VSE knjižnice (vzajemna bibliografsko-kataložna baza podatkov COBIB.SI)
  • Distributed predictive control based on Gaussian process models [Elektronski vir]
    Grancharova, Alexandra ...
    A suboptimal approach to distributed NMPC is proposed based on Gaussian process models of the interconnected systems dynamics and taking into account the imposed constraints. The suggested method is ... based on a sequential linearization of the nonlinear system dynamics and finding a suboptimal solution of the resulting Quadratic Programming (QP) problem by using distributed iterations of the dual accelerated gradient method. The main advantages of the distributed approach are that it allows the computation of the suboptimal control inputs to be done autonomously by the subsystems without the need for centralized optimization and it has a simple software implementation. The proposed method is illustrated with simulations on the simplified model of a sewer system.
    Vir: Automatica [Elektronski vir]. - ISSN 1873-2836 (Vol. 149, [article no.] 110807, Mar. 2023, str. 1-9)
    Vrsta gradiva - e-članek ; neleposlovje za odrasle
    Leto - 2023
    Jezik - angleški
    COBISS.SI-ID - 135932419
    DOI