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Momentum-Based Fully Actuated System Dynamics for Distributed Optimization

  • Guanghui Li
  • , Guang Ren Duan*
  • , Weijie Ren
  • *Corresponding author for this work
  • Southern University of Science and Technology
  • Yeungnam University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This paper studies distributed nonconvex optimization for physical multi-agent systems and proposes a momentumbased fully actuated system (Mom-FAS) framework. By using High-Order Fully Actuated (HOFA) theory, heterogeneous nonlinear agent dynamics are transformed into standardized double-integrator dynamics for upper-layer optimization design. A Hessian-regularized damping mechanism and a sigmoid-scheduled primal-dual feedback law are introduced to improve transient behavior and consensus regulation. For the nominal limit system, the analysis establishes equilibrium consistency with the KKT conditions and shows that, under a verifiable local spectral condition, strict local minimum KKT equilibria are locally exponentially stable. A transfer argument further shows that the scheduled closed-loop system preserves this local attractivity under vanishing scheduling mismatch and diminishing perturbations. Simulations illustrate the implementability of the proposed framework.

Original languageEnglish
Title of host publicationProceedings of the 5th Conference on Fully Actuated System Theory and Applications, FASTA 2026
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages2293-2299
Number of pages7
ISBN (Electronic)9798319547323
DOIs
StatePublished - 2026
Event5th Conference on Fully Actuated System Theory and Applications, FASTA 2026 - Qinhuangdao, China
Duration: 22 May 202624 May 2026

Publication series

NameProceedings of the 5th Conference on Fully Actuated System Theory and Applications, FASTA 2026

Conference

Conference5th Conference on Fully Actuated System Theory and Applications, FASTA 2026
Country/TerritoryChina
CityQinhuangdao
Period22/05/2624/05/26

Keywords

  • Distributed Optimization
  • Fully Actuated System Theory
  • Hessian Regularization
  • Momentum-based Methods

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