Future Internet · 2023 · 27 citations · 19 references
ComputingAutonomous SystemsPrecision AgricultureAerial RoboticsCyber-physical SystemsInternet Of ThingsFire DetectionFire PreventionFire ResponseFire SafetyFire SimulationSensor NetworksEarly Fire DetectionFire Detection SystemsFirefighting SystemsForest Fire DetectionForest Fire MonitoringInternet Of Things SensorsReal-time Fire MonitoringWildfire Detection
The increasing frequency and severity of forest fires necessitate early detection and rapid response to mitigate their impact. This project aims to design a cyber-physical system for early detection and rapid response to forest fires using advanced technologies. The system incorporates Internet of Things sensors and autonomous unmanned aerial and ground vehicles controlled by the robot operating system. An IoT-based wildfire detection node continuously monitors environmental conditions, enabling early fire detection. Upon fire detection, a UAV autonomously surveys the area to precisely locate the fire and can deploy an extinguishing payload or provide data for decision-making. The UAV communicates the fire’s precise location to a collaborative UGV, which autonomously reaches the designated area to support ground-based firefighters. The CPS includes a ground control station with web-based dashboards for real-time monitoring of system parameters and telemetry data from UAVs and UGVs. The article demonstrates the real-time fire detection capabilities of the proposed system using simulated forest fire scenarios. The objective is to provide a practical approach using open-source technologies for early detection and extinguishing of forest fires, with potential applications in various industries, surveillance, and precision agriculture.
19
A Forest Fire Detection System Based on Ensemble Learning
Renjie Xu, Haifeng Lin, Kangjie Lu et al. · Forests · 2021 · 551 citations · Full text
Fire-YOLO: A Small Target Object Detection Method for Fire Inspection
Lei Zhao, Luqian Zhi, Cai Zhao et al. · Sustainability · 2022 · 176 citations · Full text
Early Wildfire Detection Technologies in Practice—A Review
Ankita Mohapatra, Timothy Trinh · Sustainability · 2022 · 100 citations · Full text
Wildfire and Smoke Detection Using Staged YOLO Model and Ensemble CNN
Chayma Bahhar, Amel Ksibi, Manel Ayadi et al. · Electronics · 2023 · 87 citations · Full text