Online Decoupled Data-Driven Estimation of Nonlinear Kinetic Parameters


Abstract:

A data-driven parameter estimation strategy is assessed and tested for the estimation of nonlinear parameters in a classic continuous stir tank reactor (CSTR). A decoupled version of the retrospective cost model refinement (RCMR) algorithm serves as the estimation structure. The proposed method studies the simultaneous estimation of three kinetic parameters within a CSTR considering one available measurement. The decoupled RCMR algorithm is adapted and implemented as an efficient estimation structure for the proposed problem, and contrasted with its original structure.

Año de publicación:

2020

Keywords:

  • nonlinear parameter estimation
  • data-driven estimation
  • continuous stirred tank reactor
  • decoupled RCMR

Fuente:

scopusscopus
googlegoogle

Tipo de documento:

Article

Estado:

Acceso restringido

Áreas de conocimiento:

  • Optimización matemática
  • Optimización matemática
  • Sistema no lineal

Áreas temáticas:

  • Métodos informáticos especiales