tery limitation, delivery of supplies (e.g., medicine),
collision avoidance, global positioning, autonomous
flights and connectivity using standard for vehicular
communication (IEEE 802.11p) or over LTE (Long
Term Evolution) when available in the region. Still
in this context, (Katila et al., 2017) studies scenar-
ios where drones are used to monitor a large area and
transmit video information to a remote control unit
using multiple hops. To maintain a strong connectiv-
ity between drones and the control unit, the authors
used wireless mesh networks (IEEE 802.11s) at fixed
positions on the ground to increase the node redun-
dancy for routing.
Giordan et al. (Giordan et al., 2018) present a re-
view of remotely piloted aircrafts (RPAs), also known
as UAV, applied to natural hazards around the world
such as landslides, floods, earthquakes, volcanic ac-
tivity and wildfires. RPAs are used to collect data
from inaccessible regions typically from images from
conventional cameras, but also, in some cases, from
thermal sensors and multi-spectral cameras. These
RPA-gathered data are then georeferenced and pro-
cessed in order to provide, for instance, environmen-
tal and geological studies, mapping different active
processes at the Earth’s surface and analysis of river
channel vegetation.
More recently, Gohari et al. (Gohari et al., 2022)
systematically reviewed the literature of using drones
for monitoring and surveillance in smart cities, classi-
fying the papers into seven categories: transportation,
environment, infrastructure, object or people detec-
tion, disaster management, data collection and other.
Air pollution (environment) and traffic monitoring
(transportation) are the aspects more studied in the re-
cent literature. In the disaster management category,
the main areas are human body detection, evacuation
map building, fire detection, firefighting management
and search and rescue. They also associate the cat-
egories according to the number of UAVs (multiple
or single), type of UAV (mostly, with rotatory wings)
and the aerial sensors on board (mostly, conventional
camera).
2.1 Characterization of Drones
Because drones are used for so many different appli-
cations, several different offerings can be found on the
market with markedly different characteristics. Per-
haps the most fundamental way drones may differ is
in terms of typology, the most common being fixed-
wing, single-rotor, multirotor, and fixed-wing hy-
brid (Jayaweera and Hanoun, 2020). Like an airplane,
fixed-wing drones have rigid wings that provide lift
whenever the aircraft moves forward. Conversely,
single- and multirotor drones have rotating vertical
propellers for lift. While fixed-wing drones can
achieve much higher speeds, cover larger distances
and potentially carry substantial weight, single- and
multirotor drones have advantages in terms of maneu-
verability, allowing more controlled flights and the
possibility of remaining at a relatively stable position
(which often aids in tasks involving photography or
video). In particular, multirotor drones are more sta-
ble than their single-rotor counterparts, and the num-
ber of propellers usually correlates with their load ca-
pacity (Hassanalian and Abdelkefi, 2017).
Drones also vary wildly in terms of weight and
size. While consumer drones used for entertainment
can weigh as little as a few hundred grams, military
drones can weigh several hundred kilograms and be
roughly as large as some manned aircraft (Hassana-
lian and Abdelkefi, 2017). Because heavier drones
require more powerful propellers, they are also usu-
ally able to transport more load.
Another important issue is autonomy. Consumer
drones in general use electrical engines powered by
batteries which offer relatively short flight times.
Some larger capacity drones, however, use internal
combustion engines allowing for much larger auton-
omy.
While some drones may have a few autonomous
flight capabilities (e.g., avoiding collisions, returning
home under certain conditions), the most common
mode of operation has the drone being piloted re-
motely. Thus, a reliable communication between the
drone and a ground station is fundamental. Differ-
ent radio technologies can be found in different mod-
els. Some models resort to open standards, such as
IEEE 802.11, while others may employ proprietary
radio solutions — DJI, for example, uses its own ra-
dio technology called OcuSync (Swinney and Woods,
2021). However, regardless of the particular technol-
ogy, consumer drones must generally operate under
unlicensed radio bands, alongside multiple compet-
ing devices, which may reduce communication per-
formance.
In terms of payload, consumer drones often carry
ordinary cameras for visible light, which can be used
both for aiding the pilot and for recording video or
taking photos. For more specialized applications,
multispectral cameras can be used — e.g., infrared
can be used for monitoring vegetation growth and
coverage. Thermal cameras are also useful for find-
ing lost persons, especially under vegetation cover-
age, such as in forests. Drones equipped with a LI-
DAR can map the topography of a region and/or of
buildings. Other possibilities include sensors for tem-
perature and smoke, which can be useful for detecting
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