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Use of Statistical Process Control to Improve Process Capability
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Use of Statistical Process Control to Improve Process Capability

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Use of Statistical Process Control to Improve Process Capability Use of Statistical Process Control to Improve Process Capability Document Transcript

  • Use of Statistical Process Control to Improve Process Capability Submitted as Continual Assessment report for M6141 Quality Engineering By Chandramohan Narendran (G1102353H) Durairaj Shamugasundaram (G1102355H) Krishnamoorthy Janardhanan (G1100860H) Kannathasan Nareshkumar (G1102357G) Rajamurthy Kubendran (G1100824D) School of Mechanical and Aerospace Engineering Nanyang Technological University
  • IntroductionStatistical process control provides some tools that help us not only to monitor theperformance of a process but also provides a way to measure the effectiveness of the process.Statistical process control can be used to monitor the process status i.e. whether it is incontrol or out of control. It can also be used to determine the process capability of the systemi.e. whether the manufactured product with a given quality characteristic conforms to thespecifications.This report discusses the way in which SPC tools can be used as a method to improve overallprocess capability of a given process. This report is based on the findings of a projectconducted in Hyundai Motors India Ltd. The aim of the project of was to reduce salvagePPM (Parts Per Million) and to improve process capability of the transmission (gear box)manufacturing plant at Hyundai motors. It was found that the process capability oftransmission shaft manufacturing was reduced due to problems encountered at the assemblystage (process rejection). Hence SPC tools were made use to find the cause of rejection and torectify it.Problem DefinitionDuring the observation period in the transmission shop, the sequence of operations involvedin transmission machining line and assembly line was observed. The various processesinvolved for machining each component and assembling of transmission system and its subassembly were observed and studied. On visiting Quality Control division and uponconsultation with the managers it was identified that the groove turning process as the majorproblem for process rejection in the output shaft production line.The exact nature of the problem can be described as follows: Output shafts are rejected atassembly due to inability to select a snap ring for the shaft (Snap Ring no-go). Snap rings arecomponents used to close the gaps between the gears and sleeves of a shaft formed duringassembly as a result of variations of dimensions of those components. When the finishedshaft was used for assembly, the snap ring that should fit on the shaft does not fit and hencethat shaft has to be rejected for not conforming to specifications.Losses IncurredEconomical LossCost of a finished shaft: INR 523/unitScrap Cost recovered: INR 8/kg Weight of a finished shaft: 1.59 kgAverage loss per month: INR 19,518.21Loss (INR /year): INR 2, 34,218.50PPM: 3557.147Refer to Table 1 for a detailed list of losses in each month.
  • Month Quantity Parts per Cost of Scrap Cost Loss Rejected million quantity recovered (INR)/month rejectedNovember 40 4236.39 INR 20,920.00 INR 508.80 INR 20,411.20December 18 2367.79 INR 9,414.00 INR 228.96 INR 9,285.00January 25 2583.979 INR 13,075.00 INR 318.00 INR 12,757.00February 70 4296.324 INR 36,610.00 INR 890.40 INR 35,719.00Total 153 3557.147 INR 80,019.00 INR 1946.16 INR 78,072.84 Table 1 Losses due to rejectionClassification of losses1. Process failure loss: Caused due to  Improper butting due to careless loading by operator  Inappropriate offset setting  Defective raw material2. Abnormal production loss: Caused due to machining and assembly of defective shaftbefore snap ring is fitted3. Quality defect loss: Caused due to  Defective groove turning  Large number of component rejections4. Reproducing loss: Caused due to reworking of component (face grinding) due to grooveheight under spec5. Measurement and adjustment loss (setup loss): Caused due to frequent measuring ofgroove height for offset setting and quality assurance6. Logistics loss: Caused due to transport of defective component between various machiningcentres and heat treatment7. Energy loss: Caused due to consumption of power, tool life, compressed air8. Miscellaneous Losses: Caused due to  Loss of 1 taper bearing  Loss due to mix up of defective and good components
