are from the Mediterranean region—a designated hot spot regarding climate change effects. Each chapter is dedicated to specific remote sensing products chosen for their spatial resolution. The methods used are adapted from large-scale to smaller-scale problems for different land cover areas. Features Includes real-world applications of environmental remotely sensed data Analyzes the advantages and restrictions of each data source Focuses on a wide spectrum of applications, such as hydrology, vegetation changes, land surface temperature, fire detection, and impacts Includes R computer codes with explanatory comments and all applications use only freely available remotely sensed data Presents a step-by-step processing through open source GIS and statistical analysis software Advanced Environmental Monitoring with Remote Sensing Time Series Data and R describes and provides details on recent advances concerning publicly available remotely sensed time series data in environmental monitoring and assessment. This book is a must-have practical guide for environmental researchers, professionals, and students.

Artificial Intelligence Techniques in Smart Agriculture

Author : Siddharth Singh Chouhan
Publisher : Springer Nature
ISBN 13 : 9819758785
Total Pages : 301 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis Artificial Intelligence Techniques in Smart Agriculture by : Siddharth Singh Chouhan

Download or read book Artificial Intelligence Techniques in Smart Agriculture written by Siddharth Singh Chouhan and published by Springer Nature. This book was released on with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in characterizing and monitoring land cover/use and associated ecosystem changes using remote sensing data

Author : George Xian
Publisher : Frontiers Media SA
ISBN 13 : 2832542689
Total Pages : 206 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Advances in characterizing and monitoring land cover/use and associated ecosystem changes using remote sensing data by : George Xian

Download or read book Advances in characterizing and monitoring land cover/use and associated ecosystem changes using remote sensing data written by George Xian and published by Frontiers Media SA. This book was released on 2024-01-09 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Sustainable Agricultural, Biological, and Environmental Engineering Applications

Author : Muhammad Sultan
Publisher : Mdpi AG
ISBN 13 : 9783036529219
Total Pages : 442 pages
Book Rating : 4.5/5 (292 download)

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Book Synopsis Sustainable Agricultural, Biological, and Environmental Engineering Applications by : Muhammad Sultan

Download or read book Sustainable Agricultural, Biological, and Environmental Engineering Applications written by Muhammad Sultan and published by Mdpi AG. This book was released on 2022-01-31 with total page 442 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sustainable development in the agriculture sector is crucial to achieve the 2030 Sustainable Development Goals (SDGs) set by the United Nations (UN). There are lots of challenges to developing modern and intelligent agricultural techniques, tools, and systems, by which sustainable agriculture and food security can be satisfied. In addition, carbon-neutral development and clean energy utilization are also associated with the UN-SDGs. Such agricultural, biological, and environmental engineering studies are needed in the 21st century, particularly from the viewpoint of the agricultural water-energy-food security nexus. This book focuses on the recent proliferation and technological advancements in these engineering applications. This book aims to share recent updates on agricultural, biological, and environmental engineering, and the application of these engineering techniques in the agriculture sector. It presents such engineering technologies and applications in seven categories that include energy system applications in agriculture (three studies); irrigation and drainage (four studies); biomass, biogas, and biochar (three studies); farm mechanization and soil science (three studies); remote sensing and geographical studies (two studies); wastewater and biological studies (two studies); and case studies and societal aspects in agriculture (five studies). The editors believe that this book will be useful for agricultural scientists, researchers, and students.

AI, Sensors and Robotics in Plant Phenotyping and Precision Agriculture, Volume II

Author : Yongliang Qiao
Publisher : Frontiers Media SA
ISBN 13 : 2832527450
Total Pages : 266 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis AI, Sensors and Robotics in Plant Phenotyping and Precision Agriculture, Volume II by : Yongliang Qiao

Download or read book AI, Sensors and Robotics in Plant Phenotyping and Precision Agriculture, Volume II written by Yongliang Qiao and published by Frontiers Media SA. This book was released on 2023-07-03 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Remote Sensing of Wetlands

Author : Ralph W. Tiner
Publisher : CRC Press
ISBN 13 : 1482237385
Total Pages : 566 pages
Book Rating : 4.4/5 (822 download)

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Book Synopsis Remote Sensing of Wetlands by : Ralph W. Tiner

Download or read book Remote Sensing of Wetlands written by Ralph W. Tiner and published by CRC Press. This book was released on 2015-03-23 with total page 566 pages. Available in PDF, EPUB and Kindle. Book excerpt: Effectively Manage Wetland Resources Using the Best Available Remote Sensing TechniquesUtilizing top scientists in the wetland classification and mapping field, Remote Sensing of Wetlands: Applications and Advances covers the rapidly changing landscape of wetlands and describes the latest advances in remote sensing that have taken place over the pa

