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A New Multidimensional Repulsive Potential Field to Avoid Obstacles by Nonholonomic UAVs in Dynamic Environments.
Cezary Kownacki1, Leszek Ambroziak1
1Department of Robotics and Mechatronics, Faculty of Mechanical Engineering, Bialystok University of Technology, Wiejska St. 45C, 15-351 Bialystok, Poland.
This study introduces a new multidimensional repulsive potential field for nonholonomic unmanned aerial vehicles (UAVs) to improve obstacle avoidance. The novel field effectively guides UAVs around moving obstacles by considering their speed and direction.
Area of Science:
- Robotics
- Aerospace Engineering
- Control Systems
Background:
- Autonomous flight with obstacle avoidance is crucial for modern unmanned aerial vehicles (UAVs).
- Nonholonomic UAVs, especially fixed-wing aircraft, face increased complexity in avoiding moving obstacles due to limited maneuverability.
- Traditional repulsive potential fields are inadequate for nonholonomic vehicles as they do not account for obstacle velocity and UAV dynamics.
Purpose of the Study:
- To develop a novel multidimensional repulsive potential field specifically designed for nonholonomic UAVs.
- To enhance obstacle avoidance capabilities for UAVs operating in environments with moving obstacles.
- To address the limitations of traditional potential field methods in handling nonholonomic constraints and dynamic environments.
Main Methods:
- Introduction of a multidimensional repulsive potential field that generates forces based on the obstacle's velocity vector.
- The repulsive force is directed away from areas in front of and behind the obstacle along its movement path.
- Force magnitude is determined by the UAV's proximity to the obstacle's movement line, distance along the line, and relative projected speed.
Main Results:
- The proposed potential field successfully repulses the UAV from critical areas relative to the obstacle's motion.
- The multidimensional nature of the field accounts for relative position, speed, and direction of both UAV and obstacle.
- Numerical simulations validate the effectiveness of the novel potential field in controlling nonholonomic UAV flight.
Conclusions:
- The developed multidimensional repulsive potential field offers a significant improvement for obstacle avoidance in nonholonomic UAVs.
- This method provides a more robust and adaptable solution compared to traditional potential field approaches.
- The findings contribute to safer and more efficient autonomous navigation for UAVs in complex, dynamic scenarios.
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