A review of environmentally friendly approaches in fire extinguishing: from chemical sciences to innovations in electrical engineering

H Yılmaz-Atay, JL Wilk-Jakubowski - Polymers, 2022 - mdpi.com
After the invention of fire, the fight against fire probably started, and it has been going on for
thousands of years. During this time, the aim has always been to extinguish the fire as soon …

Non-invasive attempts to extinguish flames with the use of high-power acoustic extinguisher

P Stawczyk, J Wilk-Jakubowski - Open Engineering, 2021 - degruyter.com
This paper presents an innovative method of extinguishing of flames using a high-power
acoustic extinguisher. This method allows for effective and non-invasive extinguishing of the …

Analysis of flame suppression capabilities using low-frequency acoustic waves and frequency sweeping techniques

JŁ Wilk-Jakubowski - Symmetry, 2021 - mdpi.com
Symmetry plays a key role in the processing and analysis of not only visual but also acoustic
signals in various multidisciplinary areas. New innovative and environmentally friendly …

The using of deep neural networks and natural mechanisms of acoustic wave propagation for extinguishing flames

J Wilk-Jakubowski, P Stawczyk… - … Vision and Robotics, 2022 - inderscienceonline.com
The article presents an innovative method of flame extinguishing with a high-power acoustic
extinguisher, which is equipped with a deep neural network (DNN) flame detection module …

Control of acoustic extinguisher with Deep Neural Networks for fire detection

JL Wilk-Jakubowski, P Stawczyk, S Ivanov… - Elektronika ir …, 2022 - eejournal.ktu.lt
The search for fast and environmentally safe methods of fighting fires has been a particularly
important topic in recent years. Many academic centres are conducting research on the use …

Investigation of the use of the acoustic effect in extinguishing fires of oil and petroleum products.

TS Vovchuk, JL Wilk-Jakubowski, VM Telelim… - 2021 - repositsc.nuczu.edu.ua
This paper discusses the use of an acoustic effect and technique to extinguish flames when
extinguishing fires of oil and petroleum products. The added value is also to analyze the …

High-power acoustic fire extinguisher with artificial intelligence platform

J Wilk-Jakubowski, P Stawczyk… - … Vision and Robotics, 2022 - inderscienceonline.com
Nowadays, innovative flame extinguishing techniques are still being sought that do not
threaten the environment and do not damage the extinguished elements. One of them …

The using of Deep Neural Networks and acoustic waves modulated by triangular waveform for extinguishing fires

S Ivanov, S Stankov, J Wilk-Jakubowski… - New Approaches for …, 2021 - Springer
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 …

The artificial intelligence platform with the use of DNN to detect flames: A case of acoustic extinguisher

S Ivanov, S Stankov - … Computing & Optimization: Proceedings of the 4th …, 2022 - Springer
In practice, it is possible to combine an acoustic extinguishing of flames with their detection
using artificial intelligence, which is the main aim of this article. This paper presents the …

Experimental Study of the Influence of Even Harmonics on Flame Extinguishing by Low-Frequency Acoustic Waves with the Use of High-Power Extinguisher.

JL Wilk-Jakubowski - Applied Sciences (2076-3417), 2024 - search.ebscohost.com
Abstract Featured Application: The acoustic flame-extinguishing method presents an
innovative technique that uses acoustic waves to fight fire. The envisaged R& D results …