Keywords:
Agriculture.
;
Control engineering.
;
Robotics.
;
Automation.
;
Food science.
;
Quantitative research.
;
Machine learning.
;
Agriculture.
;
Control, Robotics, Automation.
;
Food Science.
;
Data Analysis and Big Data.
;
Machine Learning.
Description / Table of Contents:
Introduction : Overview of Sensing, data management, and control technologies for agricultural systems -- Agricultural Internet of Things -- Applied machine vision technologies in specialty crop production -- Imaging Technology for High-Throughput Plant Phenotyping -- Data-driven Modeling for Crop Growth in Plant factories -- Data-driven modeling for crop mapping and yield estimation -- Artificial Intelligence for Image Processing in Agriculture -- Smart Farming Management -- Emerging automated technologies on tractors -- Applied time-frequency control in agricultural machines - Applied Unmanned Aerial Vehicle technologies: opportunities and constraints -- Robotic Tree Fruit Harvesting: Status, Challenges, and Prosperities. .
Abstract:
Agricultural automation is the emerging technologies which heavily rely on computer-integrated management and advanced control systems. The tedious farming tasks had been taken over by agricultural machines in last century, in new millennium, computer-aided systems, automation, and robotics has been applied to precisely manage agricultural production system. With agricultural automation technologies, sustainable agriculture is being developed based on efficient use of land, increased conservation of water, fertilizer and energy resources. The agricultural automation technologies refer to related areas in sensing & perception, reasoning & learning, data communication, and task planning & execution. Since the literature on this diverse subject is widely scattered, it is necessary to review current status and capture the future challenges through a comprehensive monograph. In this book we focus on agricultural automation and provide critical reviews of advanced control technologies, their merits and limitations, application areas and research opportunities for further development. This collection thus serves as an authoritative treatise that can help researchers, engineers, educators, and students in the field of sensing, control, and automation technologies for production agriculture.
Type of Medium:
Online Resource
Pages:
VIII, 332 p. 135 illus., 102 illus. in color.
,
online resource.
Edition:
1st ed. 2022.
ISBN:
9783031038341
Series Statement:
Agriculture Automation and Control,
URL:
https://doi.org/10.1007/978-3-031-03834-1
DOI:
10.1007/978-3-031-03834-1
DDC:
630
Language:
English
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