화학공학소재연구정보센터
Industrial & Engineering Chemistry Research, Vol.46, No.22, 7198-7207, 2007
Guaranteed state and parameter estimation for nonlinear continuous-time systems with bounded-error measurements
A strategy for state and parameter estimation in nonlinear, continuous-time systems is presented. The method provides guaranteed enclosures of all . state and parameter values that are consistent with bounded-error output measurements. Key features of the method are the use of a new validated solver for parametric ordinary differential equations (ODEs), which is used to produce guaranteed bounds on the solutions of nonlinear dynamic systems with interval-valued parameters and initial states, and the use of a constraint propagation strategy on the Taylor models(center dot) used to represent the solutions of the dynamic system. Numerical experiments demonstrate the use and computational efficiency of the method.