Remote Sensing Handbook, Volume V

Author : Prasad S. Thenkabail
Publisher : CRC Press
ISBN 13 : 1040203434
Total Pages : 559 pages
Book Rating : 4.0/5 (42 download)

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Book Synopsis Remote Sensing Handbook, Volume V by : Prasad S. Thenkabail

Download or read book Remote Sensing Handbook, Volume V written by Prasad S. Thenkabail and published by CRC Press. This book was released on 2024-11-29 with total page 559 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume V of theSix Volume Remote Sensing Handbook, Second Edition, is focused on the use of remote sensing technologies for studying water resources, including groundwater, floods, snow and ice, and wetlands. It discusses water productivity studies from Earth observation data characterization and modeling, mapping their successes and challenges. Chapters include remote sensing of surface water hydrology; quantitative geomorphology; river basin studies; floods; wetlands, including mangroves and river deltas; groundwater studies; crop water use or actual evapotranspiration modeling and mapping; and snow and ice mapping. This thoroughly revised and updated volume draws on the expertise of a diverse array of leading international authorities in remote sensing and provides an essential resource for researchers at all levels interested in using remote sensing. It integrates discussions of remote sensing principles, data, methods, development, applications, and scientific and social context. FEATURES Provides the most up-to-date comprehensive coverage of remote sensing science for water resources, including wetlands, floods, snow, and ice. Provides comprehensive assessments of crop water use and crop water productivity modeling and mapping, including evapotranspiration studies. Discusses and analyzes data from old and new generations of satellites and sensors spread across 60 years. Includes numerous case studies on advances and applications at local, regional, and global scales. Introduces advanced methods in remote sensing, such as machine learning, cloud computing, and artificial intelligence (AI). Highlights scientific achievements over the last decade and provides guidance for future developments. This volume is an excellent resource for the entire remote sensing and GIS community. Academics, researchers, undergraduate and graduate students, as well as practitioners, decision makers, and policymakers, will benefit from the expertise of the professionals featured in this book and their extensive knowledge of new and emerging trends.

Advances in Land Remote Sensing

Author : Shunlin Liang
Publisher : Springer Science & Business Media
ISBN 13 : 1402064500
Total Pages : 499 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Advances in Land Remote Sensing by : Shunlin Liang

Download or read book Advances in Land Remote Sensing written by Shunlin Liang and published by Springer Science & Business Media. This book was released on 2008-03-11 with total page 499 pages. Available in PDF, EPUB and Kindle. Book excerpt: It collects the review papers of the 9th International Symposium on Physical Measurements and Signatures in Remote Sensing (ISPMSRS). It systematically summarizes the past achievements and identifies the frontier issues as the research agenda for the near future. It covers all aspects of land remote sensing, from sensor systems, physical modeling, inversion algorithms, to various applications.

The Digital Agricultural Revolution

Author : Roheet Bhatnagar
Publisher : John Wiley & Sons
ISBN 13 : 1119823331
Total Pages : 500 pages
Book Rating : 4.1/5 (198 download)

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Book Synopsis The Digital Agricultural Revolution by : Roheet Bhatnagar

Download or read book The Digital Agricultural Revolution written by Roheet Bhatnagar and published by John Wiley & Sons. This book was released on 2022-06-15 with total page 500 pages. Available in PDF, EPUB and Kindle. Book excerpt: THE DIGITAL AGRICULTURAL REVOLUTION The book integrates computational intelligence, applied artificial intelligence, and modern agricultural practices and will appeal to scientists, agriculturists, and those in plant and crop science management. There is a need for synergy between the application of modern scientific innovation in the area of artificial intelligence and agriculture, considering the major challenges from climate change consequences viz. rising temperatures, erratic rainfall patterns, the emergence of new crop pests, drought, flood, etc. This volume reports on high-quality research (theory and practice including prototype & conceptualization of ideas, frameworks, real-world applications, policy, standards, psychological concerns, case studies, and critical surveys) on recent advances toward the realization of the digital agriculture revolution as a result of the convergence of different disruptive technologies. The book touches upon the following topics which have contributed to revolutionizing agricultural practices. Applications of Artificial Intelligence in Agriculture (AI models and architectures, system design, real-world applications of AI, machine learning and deep learning in the agriculture domain, integration & coordination of systems and issues & challenges). IoT and Big Data Analytics Applications in Agriculture (theory & architecture and the use of various types of sensors in optimizing agriculture resources and final product, benefits in real-time for crop acreage estimation, monitoring & control of agricultural produce). Robotics & Automation in Agriculture Systems (Automation challenges, need and recent developments and real case studies). Intelligent and Innovative Smart Agriculture Applications (use of hybrid intelligence in better crop health and management). Privacy, Security, and Trust in Digital Agriculture (government framework & policy papers). Open Problems, Challenges, and Future Trends. Audience Researchers in computer science, artificial intelligence, electronics engineering, agriculture automation, crop management, and science.