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UGVs

Unmanned Ground Vehicles (UGVs) are robotic platforms that operate on the ground without a human aboard. They can be controlled remotely or programmed to execute tasks autonomously, using onboard sensors, computation, and communication links to a human operator or control system. UGVs are deployed to access dangerous, difficult, or inaccessible environments where human presence would be risky.

UGVs employ propulsion such as wheels, tracks, or legs and carry sensors and manipulators appropriate to their

Autonomy in UGVs ranges from teleoperation and supervisory control to full autonomy. Navigation relies on SLAM

Applications span military and public safety (reconnaissance, surveillance, bomb disposal), industrial inspection and maintenance (in energy

Challenges include limited endurance and payload, perception in complex environments, reliability, and regulatory constraints. Advances focus

mission.
Common
payloads
include
cameras,
LiDAR,
radar,
thermal
imaging,
and
chemical
or
seismic
sensors.
Onboard
processors
run
perception,
navigation,
and
task-management
software,
while
external
communications—radio,
satellite,
or
mesh
networks—link
the
vehicle
to
operators
or
control
centers.
(simultaneous
localization
and
mapping),
obstacle
avoidance,
and
path
planning.
Mission
planning
may
coordinate
multiple
UGVs
or
integrate
with
human
teams.
Safety,
cybersecurity,
and
ethical
considerations
are
integral
to
design
and
operation.
and
infrastructure),
agriculture
(monitoring
and
autonomous
weeding),
logistics
(intra-site
transport),
construction,
and
disaster
response.
on
better
autonomy,
resilient
sensing,
cooperative
behavior
among
multiple
vehicles,
and
user-friendly
human-robot
interfaces.