Metaheuristic Planner for a Swarm of UAVs

Unmanned Aerial Vehicles (UA Vs) have become an important component in various applications, such as filmmaking or area surveillance. Many modern applications employ autonomous flight of UAV swarms, which offer advantages but also pose constraints. This paper is focused on research and testing of different metaheuristic algorithms used for swarm path planning. Specifically, this study compares the performance of Genetic Algorithm (GA), Ant Colony Optimization (ACO), Tabu Search (TS) and Gravitational Search (GS) in solving UA V path planning problem. The proposed path planner aims to generate near-optimal trajectories for area coverage while avoiding collisions within the swarm.

Publication Details

Journal
Brno University of Technology Digital Library (Brno University of Technology)
Published
2025-01-01
Primary Topic
Robotic Path Planning Algorithms
Type
article
Field-Weighted Citation Impact
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article

Metaheuristic Planner for a Swarm of UAVs

Brno University of Technology Digital Library (Brno University of Technology)
Robotic Path Planning Algorithms
article

Metaheuristic Planner for a Swarm of UAVs

article en

Abstract

Unmanned Aerial Vehicles (UA Vs) have become an important component in various applications, such as filmmaking or area surveillance. Many modern applications employ autonomous flight of UAV swarms, which offer advantages but also pose constraints. This paper is focused on research and testing of different metaheuristic algorithms used for swarm path planning. Specifically, this study compares the performance of Genetic Algorithm (GA), Ant Colony Optimization (ACO), Tabu Search (TS) and Gravitational Search (GS) in solving UA V path planning problem. The proposed path planner aims to generate near-optimal trajectories for area coverage while avoiding collisions within the swarm.

Brno University of Technology Digital Library (Brno University of Technology)
Openalex Percentile: Top 47%
Robotic Path Planning Algorithms
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Metaheuristic Planner for a Swarm of UAVs · Brno University of Technology Digital Library (Brno University of Technology) (2025) | TGRS Research Map | TGRS