Drone localization and identification using an acoustic array and supervised learning

V Baron, S Bouley, M Muschinowski… - … Machine Learning in …, 2019 - spiedigitallibrary.org
Drones are well-known threats both in military and civil environments. Identifying them
accurately and localizing their trajectory is an issue that more and more methods are trying …

Acoustic Based Drone Detection Via Machine Learning

CA Ahmed, F Batool, W Haider, M Asad… - … Conference on IT …, 2022 - ieeexplore.ieee.org
Artificial Intelligence, data-driven decision techniques, and the use of drones as swarm
technology have rendered drones as a potential weapon for mass destruction. Their small …

[PDF][PDF] A Feature Engineering Focused System for Acoustic UAV Payload Detection.

Y Wang, FE Fagiani, KE Ho, ET Matson - ICAART (3), 2022 - scitepress.org
The technology evolution of Unmanned Aerial Vehicles (UAVs) or drones, has made these
devices suitable for a wide new range of applications, but it has also raised safety concerns …

[HTML][HTML] Analysis of distance and environmental impact on UAV acoustic detection

D Tejera-Berengue, F Zhu-Zhou, M Utrilla-Manso… - Electronics, 2024 - mdpi.com
This article explores the challenge of acoustic drone detection in real-world scenarios, with
an emphasis on the impact of distance, to see how sound propagation affects drone …

[PDF][PDF] Towards drone recognition and localization from flying UAVs through processing of multi-channel acoustic and radio frequency signals: a deep learning …

A Toma, N Cecchinato, C Drioli, GL Foresti… - … on AI, ML and BD for …, 2021 - sto.nato.int
ABSTRACT A novel radio-frequency (RF)-assisted algorithm for acoustic recognition and
localization of unmanned aerial vehicles (UAVs) in a scenario with small size microphone …

Drone audio recognition based on machine learning techniques

G Lacava, F Mercaldo, F Martinelli, A Santone… - Procedia Computer …, 2022 - Elsevier
Unmanned aerial vehicles (drones) are widely available on today's market for use for use
both as a hobby and to meet specific industrial needs, such as agriculture or parcel …

Detection and tracking of drones using advanced acoustic cameras

J Busset, F Perrodin, P Wellig, B Ott… - … Sensor Networks XI …, 2015 - spiedigitallibrary.org
Recent events of drones flying over city centers, official buildings and nuclear installations
stressed the growing threat of uncontrolled drone proliferation and the lack of real …

Acoustic drone detection based on transfer learning and frequency domain features

M Yaacoub, H Younes, M Rizk - 2022 International Conference …, 2022 - ieeexplore.ieee.org
Currently, drones are widely used in various sectors because of their affordability, flexibility
and ability to carry payloads during their flights. Nevertheless, drones are excluded from …

Robust drone detection for acoustic monitoring applications

M Ohlenbusch, A Ahrens, C Rollwage… - 2020 28th European …, 2021 - ieeexplore.ieee.org
Commercially available light-weight unmanned aerial vehicles (UAVs) present a challenge
for public safety, eg espionage, transporting dangerous goods or devices. Therefore …

Development of a new light-weight convolutional neural network for acoustic-based amateur drone detection

İ Aydın, E Kızılay - Applied Acoustics, 2022 - Elsevier
In recent years, interest in autonomous Unmanned Aerial Vehicles (UAVs) has increased,
especially due to their use in different application areas, together with their ability to operate …