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Dryer Timer Stripped Drive Gear System

 Emerson Appliance Controls Division

         Indianapolis, Indiana


             Final Report

    Project Start Date: Jan 28, 2001
 Project Completion Date: July 1, 2001

 Greenbelt Candidate: Stan E. Mitchell




                                         1
Table of Contents

0.0   Table of Contents                           page 2

1.0   Executive Summary                           page 3

2.0   Key Words                                   page 4

3.0   Problem Statement                           page 4

4.0   Action Items                                page 6

5.0   Manufacturing Implementation                page 8

6.0   Conclusions and Lessons Learned             page 8

7.0   Team Members                                page 9

8.0   Acknowledgements                            page 9

9.0   Appendices                                  page 9




                                                           2
1.0 Executive Summary

    For the fiscal year 2000, the parts per million (PPM) level of the customer
    field failure returns of the M460 dryer timer manufactured at Sparta, Tn and
    Juarez, Mx was 1400. This resulted in a cost of non-value added of $100,000.
    The objective is to reduce the PPM level of customer field failure returns
    from 1400 to 700 by July 2001. The cost of non-value added savings for this
    project is projected at $50,000.

    Results from the customer dryer timer teardowns (analysis of dryer timer field
    failures) shows that 50% of the timer failures was due to the pinion
    dislodgment from the output gear assembly. The project was narrowed to
    analyzing the output gear assembly / drive gear interface. The output gear
    assembly consists of a powdered metal pinion that is pressed into a plastic
    output gear causing an interference fit. The drive gear is a stamped part that
    interfaces with the pinion. A motor powers this drive gear system.
     (Appendix 16.0)

    Capability analysis of key customer specifications dimensions of the output
    gear, pinion, and drive gear concluded that the manufacturing process was
    capable of consistently producing quality parts. Capability analysis of the
    pinion pullout force (the force it takes to dislodge the pinion from the output
    gear assembly) concluded that the pinion / output gear joint was adequate.
    The one-sided customer specification for the pullout force is a minimum of 60
    lbs. Since the drive gear interfaces with the pinion, this joint was analyzed.
    Capability and engineering design analysis proved that the drive gear does not
    apply enough force to dislodge the pinion from the output gear. The customer
    specification for the rotational torque for the drive system is 250 in-oz.

    Because this drive gear system problem occurred during fiscal year 2000,
    EAC engineering personnel implemented some design changes to the drive
    gear system for manufacturing and customer analysis in the 4th quarter of
    2000. Internal Highly Accelerated Stress Testing (HALT) and external
    Multiple Environment Over Stress Testing (MEOST) proved that the
    engineering design changes would eliminate the stripped drive gear system
    problem.

    The scope of the project is to verify that the enhanced drive gear system is
    more robust after the engineering design changes. Six sigma tools and
    methodology were used to statistically analyze the project metrics.

                                                                                   3
2.0 Key Words

• PPM - units defective per 1 million units produced
• CVNA - cost of non-value added
• Pinion Pullout Force – the force (lbs) it takes to dislodge the pinion from the
  output gear assembly
• Output Gear Assembly – metal pinion and output gear sub-assembly
• MEOST – multiple environment over stress testing
• HALT – highly accelerated life testing


3.0 Problem Statement

   For fiscal year 2000, the PPM level of customer field failures of the M460 dryer
   timer drive gear system manufactured at Sparta, Tn and Juarez, Mx was 1400.
   This resulted in a CNVA of $50,000 in scrap and labor.

      3.1 Customer Requirements

      The M460 dryer timer is used on 100% of the domestic clothed dryers. Due
      to increased global competition and new technologies, it is critical that
      Emerson Appliance Controls stay “quality focused” and keep all internal and
      external customers happy. Since the drive gear system is an integral part of
      the dryer timer, robust functionality is key. Because quality “cost”, it was
      important for EAC to find the root cause of the drive system stripped gear
      problem and eliminate it.

      3.2 Project Objective

      The objective of this project was to reduce the PPM level of customer
      returns of the M460 dryer timer from 1400 to 700. This resulted in a CNVA
      of $100,000 in scrap and labor. The goal of this project is to reduce the
      CNVA by 50% and save $50,000.

