Directed interactive topology optimization design for multi-agent affine formation maneuver control
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.
Authors
- Kevin T. Turner (ORCID: https://orcid.org/0000-0003-4963-4568)
- Jessica Martin (ORCID: https://orcid.org/0000-0003-3983-0231)
- C. J. Evans (ORCID: https://orcid.org/0009-0005-7288-6407)
- Ravindra K. Ahuja
Publication Details
- Journal
- Journal of applied artificial intelligence.
- Published
- 2024-10-18
- DOI
- https://doi.org/10.59782/aai.v1i3.318
- Primary Topic
- Distributed Control Multi-Agent Systems
- Type
- article
- Field-Weighted Citation Impact
- 0.00