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                                             Six Sigma and Manufacturing Control Systems
                        3.3.7 Use of control charts in factories that are
                        approaching six sigma
                        The C chart is the most widely used chart in factories that are ap-
                        proaching  six  sigma.  Since  the  defect  rates  are  very  low,  binomial-
                        based control charts would require a very large sample, and hence are
                        impractical  to  use.  For  six  sigma  quality,  a  defect  rate  of  3.4  PPM
                        would result in a nP chart with a centerline probability 0.0000034.
                        Such a chart would require a very large sample to determine if the
                        process indeed has gone out of control.
                         Using C charts with well-defined areas of opportunity, such as de-
                        fects per shift or defects per 10,000 units, can be effective for monitor-
                        ing quality control in production. In some factories, the discussion has
                        shifted to the number of possibilities of defects, or the number of op-
                        portunities. The electronics industry has defined a new C chart met-
                        ric, the DPMO (defects per million opportunities) chart. A discussion
                        of DPMO concepts and calculations is given in Chapter 4.
                         A  more  realistic  way  to  achieve  quality  control  in  factories  that
                        approach six sigma is to closely couple the total defect reporting to the
                        continuous quality improvement team. The low defect rate of six sig-
                        ma manufacturing operation would produce a small number of total
                        defects  per  day,  even  in  a  large  factory.  For  example  if  we  assume
                        that a factory produces 5000 PCBs per day, and each PCB requires
                        2000 operations, that is a total defects opportunity of 10 million oper-
                        ations per day. For the six sigma defect rate of 3.4 defects per million,
                        the total expected defects is 34. The management of the factory can
                        review these defects individually each day, then decide what correc-
                        tive action is needed, whether immediate, short, or long term. They
                        can use the tools of TQM to monitor, organize, and rank defects and
                        initiate a corrective action plan to reduce them further.
                        3.4  Using TQM Techniques to Maintain Six Sigma
                        Quality in Manufacturing
                        When factories approach six sigma quality, the need for control charts
                        with their sampling-based methods is reduced. The quality team can
                        review all of the defects that occurred each day in production, using
                        the TQM tools to effectively manage the corrective action process.
                         Table 3.4 shows a list of TQM tools grouped into three major areas
                        according to their use: including tools for data analysis and display of
                        problems,  then  tools  for  generating  ideas  and  information  about  a
                        likely solution, and then tools for decision making and consensus for
                        the TQM team to resolve the problems. In the example of the factory
                        in the last section that generates 34 defects per day the procedure for
                        corrective action could be as follows:
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