Advanced Ai Methods For Plant Disease And Pest Recognition

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Advanced Ai Methods For Plant Disease And Pest Recognition
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Author : Jucheng Yang
language : en
Publisher: Frontiers Media SA
Release Date : 2024-06-06
Advanced Ai Methods For Plant Disease And Pest Recognition written by Jucheng Yang 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 2024-06-06 with Science categories.
Plant diseases and pests cause significant losses to farmers and threaten food security worldwide. Monitoring the growing conditions of crops and detecting plant diseases is critical for sustainable agriculture. Traditionally, crop inspection has been carried out by people with expert knowledge in the field. However, regarding any activity carried out by humans, this activity is prone to errors, leading to possible incorrect decisions. Innovation is, therefore, an essential fact of modern agriculture. In this context, deep learning has played a key role in solving complicated applications with increasing accuracy over time, and recent interest in this type of technology has prompted its potential application to address complex problems in agriculture, such as plant disease and pest recognition. Although substantial progress has been made in the area, several challenges still remain, especially those that limit systems to operate in real-world scenarios.
Advanced Methods Equipment And Platforms In Precision Field Crops Protection
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Author : Jun Ni
language : en
Publisher: Frontiers Media SA
Release Date : 2023-05-18
Advanced Methods Equipment And Platforms In Precision Field Crops Protection written by Jun Ni 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 2023-05-18 with Science categories.
Precision Crop Protection The Challenge And Use Of Heterogeneity
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Author : Erich-Christian Oerke
language : en
Publisher: Springer Science & Business Media
Release Date : 2010-08-03
Precision Crop Protection The Challenge And Use Of Heterogeneity written by Erich-Christian Oerke 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 2010-08-03 with Technology & Engineering categories.
Precision farming is an agricultural management system using global navigation satellite systems, geographic information systems, remote sensing, and data management systems for optimizing the use of nutrients, water, seed, pesticides and energy in heterogeneous field situations. This book provides extensive information on the state-of-the-art of research on precision crop protection and recent developments in site-specific application technologies for the management of weeds, arthropod pests, pathogens and nematodes. It gives the reader an up-to-date and in-depth review of both basic and applied research developments. The chapters discuss I) biology and epidemiology of pests, II) new sensor technologies, III) applications of multi-scale sensor systems, IV) sensor detection of pests in growing crops, V) spatial and non-spatial data management, VI) impact of pest heterogeneity and VII) precise mechanical and chemical pest control.
Advanced Application Technology For Plant Protection Sensing Modelling Spraying System And Equipment
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Author : Changyuan Zhai
language : en
Publisher: Frontiers Media SA
Release Date : 2023-03-28
Advanced Application Technology For Plant Protection Sensing Modelling Spraying System And Equipment written by Changyuan Zhai 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 2023-03-28 with Science categories.
Recent Advances In Research And Development For Vegetable Crops Under Protected Cultivation
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Author : Giao Nguyen
language : en
Publisher: Frontiers Media SA
Release Date : 2024-08-05
Recent Advances In Research And Development For Vegetable Crops Under Protected Cultivation written by Giao Nguyen 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 2024-08-05 with Science categories.
Protected cropping shelters crops from extreme climatic conditions by modifying the internal growing conditions in their favor. The technology has widely been used for vegetable crops in different climates such as temperate, tropical, subtropical, arid, and semi-arid regions. As climate change is projected to become more severe in the near future, the resulting adverse weather conditions such as higher temperatures, more frequent heatwaves, more variable rainfall patterns, and cyclones will affect vegetable production, in turn affecting crop growth, yield, produce quality, and economic return of growers. The demand for protected cultivation will increase to ensure sustainable production and a stable supply of fresh horticultural produce.
Diagnostics Of Plant Diseases
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Author : Dmitry Kurouski
language : en
Publisher: BoD – Books on Demand
Release Date : 2021-07-07
Diagnostics Of Plant Diseases written by Dmitry Kurouski and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-07 with Medical categories.
Digital farming is an approach to farming in which crop yield is maximized while environmental impact is minimized. Integral to this approach is diagnostic sensing of plant disease and stress. This book examines innovative sensing technology such as satellite- and unmanned aerial vehicle (UAV)-based RGB and thermography imaging as well as hyperspectral, infrared, reflectance and Raman spectroscopy.
Integration Of Cloud Computing And Iot
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Author : Prabh Deep Singh
language : en
Publisher: CRC Press
Release Date : 2024-12-20
Integration Of Cloud Computing And Iot written by Prabh Deep Singh and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-20 with Computers categories.
