A sensitivity based approach for flexibility analysis and design of linear process system

Dimitrios K. Varvarezos, Ignacio E. Grossmann, Lorenz T. Biegler, Carnegie Mellon University.Engineering Design Research Center.
2018
Abstract: "A novel solution approach that addresses uncertainty, flexibility evaluation and design of linear processes is presented, based on sensitivity analysis and linear programming. The idea is to evaluate the flexibility index of a process by successively expanding within a bounding search procedure a hyper-rectangle around a nominal point in the uncertainty parameter domain, thus expanding the limits of feasibility for an existing design. Sensitivity information, derived from the
more » ... ed from the solution of a special form of the imbedded min-max problem, is utilized for the identification and investigation of the supporting active sets. Since the proposed approach automatically generates all the supporting active sets, it is incorporated within a design model for automatically generating flexibility constraints. As demonstrated by example problems, this approach identifies all critical points, including multiple equidistant ones, without enumerating (explicitly or implicitly) all possible active sets, and considering only the supporting active sets. Therefore, it offers an efficient and constructive way for the evaluation and design of linear processes."
doi:10.1184/r1/6466604 fatcat:edlqdum6mbgqtnqlzxvms7kjtu