Directed interactive topology optimization design for multi-agent affine formation maneuver control

Authors

  • Ravindra K. Ahuja
  • Christopher Evans
  • Jessica Martin
  • Kevin Turner

DOI:

https://doi.org/10.59782/aai.v1i3.318

Keywords:

multi-agent systems, affine transforms, formation control, interaction topology design, directed graphs, multiobjective optimization

Abstract

This paper investigates the directed interactive topology optimization design problem for multi-agent affine formation maneuver control. Firstly, considering the optimization indexes such as information interaction cost and information spreading energy consumption, a directed topology optimization model satisfying affine formation maneuver is established, including two sub-models of topology structure construction and weight allocation. Secondly, aiming at the topological structure construction for affine formation maneuver, a directed k-rooted graph detection method is proposed, which can realize the solution of d +1 -rooted constraint for directed information interaction topology, and then an improved NSGA-II topological structure construction optimization algorithm is designed. Finally, a formation of seven agents in twodimensional space is taken as an example for simulation verification. The results show that the improved topology NSGA -II topology construction optimization The algorithm has better optimization effects, can effectively provide a variety of feasible directed interactive topologies for affine formation maneuver control, and the generated interactive topology can meet the requirements of directed d +1 -rooted graph.

How to Cite

Ahuja, R. K., Evans, C., Martin, J., & Turner, K. (2024). Directed interactive topology optimization design for multi-agent affine formation maneuver control. Journal of Applied Artificial Intelligence, 1(3), 77–99. https://doi.org/10.59782/aai.v1i3.318

Issue

Section

Articles