This book presents cutting-edge research, advanced techniques, and practical applications of the integration of Cloud Computing and Internet of Things (IoT). It explores the practical challenges associated with the development and deployment of Cloud Computing and IoT-based solutions, including security, privacy, and interoperability issues. It includes various case studies, including Smart Cities, Network Security, Healthcare, Smart Urban Sensing, Agriculture, Mining, Railways, and Crime Investigations. It offers in-depth insights, developments, and practical applications, showcasing helpful tools and techniques in IoT and Cloud Computing. Key Features • Provide a comprehensive and accessible resource that covers a broad range of topics on the integration of Cloud Computing and IoT. • Shows how Cloud Computing and IoT are applied to various challenging situations. • Covers in-depth inference of Cloud Computing and IoT to real-world issues, which will assist the industrial sector in growth. • Includes discussion of how robust privacy solutions are important to enable effective integration between Cloud Computing and IoT-based applications. • Offers case studies and real-life examples from various sectors, including healthcare, agriculture, mining, smart transport, and underwater communication. The book is a comprehensive guide for professionals, researchers, and students interested in the latest Cloud Computing and IoT developments.
Ai Based Advanced Optimization Techniques For Edge Computing
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Author : Mohit Kumar
language : en
Publisher: John Wiley & Sons
Release Date : 2025-05-28
Ai Based Advanced Optimization Techniques For Edge Computing written by Mohit Kumar and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-28 with Computers categories.
The book offers cutting-edge insights into AI-driven optimization algorithms and their crucial role in enhancing real-time applications within fog and Edge IoT networks and addresses current challenges and future opportunities in this rapidly evolving field. This book focuses on artificial intelligence-induced adaptive optimization algorithms in fog and Edge IoT networks. Artificial intelligence, fog, and edge computing, together with IoT, are the next generation of paradigms offering services to people to improve existing services for real-time applications. Over the past few years, there has been rigorous growth in AI-based optimization algorithms and Edge and IoT paradigms. However, despite several applications and advancements, there are still some limitations and challenges to address including security, adaptive, complex, and heterogeneous IoT networks, protocols, intelligent offloading decisions, latency, energy consumption, service allocation, and network lifetime. This volume aims to encourage industry professionals to initiate a set of architectural strategies to solve open research computation challenges. The authors achieve this by defining and exploring emerging trends in advanced optimization algorithms, AI techniques, and fog and Edge technologies for IoT applications. Solutions are also proposed to reduce the latency of real-time applications and improve other quality of service parameters using adaptive optimization algorithms in fog and Edge paradigms. The book provides information on the full potential of IoT-based intelligent computing paradigms for the development of suitable conceptual and technological solutions using adaptive optimization techniques when faced with challenges. Additionally, it presents in-depth discussions in emerging interdisciplinary themes and applications reflecting the advancements in optimization algorithms and their usage in computing paradigms. Audience Researchers, industrial engineers, and graduate/post-graduate students in software engineering, computer science, electronic and electrical engineering, data analysts, and security professionals working in the fields of intelligent computing paradigms and similar areas.
Pests And Diseases Monitoring And Forecasting Algorithms Technologies And Applications
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Author : Yingying Dong
language : en
Publisher: Frontiers Media SA
Release Date : 2024-12-19
Pests And Diseases Monitoring And Forecasting Algorithms Technologies And Applications written by Yingying Dong 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 2024-12-19 with Science categories.
Plant pests and diseases cause an annual average of 40% global food failure addressed by FAO and more than 100 billion dollars in loss of forest and grass resources. Scientific prevention and control of pests and diseases in agriculture, forestry and grass is important to ensure food security, ecological and environmental safety, etc. At present, the accuracy of individual identification of agricultural, forestry and grass pests and diseases are low, making it difficult to achieve accurate outpost warning, occurrence environment monitoring and multiple pest and disease type differentiation, resulting in the inability to achieve early detection and control of pests and diseases. With the rapid development of remote sensing, big data, and artificial intelligence technologies, information technology has been widely used in agriculture, forestry and grass pest and disease precision monitoring and forecasting. Digital precision monitoring and forecasting of major pests and diseases have become a major development trend in the agriculture, forestry, and grass industry. This research topic aims to collect the latest advances related to digital accurate monitoring and forecasting of pests and diseases in agriculture, forestry, and grass. We welcome research on monitoring of vegetation parameters, digital image processing of pests and diseases, and monitoring and forecasting of pests and diseases, such as inversion of vegetation physical and chemical parameters, vegetation growth monitoring, identification of individual species of pests and diseases, quantitative extraction of pests and diseases, early warning of pest and disease outposts, and rapid monitoring and evaluation of large areas of pests and diseases. The research topic will provide key technologies and solutions for digital monitoring and early warning of pests and diseases, and the established multidisciplinary cross-fertilization and collaborative innovation mechanism is of great significance for promoting the construction of plant protection systems and the development of pest and disease monitoring and forecasting industry.
Advanced Communication And Intelligent Systems
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Author : Rabindra Nath Shaw
language : en
Publisher: Springer Nature
Release Date : 2023-02-14
Advanced Communication And Intelligent Systems written by Rabindra Nath Shaw and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-14 with Computers categories.
This book constitutes selected papers presented at the First International Conference on Advanced Communication and Intelligent Systems, ICACIS 2022, held as a virtual event in October 2022. The 69 papers were thoroughly reviewed and selected from the 258 subissions. The book focuses on current development in the fields of communication and intelligent systems.