Applied Parameter Estimation for Chemical Engineers

1. Auflage 2001
ISBN: 978-0-8247-9561-0
Verlag: Routledge

Buch, Englisch, 460 Seiten, Format (B × H): 161 mm x 240 mm, Gewicht: 1010 g

This book determines adjustable parameters in mathematical models that describe steady state or dynamic systems, presenting the most important optimization methods used for parameter estimation. It focuses on the Gauss-Newton method and its modifications for systems and processes represented by algebraic or differential equation models.

Zielgruppe

Professional Practice & Development

Autoren/Hrsg.

Englezos, Peter

Kalogerakis, Nicolas

Englezos, Englezos

Fachgebiete

• Naturwissenschaften Chemie Chemie Allgemein Chemische Labormethoden, Stöchiometrie
• Naturwissenschaften Chemie Chemie Allgemein Toxikologie, Gefahrstoffe, Sicherheit in der Chemie
• Naturwissenschaften Chemie Chemie Allgemein Chemometrik, Chemoinformatik
• Technische Wissenschaften Technik Allgemein Mathematik für Ingenieure
• Naturwissenschaften Biowissenschaften Angewandte Biologie Biomathematik
• Naturwissenschaften Chemie Chemie Allgemein Pharmazeutische Chemie, Medizinische Chemie
• Technische Wissenschaften Verfahrenstechnik | Chemieingenieurwesen | Biotechnologie Verfahrenstechnik, Chemieingenieurwesen

Inhaltsverzeichnis

Formulation of the parameter estimation problem; computation of parameters in linear models-linear regression; Gauss-Newton method for algebraic models; other nonlinear regression methods for algebraic models; Gauss-Newton method for ordinary differential equation (ODE) models; shortcut estimation methods for ODE models; practical guidelines for algorithm implementation; constrained parameter estimation; Gauss-Newton method for partial differential equation (PDE) models; statistical inferences; design of experiments; recursive parameter estimation; parameter estimation in nonlinear thermodynamic models - cubic equation of state; parameter estimation in nonlinear thermodynamic models - activity coefficients; parameter estimation in chemical reaction kinetic models; parameter estimation in biochemical engineering models; parameter estimation in petroleum engineering. Appendices: the Trebble-Bishnoi equation of state; derivation of the fugacity expression; listings of computer programs; contents of accompanying CD; computer program for example16.1.2; computer program for example 16.3.2.

Über Autor(innen)

Englezos, Peter; Kalogerakis, Nicolas