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The Using of Deep Neural Networks and Acoustic Waves Modulated by Triangular Waveform for Extinguishing Fires

Authors :
Stanko Stankov
Stefan Ivanov
Jacek Wilk-Jakubowski
Pawel Stawczyk
Source :
New Approaches for Multidimensional Signal Processing ISBN: 9789813346758
Publication Year :
2021
Publisher :
Springer Singapore, 2021.

Abstract

Current article introduces a new approach for detection of fires based on deep neural network (DNN) and their extinguishing using an acoustic fire extinguisher. Finding fires on video stream is based on low-cost hardware platform containing Movidius stick for hardware acceleration of the DNN used for fire detection. For this purpose, the fire extinguisher uses a sinusoidal acoustic wave modulated by a triangular waveform. The special design of the extinguisher guarantees that the sound pressure level will be sufficient for successful extinguishing of the fire in distance up to 130 cm.

Details

ISBN :
978-981-334-675-8
ISBNs :
9789813346758
Database :
OpenAIRE
Journal :
New Approaches for Multidimensional Signal Processing ISBN: 9789813346758
Accession number :
edsair.doi...........053f2a8c8d80369e3eb8f4704d37ac31
Full Text :
https://doi.org/10.1007/978-981-33-4676-5_16