Robust Optimization of Index-2 Differential Algebraic Equations with Guaranteed Stability under Parametric Uncertainty: Application to a Reactor–Separator–Recycle Process

In this article, we propose a method for steady-state optimal design of index-2 differential algebraic systems under parametric uncertainty. We use the matrix pencil to evaluate directly the stability of index-2 differential algebraic equations and formulate stability constraints using the Routh–Hurwitz test. The underlying mathematical problem is difficult to solve because it involves infinite stability constraints. We developed an algorithm where an infinite number of constraints can be implemented as several relaxation problems that are solved iteratively. Additionally, the simulation result under parametric uncertainty is used to estimate the bound of the state perturbations rather than assumptions based on experience that may lead to overly conservative or not implementable designs. To illustrate the method, we apply it to a reactor–separator–recycle process and obtain the robustly stable design.

[1]  Roswitha März,et al.  Criteria for the Trivial Solution of Differential Algebraic Equations with Small Nonlinearities to be Asymptotically Stable , 1998 .

[2]  J. Alberto Bandoni,et al.  Design of Reactor–Separator–Recycle Systems Based on the Optimization of Estimations of the Domain of Attraction , 2011 .

[3]  J. Alberto Bandoni,et al.  Design for operability: A singular-value optimization approach within a multiple-objective framework , 2003 .

[4]  Silvana Revollar,et al.  Integrated design and control of chemical processes - Part I: Revision and classification , 2014, Comput. Chem. Eng..

[5]  Christodoulos A. Floudas,et al.  Stability in optimal design: Synthesis of complex reactor networks , 1994 .

[6]  Frank Allgöwer,et al.  Guaranteed steady state bounds for uncertain (bio-)chemical processes using infeasibility certificates , 2010 .

[7]  R. März Numerical stability criteria for differential-algebraic systems , 1994 .

[8]  Wolfgang Marquardt,et al.  A normal vector approach for integrated process and control design with uncertain model parameters and disturbances , 2012, Comput. Chem. Eng..

[9]  N. Sahinidis,et al.  Steady‐state process optimization with guaranteed robust stability under parametric uncertainty , 2011 .

[10]  Zhi Xia,et al.  Steady-state optimization of chemical processes with guaranteed robust stability and controllability under parametric uncertainty and disturbances , 2015, Comput. Chem. Eng..

[11]  Jinsong Zhao,et al.  A process design framework for considering the stability of steady state operating points and Hopf singularity points in chemical processes , 2013 .

[12]  Martin Mönnigmann,et al.  Normal Vectors on Manifolds of Critical Points for Parametric Robustness of Equilibrium Solutions of ODE Systems , 2002, J. Nonlinear Sci..

[13]  A. M. Blanco,et al.  Estimation of domains of attraction: A global optimization approach , 2010, Math. Comput. Model..

[14]  Martin Mönnigmann,et al.  Steady-State Process Optimization with Guaranteed Robust Stability and Feasibility , 2003 .

[15]  Rafiqul Gani,et al.  State‐of‐the‐art and progress in the optimization‐based simultaneous design and control for chemical processes , 2012 .

[16]  P. Yu,et al.  Closed-Form Conditions of bifurcation Points for General Differential Equations , 2005, Int. J. Bifurc. Chaos.

[17]  Fred W. Glover,et al.  Scatter Search and Local Nlp Solvers: A Multistart Framework for Global Optimization , 2006, INFORMS J. Comput..

[18]  Martin Mönnigmann,et al.  Normal Vectors on Critical Manifolds for Robust Design of Transient Processes in the Presence of Fast Disturbances , 2008, SIAM J. Appl. Dyn. Syst..

[19]  Jinsong Zhao,et al.  Optimization of a continuous fermentation process producing 1,3-propane diol with Hopf singularity and unstable operating points as constraints , 2014 .

[20]  C. L. Philip Chen,et al.  Robust Optimal Design with Consideration of Robust Eigenvalue Assignment , 2010 .

[21]  Ricardo Riaza,et al.  Stability Loss in Quasilinear DAEs by Divergence of a Pencil Eigenvalue , 2010, SIAM J. Math. Anal..

[22]  D. A. Harney,et al.  Numerical evaluation of the stability of stationary points of index-2 differential-algebraic equations: Applications to reactive flash and reactive distillation systems , 2013, Comput. Chem. Eng..

[23]  Efstratios N. Pistikopoulos,et al.  Robust stability considerations in optimal design of dynamic systems under uncertainty , 1997 .

[24]  Kody M. Powell,et al.  Nonlinear modeling, estimation and predictive control in APMonitor , 2014, Comput. Chem. Eng..