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               48                                                                                     Batch Processing


               to tasks on the basis of achieving the best performance.  matical description of the process can be formulated. At
               That program could be the starting point for a more de-  this stage, the equations do not constitute a model; they
               tailed short-term planning analysis.              only interpret the principles in mathematical form. Next,
                                                                 the important characteristics of the problem are identified,
                                                                 and the mathematical formulation is simplified, justifying
               VI. OPTIMIZATION
                                                                 the approximations with physical arguments. The result-
                                                                 ing equations constitute a model. Though the description
               Production costs depend on the cost of the manufacturing
                                                                 of large-scale processes is complex, the model postulated
               equipment involved. The batch times t(i) determine the
                                                                 must contain the essence of the process in its simplest
               sizes of the batch units; the longer these times, the larger
                                                                 form; it must be expressed by a set of equations whose
               is the holdup storage needed to keep the stock of reactants
                                                                 solution can be obtained and be useful for process simu-
               and products used in the next batch. The semicontinuous
                                                                 lation. Complications can be added to simple models as
               times t( j) may be reduced to decrease the total batch cy-
                                                                 needed; beginning with a model that is too complex causes
               cle, at the expense of increasing the size and the cost of the
                                                                 confusion and unnecessary work. The depth of physical
               semicontinuous units. The reduction of storage and reactor
                                                                 knowledge determines the type of modeling that can be
               sizes may result in an economic advantage. Studies of this
                                                                 formulated; two types are common, as described in the
               sort are completed during the design of the plant to mini-
                                                                 following subsections.
               mize capital investment. Any reduction in the downtimes
               t(k) also improves the economics. Though this analysis
               may seem simple, it indicates the importance of consid-  A. Defined Modeling
               ering the specific circumstances ruling batch processes.
                                                                 Definedmodelingisapplicabletoprocesseswhereonecan
               Every case is different and may involve additional com-
                                                                 associate sufficient measurable inputs and outputs with
               plexity. For example, production costs could be reduced
                                                                 each physical change taking place in the system. In most
               by decreasing cycle time if the operation did not result
                                                                 cases, the inputs and outputs can be related through a set of
               in additional costs caused by secondary unfavorable reac-
                                                                 nonlinear ordinary (ODEs) or partial differential (PDEs)
               tions. It can be inferred from the above considerations that
                                                                 equations. Modeling is the determination of the equations
               in batch processing there are opportunities for the analysis
                                                                 and boundary conditions that define the system in space
               of alternatives that may well pay back the time and efforts
                                                                 and time. Simulation results from the solution and numer-
               invested. Some concepts of optimal design may be useful,
                                                                 ical evaluation of the model. The equations are set by es-
               recognizing that formal optimization may be too expen-
                                                                 tablishing mass and energy balance and/or applying other
               sive; that is, a generalized expression for batch plant opti-
                                                                 pertinent physical laws. Modeling problems of this type
               mization problems may not be applicable to actual cases,
                                                                 are common in engineering practice. A typical case is that
               since the cases to be analyzed are too specific.
                                                                 of modeling a batch chemical reactor. Then one material
                                                                 balance equation per component is required in addition to
               VII. SIMULATION                                   defining the inventory change of each component and the
                                                                 energy with time. Two varieties of defined modeling are
               Experience has been the only requirement for running  common:
               many processes. However, there is economic incentive
               for modeling and simulating industrial processes since,  1. Transport phenomena modeling. This type of mod-
               when technology is understood on some theoretical basis,  eling is applicable when the process is well understood
               it is likely that process operating efficiency and economic  and quantification is possible using physical laws such
               yields will be improved. Modeling of batch processes has  as the heat, momentum, or diffusion transport equations
               attracted considerable attention because of the need to de-  or others. These cases can be analyzed with principles of
               termine the changes occurring and to follow them with  transport phenomena and the laws governing the physico-
               time. A model consists of a set of mathematical equations  chemical changes of matter. Transport phenomena models
               and proper boundary conditions that are capable of simu-  apply to many cases of heat conduction or mass diffu-
               lating a plant or a section of a plant. It can also be used for  sion or to the flow of fluids under laminar flow conditions.
               process prediction and control. A model must be simple  Equivalent principles can be used for other problems, such
               enough to be understood; it must be suitable for predict-  as the mathematical theory of elasticity for the analysis
               ing the behavior of the system it intends to simulate; and  of mechanical, thermal, or pressure stress and strain in
               it must not be trivial to the extent that its predictions are  beams, plates, or solids.
               grossly inaccurate. The first step in the theoretical anal-  2. Empiricalmodeling.Whenthemodelistoocomplex
               ysis is understanding the physicochemical principles that  or some defined knowledge is missing, approximations of
               rule the transformations taking place. Then the mathe-  theory are used to implement the theoretical arguments.
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