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A modified HP-adaptive pseudospectral method for multi-UAV formation reconfiguration.

Gaoqi Liu1, Bin Li2, Yuandong Ji2

  • 1School of Electrical Engineering, Sichuan University, Chengdu, China.

ISA Transactions
|February 12, 2022
PubMed
Summary

This study presents a novel computational method for multi-unmanned aerial vehicle (UAV) formation reconfiguration, significantly reducing computational load by transforming constraints into an optimization problem. This approach enhances the efficiency of complex UAV control tasks.

Keywords:
Exact penalty function methodFormation reconfigurationHp-adaptive pseudospectral methodUAV

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Area of Science:

  • Robotics
  • Control Systems
  • Optimization

Background:

  • Multi-unmanned aerial vehicle (UAV) formation reconfiguration presents significant computational challenges due to complex state constraints.
  • These constraints typically result in high-dimensional nonlinear programming (NLP) problems, increasing computational burden.

Purpose of the Study:

  • To develop a novel computational method for efficient multi-UAV formation reconfiguration.
  • To reduce the computational overhead associated with solving state-constrained optimization problems in UAV control.

Main Methods:

  • Modification of the hp-adaptive pseudospectral method (PM) combined with an exact penalty function scheme.
  • Transformation of the UAV reconfiguration control problem into an optimization problem.
  • Utilization of the exact penalty function to eliminate inter-UAV distance state constraints, converting the problem into a standard NLP.

Main Results:

  • The proposed method dramatically decreases computational overhead compared to the standard hp-adaptive PM.
  • The modified method effectively handles state constraints in UAV formation reconfiguration.
  • Numerical simulations demonstrate the scheme's effectiveness.

Conclusions:

  • The novel computational method offers an efficient solution for multi-UAV formation reconfiguration.
  • This approach simplifies the handling of state constraints, making complex UAV control problems more tractable.
  • The technique shows promise for practical applications in autonomous systems.