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Pro c ess  O p timization  33


                         2.  Manolas et al. (1997) applied GA techniques to the optimal
                            operation of industrial utility systems.
                         3. Castell et al. (1998) described a novel GA application to
                            optimize process layout.
                         4.  Genetic algorithms have been proposed for the synthesis of
                            Heat Exchanger Networks (HENs) and other processing
                            systems (Ravagnani et al., 2005; Xiangkun et al., 2007; Fieg,
                            Xing, and Jeżowski, 2009); the paper by Xiangkun and
                            colleagues presents a hybrid GA-SA method.
                         5.  Ahmad et al., (2008) proposed that SA be used for synthesizing
                            Heat Exchanger Networks. This approach employs a
                            completely evolutionary strategy, starting from a trivial
                            network topology that connects all hot streams to coolers
                            and all cold streams to heaters.



                3.10 Creating Models
                     The procedure for building a process model is illustrated in Figure 3.1.
                     The modeling begins with accumulating sufficient information
                     about the process—in order to develop an understanding of the
                     elements and the relationships between them—and proceeds to
                     formulating a mathematical description of the process that is imple-
                     mented on a computational platform. A distinctive characteristic of
                     the procedure is its iterative nature. The mathematical modeling



                              BEGIN

                                                                 YES
                            Conceptual        YES
                             modeling
                            Mathematical      Need
                             modeling       corrections?

                                               NO
                                           Computational        Need
                                           implementation     corrections?

                                               NO

                               END
                     FIGURE 3.1  Model creation procedure.
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