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316   Chapter Ten

          • Frequent information and data loss and incompatible data transmission
            formats
          • Poor or inadequate communications
          • Poor project and process management
          • Market complexity (number of product types, product complexity,
            supply chain complexity)
          • Market uncertainty or turbulence

        10.3.2 Manufacturing or Production Process

        Manufacturing (also known as production) involves all the activities that are
        used to transform raw materials and add value to them, in a series of steps,
        to bring them to a state where they will be purchased by end-customers.
        Each type of operation requires certain types of equipment and may be
        highly automated or mostly manual. The processes may operate on a few
        product types in large volume or have a high variety with small quantities of
        each product type. Scheduling of product flows through the production
        processes is important in order to produce items on a timely basis for
        customers. In addition, the equipment needed in manufacturing and regular
        maintenance activities are required to keep them in good operating condition
        and minimize downtime due to unanticipated failures. Manufacturing holds
        a special place in society as the primary means whereby prosperity is
        generated. As the primary engine for prosperity, it has also been recognized
        by economists that manufacturing productivity or efficiency is a key
        ingredient for long-term societal well being.

        There are several common types of manufacturing processes:
          • Job shop
          • Cellular manufacturing
          • Batch flow shop
          • Line flow shop
        We discuss these in detail.

        Job Shop
        A job shop consists of an arrangement of workstations, usually by function
        or by the type of process they perform. Job shops generally produce a wide
        variety of parts in low volume. Based on the operations required, each part
        type has a routing that may not be defined until the actual production time.
        This dynamic routing allows machines to be selected based on availability,
        since some operations can often be performed on more than one machine.
        Job shops are still the most common type of manufacturing: It is estimated
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