Page 366 - Design of Simple and Robust Process Plants
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9.3 General Operation Optimization of Continuous Processes  353

                        Maximize
                                          Simulated performance
                 Optimizer
                                          Prices

                                      Flows

                              Process
                               model
                  Feed flows
                                          Product flows
                                 Energy flows

                Fig. 9.1. Process oprimization reflected in a control diagram.


                Manual implementation of adapted process conditions is executed based on off-line
                optimization results. Manual updating is normally done on a daily basis, or at any
                significant change such as processing of another feed as crude in a refinery. The
                number of degrees of freedom (DOF)in general is limited in an off-line optimiza-
                tion. During the implementation of off-line optimization conditions, the process is
                normally not running close to its constraints, unless constraint controllers are
                installed. Operators prefer to stay away from constraints to avoid all kinds of inter-
                acting actions
                  Automatic implementation of process conditions is based on continuously run-
                ning optimizations, which receive ongoing updated circumstantial information; this
                is called CLO. Operational conditions are however only changed in discrete steps.
                The discrete implementation steps are the result of: the time it takes to execute an
                optimization cycle; and the variation of the circumstantial conditions which often is
                based on information which becomes available at discrete times, for example price
                sets.
                  OO as a whole needs to be seen in a hierarchical control structure, as reflected in
                Figure 8.1 in Chapter 8. As a basis, there must be DOF available for manipulation,
                to achieve a more economic operation.
                  A CLO cycle must follow a stepped sequence that is enforced through an execu-
                tive (Figure 9.2). The sequential steps are:
                  .   data analysis;
                  .   data reconciliation;
                  .   parameter estimation;
                  .   optimization; and
                  .   implementation of new set-points.
                Before a step is terminated and the next step is activated, a set of decision criteria
                must be met. The individual steps will be described in detail in the following para-
                graphs.
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