Sound event detection in underground parking garage using convolutional neural network

G Ciaburro - Big Data and Cognitive Computing, 2020 - mdpi.com
Parking is a crucial element in urban mobility management. The availability of parking areas
makes it easier to use a service, determining its success. Proper parking management …

Improving smart cities safety using sound events detection based on deep neural network algorithms

G Ciaburro, G Iannace - Informatics, 2020 - mdpi.com
In recent years, security in urban areas has gradually assumed a central position, focusing
increasing attention on citizens, institutions and political forces. Security problems have a …

End-to-end convolutional neural networks for sound event detection in urban environments

P Zinemanas, P Cancela… - 2019 24th Conference of …, 2019 - ieeexplore.ieee.org
We present a novel approach to tackle the problem of sound event detection (SED) in urban
environments using end-to-end convolutional neural networks (CNN). It consists of a 1D …

Acoustic based emergency vehicle detection using ensemble of deep learning models

U Mittal, P Chawla - Procedia Computer Science, 2023 - Elsevier
The temporal and spectral structure is possessed in the time-frequency domain by sound
events. Analyzing and classifying acoustic environment using sound recording is an …

Application of deep learning in the early detection of emergency situations and security monitoring in public spaces

W Villegas-Ch, J Govea - Applied System Innovation, 2023 - mdpi.com
This article addresses the need for early emergency detection and safety monitoring in
public spaces using deep learning techniques. The problem of discerning relevant sound …

[PDF][PDF] A novel deep CNN-RNN approach for real-time impulsive sound detection to detect dangerous events

N Smailov, Z Dosbayev, N Omarov… - … Journal of Advanced …, 2023 - researchgate.net
In this research paper, we presented a novel approach to detect impulsive sounds in real-
time using a combination of Deep CNN and RNN architectures. The proposed approach …

Emergency vehicle detection using vehicle sound classification: A deep learning approach

S Sathruhan, OK Herath, T Sivakumar… - 2022 6th SLAAI …, 2022 - ieeexplore.ieee.org
Emergency vehicles are equipped with audio and visual warning devices, which are meant
to help them navigate through traffic by demanding manoeuvring space from other vehicles …

Smart 311 request system with automatic noise detection for safe neighborhood

Z Tariq, SK Shah, Y Lee - 2018 IEEE International Smart Cities …, 2018 - ieeexplore.ieee.org
The aim of the smart city is to provide the technological access for the automation of city.
This paper examines an audio classification application based on Machine Learning for …

Live event detection for people's safety using NLP and deep learning

A Sen, G Rajakumaran, M Mahdal, S Usharani… - IEEE …, 2024 - ieeexplore.ieee.org
Today, humans pose the greatest threat to society by getting involved in robbery, assault, or
homicide activities. Such circumstances threaten the people working alone at night in …

Acoustic-based emergency vehicle detection using convolutional neural networks

VT Tran, WH Tsai - IEEE Access, 2020 - ieeexplore.ieee.org
This work investigates how to detect emergency vehicles such as ambulances, fire engines,
and police cars based on their siren sounds. Recognizing that car drivers may sometimes be …