Explicit Solutions to Separable Problems in Optimal Cooperative Control

Jong Han Kim, Sanjay Lall

Research output: Contribution to journalArticlepeer-review

17 Scopus citations

Abstract

This paper presents explicit state-space solutions for a class of networked cooperative control problems. We consider the optimal control problem for a class of systems with dynamics defined at the vertices of a directed acyclic graph, and dynamic propagation along the edges of the graph. The controller is also constrained to use information flowing along the edges of the graph. With the additional assumption of transitive closure, such problems have linear optimal controllers. We show that, under the factorization condition that every disturbance non-sink takes state feedback, these problems separate into several independent subproblems and hence they can be explicitly solved. This technique generalizes and unifies several existing approaches for optimal decentralized control, and it further provides the optimal controller for many cases in which the optimal control was previously unknown. The optimal solutions are expressed in terms of a series of Riccati equations whose sizes are bounded by the system order. The separated problems highlight the structure of the optimal controller. We demonstrate our approach on a salvo guidance problem for a team of networked missiles.

Original languageEnglish
Article number6980067
Pages (from-to)1304-1319
Number of pages16
JournalIEEE Transactions on Automatic Control
Volume60
Issue number5
DOIs
StatePublished - 1 May 2015
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 1963-2012 IEEE.

Keywords

  • Decentralized
  • LQG

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