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Software Engineering




                    Notes          of streets being serviced by a taxi company). Informal sketches are often the best means of
                                   representing these structural features. These are an important part of the presentation because
                                   they provide a contextual elaboration that can both facilitate a more precise statement of the
                                   project goals and as well, help to clarify the nature of the interaction among the entities. Because
                                   of these contributions to understanding, such sketches are often a valuable component of the
                                   project description.

                                   Conceptual Model

                                   The information provided by the project description is, for the most part, unstructured and
                                   relatively informal. Because of this informality it is generally inadequate to support the high
                                   degree of precision that is required in achieving the objective of a credible model embedded
                                   within a computer program. A refinement phase must be carried out in order to add detail
                                   where necessary, incorporate formalisms wherever helpful, and generally enhance the precision
                                   and completeness of the accumulated information. Enhanced precision is achieved by moving
                                   to a higher level of abstraction than that provided by the project description. The reformulation
                                   of the information within the project description in terms of parameters and variables is an
                                   initial step because these notions provide a fundamental means for removing ambiguity and
                                   enhancing precision. They provide the basis for the development of the simulation model that
                                   is required for the experimentation phase.
                                   There is a variety of formalisms that can be effectively used in the refinement process. Included
                                   here are mathematical equations and relationships (e.g., algebraic and/or differential equations),
                                   symbolic/graphical formalisms (e.g., Petri nets, finite state machines), rule based formalisms,
                                   structured pseudo code, and combinations of these. The choice depends on suitability for providing
                                   clarification and/or precision. The result of this refinement process is called the conceptual
                                   model for the modelling and simulation project. The conceptual model may, in reality, be a
                                   collection of partial models each capturing some specific aspect of the SUI’s behaviour. The
                                   representations used in these various partial models need not be uniform.
                                   The conceptual model is a consolidation of all relevant structural and behavioural features of
                                   the SUI in a format that is as concise and precise as possible. It provides the common focal point
                                   for discussion among the various participants in the modelling and simulation project. In addition,
                                   it serves as a bridge between the project description and the simulation model that is essential
                                   for the experimentation activity (i.e., the simulation phase). As we point out below, the simulation
                                   model is a software product and its development relies on considerable precision in the statement
                                   of requirements. One of the important purposes of the conceptual model is to provide the
                                   prerequisite guidance for the software development task.
                                   In Figure 9.11, a verification activity is associated with the transition from the project description
                                   to the conceptual model. As will transition under consideration because it involves a
                                   reformulation of the key elements of the model from one form to another and the integrity of
                                   this transformation needs to be confirmed.

                                   In the modelling and simulation literature, the phrase ‘conceptual model’ is frequently reduced
                                   simply to ‘model’. Our usage of the word ‘model’ without a modifier generally implies a
                                   composite notion that program successors where the latter two notions are described in the
                                   discussion that follows.
                                   As a concluding observation in this discussion, it is worth pointing out that there is by no means
                                   a common understanding in the modelling and simulation literature of the nature and role of a
                                   conceptual model. The overview presented by Robinson gives considerable insight into the
                                   various perspectives that prevail.






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