Intelligent Agricultural Machinery and Robots

The rising global population requires more food to satiate the growing dietary needs. Meanwhile, the aging population and declining agricultural labor have caused agricultural production costs to increase. Robots and automated machinery improved management and efficiency, increased productivity, and...

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Utgiven: MDPI - Multidisciplinary Digital Publishing Institute 2025
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collection Directory of Open Access Books
description The rising global population requires more food to satiate the growing dietary needs. Meanwhile, the aging population and declining agricultural labor have caused agricultural production costs to increase. Robots and automated machinery improved management and efficiency, increased productivity, and the sustainable development of the agricultural economy. Robotic machines represent a high level of application in agricultural automation based on a precise and resource-efficient approach to achieve higher efficiency and quality in agricultural production. With the recent improvements in artificial intelligence and precision farming, both are now widely employed in various agricultural applications. Agricultural robotic machines are closely related to agricultural production and have since grown in significance as a field of research. Due to the complex operation environment of agricultural production, ample sensitivity and control of agricultural robotic systems are especially difficult to achieve. The establishment of an agricultural robotic system which is in line with the requirements of open field farming and other desired characteristics can ensure expansibility, reliability, as well as flexibility. This Special Issue has collected 14 papers, all of which aim to explore the diverse methods for managing issues with robots and autonomous machines within the context of agricultural production.
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institution Directory of Open Access Books
language eng
publishDate 2025
publishDateRange 2025
publishDateSort 2025
publisher MDPI - Multidisciplinary Digital Publishing Institute
publisherStr MDPI - Multidisciplinary Digital Publishing Institute
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spelling doab-20.500.12854ir-1651302025-08-12T08:04:26Z Intelligent Agricultural Machinery and Robots Yuan, Jin Huang, Zichen transplanter plug tray seedlings protected agriculture end effector vision system automatic maize seeding machine sand-paving device image processing analytic hierarchy process semi-structured road detection contextual representation pixel-level segmentation agricultural robot Artificial Intelligence food security machine learning Global South funding environmental adaptation adaptive impedance control unstructured terrain digging–pulling cassava harvester intelligent clamping stalk section detection YOLOv4 optimization algorithm embedded platform boom sprayer active balance ground following motion control feedforward proportion integration differentiation vibration planter seeder metering device ultrasonic sensor Arduino precision agriculture droplet deposition measurement super-resolution semantic segmentation automatic picking robot mushroom detection attention mechanism computer vision path tracking rear-wheel steering model MPC preview fuzzy control PSO agricultural equipment autonomous operation environmental sensing complete-coverage path planning contour reconstruction densely overlapping mushrooms high-precision contour segmentation image segmentation SOLOV2 poultry eggs microcrack detection lightweight model deep learning n/a thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology The rising global population requires more food to satiate the growing dietary needs. Meanwhile, the aging population and declining agricultural labor have caused agricultural production costs to increase. Robots and automated machinery improved management and efficiency, increased productivity, and the sustainable development of the agricultural economy. Robotic machines represent a high level of application in agricultural automation based on a precise and resource-efficient approach to achieve higher efficiency and quality in agricultural production. With the recent improvements in artificial intelligence and precision farming, both are now widely employed in various agricultural applications. Agricultural robotic machines are closely related to agricultural production and have since grown in significance as a field of research. Due to the complex operation environment of agricultural production, ample sensitivity and control of agricultural robotic systems are especially difficult to achieve. The establishment of an agricultural robotic system which is in line with the requirements of open field farming and other desired characteristics can ensure expansibility, reliability, as well as flexibility. This Special Issue has collected 14 papers, all of which aim to explore the diverse methods for managing issues with robots and autonomous machines within the context of agricultural production. 2025-08-12T08:04:24Z 2025-08-12T08:04:24Z 2025 book ONIX_20250812T095121_9783725832118_79 9783725832118 9783725832125 https://directory.doabooks.org/handle/20.500.12854/165130 eng image/jpeg Attribution 4.0 International https://mdpi.com/books https://mdpi.com/books/pdfview/book/10556 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-7258-3212-5 10.3390/books978-3-7258-3212-5 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783725832118 9783725832125 312 open access
