A survey on vision-based outdoor smoke detection techniques for environmental safety

S Chaturvedi, P Khanna, A Ojha - ISPRS Journal of Photogrammetry and …, 2022 - Elsevier
Early stage smoke detection using image and video analysis is an important area of
research due to its enormous applications in mitigating fire hazards and ensuring …

[PDF][PDF] A review on status, implications and recent trends of forest fire management

V Attri, R Dhiman, S Sarvade - Archives of Agriculture …, 2020 - pdfs.semanticscholar.org
Forest fire starts from the ignition point and spread outwards leaving behind only a burnt
area. It is a very common problem in tropical as well as in temperate forests of the country …

Visibility analysis of fire lookout towers in the Boyabat State Forest Enterprise in Turkey

O Kucuk, O Topaloglu, AO Altunel, M Cetin - Environmental monitoring and …, 2017 - Springer
For a successful fire suppression, it is essential to detect and intervene forest fires as early
as possible. Fire lookout towers are crucial assets in detecting forest fires, in addition to …

An adaptive LoRaWAN MAC protocol for event detection applications

A Tsakmakis, A Valkanis, G Beletsioti, K Kantelis… - Sensors, 2022 - mdpi.com
In recent years, the Internet of Things (IoT) is growing rapidly and gaining ground in a variety
of fields. Such fields are environmental disasters, such as forest fires, that are becoming …

Early forest fire detection by vision-enabled wireless sensor networks

J Fernández-Berni, R Carmona-Galán… - … Journal of Wildland …, 2012 - CSIRO Publishing
Wireless sensor networks constitute a powerful technology particularly suitable for
environmental monitoring. With regard to wildfires, they enable low-cost fine-grained …

[PDF][PDF] Visibility Analysis of Fire Watchtowers Using GIS; A Case Study in Dalaman State Forest Enterprise

M Göltaş, T Demirel, İ Çağlayan - European Journal of Forest …, 2017 - dergipark.org.tr
The determination of the forest fires as quickly as possible and accurately their location is
very important for fighting forest fires. Therefore, fire watchtowers should be located on high …

Adaptive estimation of visual smoke detection parameters based on spatial data and fire risk index

M Bugarić, T Jakovčević, D Stipaničev - Computer vision and image …, 2014 - Elsevier
Standard wildfire smoke detection systems detect fires using remote cameras located at
observation posts. Images from the cameras are analyzed using standard computer vision …

Visual spatial-context based wildfire smoke sensor

T Jakovčević, D Stipaničev, D Krstinić - Machine vision and applications, 2013 - Springer
Sensors for early fire detection based on visual analysis have been under constant
development and improvement, especially during the last decade. However, there is still a …

Wi-FLIP: A wireless smart camera based on a focal-plane low-power image processor

J Fernández-Berni, R Carmona-Galán… - 2011 Fifth ACM/IEEE …, 2011 - ieeexplore.ieee.org
This paper presents Wi-FLIP, a vision-enabled WSN node resulting from the integration of
FLIP-Q, a prototype vision chip, and Imotel, a commercial WSN platform. In Wi-FLIP, image …

Multi-teacher knowledge distillation as an effective method for compressing ensembles of neural networks

K Zuchniak - arXiv preprint arXiv:2302.07215, 2023 - arxiv.org
Deep learning has contributed greatly to many successes in artificial intelligence in recent
years. Today, it is possible to train models that have thousands of layers and hundreds of …