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34   Cha p te r  T h r ee


                     often leads to changes in the conceptual model; the result is an
                     iterative feedback loop, as shown in the figure. A similar correction
                     loop is also present at the output of the implementation block. The
                     discussion that follows addresses only those activities in Figure 3.1
                     that involve conceptual and mathematical modeling.

                     3.10.1 Conceptual Modeling
                     Conceptual modeling involves collecting and organizing essential
                     information about the phenomena in the process under consideration.
                     This step is often referred to as data extraction (Williams, 1999). The
                     process operating units are described along with the relevant features
                     of their behavior. The important constraints for the units’ capacities
                     and other limitations are identified and added to the description, as
                     is topological information about the process network. The main
                     purpose of this description is to serve as an interface between the
                     process operators and the modelers. Therefore, it is important that
                     the description be concise enough that modelers can efficiently grasp
                     the workings of the complete system. That being said, the description
                     must contain sufficient detail to complete the study.
                     Extracting Data About the Operating Units
                     When a production process is modeled for the purpose of Process
                     Integration, the data extraction involves four main steps:
                         1.  Description of the process operating units and their
                            interconnections; creation of a flowsheet that reflects this
                            description.
                         2.  Identification of the heating and cooling needs of the process
                            through use of the flowsheet and related data about the
                            operating units.
                         3.  Definition of the Heat Integration process streams: identifying
                            for each stream the values for its heat load, as well as the
                            supply and target temperatures. Some process streams may
                            need to be segmented. This is done if the specific heat capacity
                            of a given process stream varies significantly within the
                            interval between its supply and its target temperature.
                         4.  Analysis of the collected data.

                        If the goal is to minimize water use and wastewater discharge,
                     then the various water-using operations are analyzed and their
                     relevant properties are recorded in some standard form. The most
                     popular way to express the water requirements (Wang and Smith,
                     1994; Kuo and Smith, 1997) of an operation is in terms of the limitations
                     on (1) inlet and outlet concentrations of different contaminants and
                     (2) flow rates of the water to be consumed. This topic is discussed in
                     more detail in Chapter 12.
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