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Optimal control process of heat exchanger networks  439


              find which heat exchanger areas should be increased to make a design suffi-
              ciently flexible. Grossmann et al. (1983) established the optimization strategies
              for flexible chemical process, which were emphasized on two major areas:
              optimal design with a fixed degree of flexibility and design with optimal
              degree of flexibility. Saboo and Morari (1985) proposed a resilience index
              to characterize the largest total uncertainty, which a HEN can tolerate while
              remaining feasible. Kotjabasakis and Linnhoff (1986) introduced a procedure
              for the design of flexible HENs, which was aimed at establishing the trade-off
              between energy, capital, and flexibility. Picon Nunez and Polley (1995)
              developed an approach to solve the flexibility problems of heat recovery net-
              works by the use of network simulation and suggested the modification strat-
              egies and steps. Picon Nunez and Polley (2000) also incorporated a
              consideration of operability into the design of multistream heat exchangers
              (MHE). The operability characteristics of MHEs are considered satisfying if
              the steady-state response to disturbances of specified magnitude are within
              acceptable bounds. Roetzel and Luo (2001) proposed a set of sensitivity
              matrices of one-dimensional MHEs when study their flexibility, which were
              applied to determine the regulations of mass flow rates of fluids in MHEs. Of
              all these works, the efforts of Papalexandri and Pistikopoulos (1994a,b) to
              incorporate flexibility and controllability considerations simultaneously in
              the synthesis and retrofit design of HEN are the most systematic works. They
              gave a systematic framework for the synthesis of cost optimal heat exchanger
              networks that satisfy a set of controllability criteria. Based on a hyperstructure
              network representation, dynamics are explored via the introduction of an
              analytical model for dynamic gains and time delays in a heat exchanger net-
              work. Input-output pairing criteria are explicitly included within a mixed-
              integer nonlinear programming (MINLP) formulation for the synthesis of
              HEN. Network configurations can be obtained featuring minimum total
              annualized cost controllability characteristics, which may form the basis for
              a successful control scheme.


              9.2.1 Flexibility and structural controllability considerations

              In the process of synthesis and retrofit design of HEN, the structural control-
              lability targets can be expressed with different kinds of criteria. Papalexandri
              and Pistikopoulos (1994a) defined the target as the total disturbance rejection
              with respect to the specified controlled variables and disturbances.
                 To consider flexibility and structural controllability, we denote the set
              of the uncertain variables of the network by u, the specified range of
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