spellingShingle transplanter
plug tray seedlings
protected agriculture
end effector
vision system
automatic maize seeding machine
sand-paving device
image processing
analytic hierarchy process
semi-structured road detection
contextual representation
pixel-level segmentation
agricultural robot
Artificial Intelligence
food security
machine learning
Global South
funding
environmental adaptation
adaptive impedance control
unstructured terrain
digging–pulling cassava harvester
intelligent clamping
stalk section detection
YOLOv4 optimization algorithm
embedded platform
boom sprayer
active balance
ground following
motion control
feedforward proportion integration differentiation
vibration
planter
seeder
metering device
ultrasonic sensor
Arduino
precision agriculture
droplet deposition measurement
super-resolution
semantic segmentation
automatic picking robot
mushroom detection
attention mechanism
computer vision
path tracking
rear-wheel steering model
MPC
preview
fuzzy control
PSO
agricultural equipment
autonomous operation
environmental sensing
complete-coverage path planning
contour reconstruction
densely overlapping mushrooms
high-precision contour segmentation
image segmentation
SOLOV2
poultry eggs
microcrack detection
lightweight model
deep learning
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
Intelligent Agricultural Machinery and Robots
title Intelligent Agricultural Machinery and Robots
title_full Intelligent Agricultural Machinery and Robots
title_fullStr Intelligent Agricultural Machinery and Robots
title_full_unstemmed Intelligent Agricultural Machinery and Robots
title_short Intelligent Agricultural Machinery and Robots
title_sort intelligent agricultural machinery and robots
topic transplanter
plug tray seedlings
protected agriculture
end effector
vision system
automatic maize seeding machine
sand-paving device
image processing
analytic hierarchy process
semi-structured road detection
contextual representation
pixel-level segmentation
agricultural robot
Artificial Intelligence
food security
machine learning
Global South
funding
environmental adaptation
adaptive impedance control
unstructured terrain
digging–pulling cassava harvester
intelligent clamping
stalk section detection
YOLOv4 optimization algorithm
embedded platform
boom sprayer
active balance
ground following
motion control
feedforward proportion integration differentiation
vibration
planter
seeder
metering device
ultrasonic sensor
Arduino
precision agriculture
droplet deposition measurement
super-resolution
semantic segmentation
automatic picking robot
mushroom detection
attention mechanism
computer vision
path tracking
rear-wheel steering model
MPC
preview
fuzzy control
PSO
agricultural equipment
autonomous operation
environmental sensing
complete-coverage path planning
contour reconstruction
densely overlapping mushrooms
high-precision contour segmentation
image segmentation
SOLOV2
poultry eggs
microcrack detection
lightweight model
deep learning
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
topic_facet transplanter
plug tray seedlings
protected agriculture
end effector
vision system
automatic maize seeding machine
sand-paving device
image processing
analytic hierarchy process
semi-structured road detection
contextual representation
pixel-level segmentation
agricultural robot
Artificial Intelligence
food security
machine learning
Global South
funding
environmental adaptation
adaptive impedance control
unstructured terrain
digging–pulling cassava harvester
intelligent clamping
stalk section detection
YOLOv4 optimization algorithm
embedded platform
boom sprayer
active balance
ground following
motion control
feedforward proportion integration differentiation
vibration
planter
seeder
metering device
ultrasonic sensor
Arduino
precision agriculture
droplet deposition measurement
super-resolution
semantic segmentation
automatic picking robot
mushroom detection
attention mechanism
computer vision
path tracking
rear-wheel steering model
MPC
preview
fuzzy control
PSO
agricultural equipment
autonomous operation
environmental sensing
complete-coverage path planning
contour reconstruction
densely overlapping mushrooms
high-precision contour segmentation
image segmentation
SOLOV2
poultry eggs
microcrack detection
lightweight model
deep learning
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
url ONIX_20250812T095121_9783725832118_79