Wildfire Monitoring in Remote Areas using Autonomous Unmanned Aerial Vehicles
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Abstract (arXiv)
In this paper, we propose a drone-based wildfire monitoring system for remote and hard-to-reach areas. This system utilizes autonomous unmanned aerial vehicles (UAVs) with the main advantage of providing on-demand monitoring service faster than the current approaches of using satellite images, manned aircraft and remotely controlled drones. Furthermore, using autonomous drones facilitates minimizing human intervention in risky wildfire zones. In particular, to develop a fully autonomous system, we propose a distributed leader-follower coalition formation model to cluster a set of drones into multiple coalitions that collectively cover the designated monitoring field. The coalition leader is a drone %with longer communication range that employs observer drones potentially with different sensing and imaging %actuation capabilities to hover in circular paths and collect imagery information from the impacted areas. The objectives of the proposed system include i) to cover the entire fire zone with a minimum number of drones, and ii) to minimize the energy consumption and latency of the available drones to fly to the fire zone. Simulation results confirm that the performance of the proposed system -- without the need for inter-coalition communications -- approaches that of a centrally-optimized system.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Apr 2019.
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Citing papers per year: 2021: 1; 2022: 4; 2023: 1; 2024: 4; 2025: 1; 2026: 1.
12 papers.
- 2024A comprehensive survey of research towards AI-enabled unmanned aerial systems in pre-, active-, and post-wildfire managementcited by 23
- 2024Thermal Image Calibration and Correction using Unpaired Cycle-Consistent Adversarial Networkscited by 5
- 2022Dynamic Collaborative Multi-Agent Reinforcement Learning Communication for Autonomous Drone Reforestationcited by 4
- 2021UAV-Assisted Communication in Remote Disaster Areas using Imitation Learningcited by 3
- 2022Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distributioncited by 3
- 2022Multi-UAV Planning for Cooperative Wildfire Coverage and Tracking with Quality-of-Service Guaranteescited by 3
- 2022A Search and Detection Autonomous Drone System: from Design to Implementationcited by 2
- 2023Joint Path planning and Power Allocation of a Cellular-Connected UAV using Apprenticeship Learning via Deep Inverse Reinforcement Learningcited by 2
- 2024FlameFinder: Illuminating Obscured Fire through Smoke with Attentive Deep Metric Learningcited by 2
- 2024Hardware Acceleration for Real-Time Wildfire Detection Onboard Drone Networkscited by 1
- 2025Wildfire spread forecasting with Deep Learningcited by 1
- 2026WildFireVQA: A Large-Scale Radiometric Thermal VQA Benchmark for Aerial Wildfire Monitoringcited by 0
- 2026WildFireVQA: A Large-Scale Radiometric Thermal VQA Benchmark for Aerial Wildfire Monitoring22 Apr 2026
- 2025Wildfire spread forecasting with Deep Learning23 May 2025
- 2024FlameFinder: Illuminating Obscured Fire through Smoke with Attentive Deep Metric Learning9 Apr 2024
- 2024Thermal Image Calibration and Correction using Unpaired Cycle-Consistent Adversarial Networks21 Jan 2024
- 2024Hardware Acceleration for Real-Time Wildfire Detection Onboard Drone Networks16 Jan 2024
- 2024A comprehensive survey of research towards AI-enabled unmanned aerial systems in pre-, active-, and post-wildfire management4 Jan 2024
- 2023Joint Path planning and Power Allocation of a Cellular-Connected UAV using Apprenticeship Learning via Deep Inverse Reinforcement Learning15 Jun 2023
- 2022A Search and Detection Autonomous Drone System: from Design to Implementation29 Nov 2022
- 2022Dynamic Collaborative Multi-Agent Reinforcement Learning Communication for Autonomous Drone Reforestation14 Nov 2022
- 2022Multi-UAV Planning for Cooperative Wildfire Coverage and Tracking with Quality-of-Service Guarantees21 Jun 2022
- 2022Collaborative Auto-Curricula Multi-Agent Reinforcement Learning with Graph Neural Network Communication Layer for Open-ended Wildfire-Management Resource Distribution24 Apr 2022
- 2021UAV-Assisted Communication in Remote Disaster Areas using Imitation Learning2 Apr 2021