  • Process LayoutBasic layout for sequence of operation of machining of output shaft is shown in figure 1. Heat Gear Hobbing Plain Grinding Treatment Face And OD Spline Rolling Gear Shaving Grinding Multispindle Angular Output Shaft Groove Turning Oil Hole Drilling Grinding Sub Assembly Gear Washing Deburring Gun Drilling Super Finishing And Testing Figure 1 Output shaft machining processAssembly DescriptionThe components that constitute 1st sub assembly are:  3 – Sleeve  4 - hub for synchronous sleeve  5 – 1st speed gear  6 &8 – Synchro ring  7 – Synchronous sleeve  9 – Snap RingFigure 2 shows each of the components of the assembly.1. The sleeve seats itself on the drive gear surface.2. The 1st gear and needle bearing slide over the sleeve.3. The hub of synchronous sleeve seats itself directly onthe hub.4. The synchronous sleeve slide over the hub5. The snap ring comes next to the hub.Therefore the sum of heights of sleeve, hub and snap ringmust effectively equal the groove height. Figure 2 Output shaft assembly
  • The height specifications of each of these components are given in table 2 to betterunderstand the nature of the problem. Sleeve Sleeve Size Lower Limit 25.07 Sleeve Size Upper Limit 25.13 Hub Hub Size Lower Limit 24.16 Hub Size Upper Limit 24.24 Total Height Total Lower 49.23 Total Upper 49.37 1 & 2 Groove 1,2 groove Lower 50.87 1,2 Groove Upper 50.93 Range of deviation 1.7 1.5 Available Snap Ring sizes 1.62 1.5 3rd Gear 3rd Gear Upper 38.63 3rd gear Lower 38.57 4th gear 4th gear Upper 28.03 4th gear lower 27.97 5th gear 5th gear Upper 20.04 5th gear Lower 19.96 Assembly Lower 86.5 Assembly Upper 86.7 5th Groove 5th Groove Size Lower 88.26 5th Groove Size Upper 88.34 Range of Deviation 1.84 1.56 Snap Ring Sizes 1.78 1.57 Table 2 Assembly height specificationsAnalysis of history of rejectionsThe data obtained from QC patrol points towards groove variation as a major cause of snapring no-go (table 3).Date Cause Qty. Model04.05.09 Groove distance undersize. 6 PA05.05.09 Groove distance undersize 3 PA06.05.09 Groove distance under and oversize 2 PA16.05.09 Groove distance undersize 4 PA20.05.09 Output shaft 1st gear sleeve mounting OD oversize & sleeve not 2 PA enter fully. Snap ring not able to select (Gauge does not enter) Table 3 Causes and occurrencesThe chart below (figure 3) makes it is obvious that the majority of the rejections are causedby variations due to groove size.
  • Causes for rejection 16 14 12 10 8 No. of occurrences 6 4 2 0 Groove Height Variation Sleeve Mounting Oversize Figure 3 CausesObservations  Height Variations 1. 1, 2 groove height undersize 2. 1, 2 groove height oversize 3. 5th groove height undersize 4. 5th groove height oversize  During 3,4,5 gear sub assembly, the dimension of concern for 5th groove height is the distance between 3rd seat and 5th groove rather than the distance of groove from drive gear face as being measured in BHT (Before heat treatment).  Comparing drawing specs of output shaft groove heights with drawing specs of gear assembly heights we derive that the tolerance of snap rings available for 5th groove should be 1.56 - 1.84 mm but snap rings above 1.78mm are not available.  Similarly for 1, 2 grooves, the sum of specified heights of sleeve and hub along with tolerance is 86.6±0.1. Accounting gear height and groove height, range of snap ring slots required are 1.49 - 1.7 whereas snap rings of height above 1.62 are not available.Therefore snap ring no-go may be caused because of the unavailability of snap ring of certainsizes. It should also be kept in mind that sleeve mounting oversize has also caused processrejection in two cases and should not be ruled out.
