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Piecewise-potential-field-based path planning method for fixed-wing UAV formation.

Yuxuan Fang1, Yiping Yao1, Feng Zhu2

  • 1College of Systems Engineering, National University of Defense Technology, Changsha, 410073, China.

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|February 8, 2023
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Summary
This summary is machine-generated.

This study introduces a piecewise potential field (PPF) method for Unmanned Aerial Vehicle (UAV) formation path planning. The PPF approach enhances smoothness and avoids local minima, outperforming traditional artificial potential field (APF) methods.

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Area of Science:

  • Robotics
  • Aerospace Engineering
  • Artificial Intelligence

Background:

  • Traditional artificial potential field (APF) methods for multi-UAV path planning face challenges with initial heading constraints and local minima.
  • Existing APF methods often produce paths lacking sufficient smoothness for fixed-wing UAV formations.
  • Dynamic obstacles and complex scenarios require robust path planning solutions for UAVs.

Purpose of the Study:

  • To propose a novel piecewise potential field (PPF) based path planning method for fixed-wing Unmanned Aerial Vehicle (UAV) formations.
  • To address limitations of APF methods, including initial heading constraints and local minima traps.
  • To ensure smooth and conflict-free path planning for multiple UAVs in dynamic environments.

Main Methods:

  • Utilizing potential field vectors to represent obstacle and target point functions, adhering to UAV kinematic constraints.
  • Implementing a strategy to detect and escape local minimum regions by introducing additional potential field vectors.
  • Designing change rules for potential field vectors during formation reconstruction to ensure smooth flight tracks via speed adjustments.

Main Results:

  • The PPF-based method successfully planned paths for a five-UAV formation, considering initial heading limits.
  • Compared to APF methods, the PPF approach generated significantly smoother flight paths.
  • The proposed method demonstrated the ability to plan multiple, conflict-free UAV tracks in complex scenarios.

Conclusions:

  • The piecewise potential field (PPF) method offers an effective solution for fixed-wing UAV formation path planning.
  • PPF overcomes key limitations of APF, providing smoother trajectories and avoiding local minima.
  • This approach enhances the safety and efficiency of multi-UAV operations in complex environments.