  • Figure 4 X bar chart for 1, 2 groove variationThe above figure (figure 4) shows the ̅ chart for the 1st & 2nd groove turning operation. Itcan be observed that most of the samples are around the upper control limit level, some ofthem with 3 points exceeding the upper specification limit. The mean groove as seen abovemakes it apparent that it was generally maintained in USL.Studying the charts for hub and sleeve yielded the following results. Figure 5 X bar chart for hub height variationHub height shows a wide range of variations during production (figure 5). But sleeve heightremained predominantly in the LSL area as seen below (figure 6).
  • Figure 6 X bar chart for Sleeve height variationAs expected, the net sub assembly (hub and sleeve assembled together) height also remainsthe lower specification limit as seen in the ̅ chart below (figure 7). Figure 7 X bar chart for sub-assembly height variationThe mean groove height in random samples showed that they were generally maintained inUSL.This creates a case where the snap ring slot (gap between groove height and sub assemblyheight) remains in the USL. If we consider the upper limit of snap ring slot (1.7) and highestavailable snap ring size (1.62) there is a difference of 80 microns. This causes a snap ringselection problem with free entry of snap ring.InferenceThe Snap Ring size range needs to be increased in the upper spec to prevent process rejectiondue to no-go of output shafts with snap ring slots in the range of 1.63 ~ 1.7. Since theprocesses were mostly in control as seen in the run charts, the rejection cannot be consideredas a problem in the process.
  • When there is a Snap Ring no-go, the type of no-go (whether No Entry or Free Entry of SnapRing needs to be recorded). A Snap Ring consumption pattern needs to be generated in theassembly based on data from output shaft sub assembly line.5th Groove Height as a Factor for Snap Ring No-Go Figure 8 Required dimensions for the output shaftFigure 8 shows an output gear shaft with the required dimensions. Note that the groove heightof the 5th groove (the groove on the extreme right of the shaft) should be positioned at 161.28± 0.02 mm from the shown reference point. Another requirement is that the groove should bemade at 88.35 ± 0.04 from the point shown in the picture.The dimensions are all taken with the reference point located at 28.14±0.04 (reference pointis marked with a triangle). CNC machines will be used to make the 5th groove. When theCNC machines are programmed, a definite value for the reference should be used. If 28.14 isthe mean value used to program the machine and if a shaft that does not conform to thisvalue, but still lies within the tolerance level, the groove will be machined out ofspecification. For example, if the machine encounters a shaft with gear height of 28.18, thegroove will be made at 161.24, which is out of specification.
  • Figure 9 Out of specification caseSuch a case is shown in figure 9. When there is a shift in the value of gear height taken asreference, there is a subsequent shift in the 5th groove height, which falls below the lowerspecification limit. This will subsequently cause the snap ring problem due to groove heightvariation. The fact that 5th groove height will fall out specification cannot be controlledexcept by reducing tolerance of gear height from ±0.04 to ±0.02.ProposalOne of the following measures can be adopted on the basis of feasibility to reduceconsiderably the process rejection due to groove turning1. Snap rings to accommodate the following snap ring slots (difference in heights of grooveand sub-assemblies) need to be introduced.  1&2 Grooves - 1.63, 1.64, 1.65, 1.66, 1.67, 1.68, 1.69, 1.70  5th Groove - 1.56, 1.79, 1.80, 1.81, 1.82, 1.83, 1.842. Tolerance of gear spec. in the raw material drawing should be reduced from 28.14+/-0.04to 28.14+/-0.02.The process capability study shown in figure 10 shows an experiment wherein raw materialswith gear height varying only within 0.04mm were handpicked and groove turned. Processcapability of 1.61 was achieved.
  • Figure 10 Process capability study for experiment with reduced toleranceConclusionThe above method shows how SPC tools can be used to tackle situations in which there maynot be an obvious out of control process but there is still lower process capability. This reportalso points out the importance of having the correct amount of upper and lowerspecifications. The snap ring problem effectively shows how components, even thoughsatisfying all tolerance specifications, can still turn out to be non-conforming. Having aproper set of control limits and specification limits are only guidelines, and they need to becontinuously monitored, changing as and when required, because the ultimate goal of processcontrol is to maximize the process capability.