      3.3 Outline of Project Strategy / Timeline

      • First level pareto of dryer timer customer returns were analyzed by the
        team. Actual data shows that 42% of customer returned timers failed
        because of drive system stripped gear.
                                                                                    4
• Identify the critical (X’s) that the team felt would contribute to the
  problem solution. Tools such as Cause and Effect Diagram (Fishbone)
  and X-Y Matrix were used.
• A preliminary (Failure Mode and Effects Analysis) was performed to
  prioritize variables that contribute to key characteristics of the output
  gear assembly pinion pullout force. This is an active document subject to
  be updated.
• A Gage Reproducibility and Repeatability study (GR&R) was performed
  on the output gear assembly machine. The equipment was found to be
  capable of measuring the parameters specified over the range of the “Y”
  of interest.
• Capability analysis was performed on the pinion pullout force of the
  current drive gear system (before engineering design changes). The
  output gear / pinion interface joint is marginal at best.
• Hypothesis testing proved that the drive gear system engineering design
  changes increased the robustness.
• Conclusions from the design of experiments proved that 94% of the
  pinion pullout force variation was not explained by the regression
  equation using the output gear sub-assembly parts. Because the drive
  system piece parts are inter-connected, one input factor alone did not
  cause the stripped gear field failures. Internal and external dryer timer
  testing (MEOST and HALT) proved that the engineering design changes
  to the drive gear system would eliminate the stripped gear problem.

3.4 Project Schedule

See Attached Project Timeline (Appendix 1.0)

3.5 Final Project Description

The object of this project was to reduce the PPM level of customer field
returns on the M460 dryer timer because of stripped gears from 1400 to 700.
This CNVA for the stripped gear problem was $50,000. The original goal
was to save $25,000 in scrap and labor. The results of this project are
projected savings of 100% with “zero” customer returns because of stripped
drive gear.




                                                                          5
4.0 Actions Taken

    The following is an outline of the experimental data associated with this
    project. It is organized by the four phases of six sigma methodology:
    Measurement, Analyze, Improve, and Control

     4.1 Measurement Phase

     • Process Maps are outlined identifying all manufacturing process steps
       (Appendix 2.0)
     • Dryer Timer pareto of field failures was generated. Because of the high
       rate of stripped gear failures (42%), the team agreed that the drive gear
       system should be the primary metric for problem resolution.
       (Appendix 3.0)
     • Established a Cause and Effect Diagram (Appendix 4.0)
     • XY Matrix was completed to prioritize project focus (Appendix 5.0)
     • FMEA was created and used to rank the areas for the most opportunities
       for improvement (Appendix 5.1)
     • A Gage R&R was conducted on the output gear assembly machine. The
       study concluded that this machine was acceptable. (Appendix 6.0)
     • An initial capability study was completed on the pinion pullout force of
       the current output gear assembly. The current manufacturing process
       pinion pullout force mean was 73 lbs with a Cpk of 0.53 and a Sigma
       Level of 1.6 for Celmex manufacturing process. The study concluded that
       the output gear / pinion interface joint needs to be more robust.
       (Appendix 7.0 ,Celmex), (Appendix 7.1, Sparta)

     4.2 Analyze Phase

     • After determining that the manufacturing process for the output gear sub-
       assembly parts was capable of consistently producing good parts, a multi-
       vari study was performed to determine if any categorical factors such as
       shift, date, and machine no. caused any variation in the pinion pullout
       force. Conclusions from the multi-vari study proved that the categories
       did not significantly affect the mean manufacturing process value of the
       pinion pullout force. The day-to-day variation of the pinion pullout force
       was about 2 lbs. The manufacturing process mean value of the pinion
       pullout force was 105 lbs vs. a target of 85 lbs and a lower specification
       limit of 60 lbs. The “take away” was that the output gear sub-assembly
       manufacturing process is in control. (Appendix 8.0)


                                                                                6
• A One Sample T test was performed on the pinion pullout force vs. the
  customer specifications. The “take away” is the current manufacturing
  process mean of the pinion pullout force in “better” than the customer
  specifications. Manufacturing process mean of 105 lbs vs. customer
  specification of 85 lbs. (Appendix 8.1)
• A Multi-Vari study and One Sample T test was performed on the critical
  output gear assembly / drive gear interface height. This dimension is
  critical for form/fit/function in achieving an adequate drive gear / pinion
  contact ratio. Conclusions from the multi-vari study and one sample t test
  prove that the manufacturing process of the output gear sub-assembly is
  in control. (Appendix 9.0 and 9.1)
• A capability study was performed on the rotational torque of the pinion
  /drive gear interface. If was inferred that due to design tolerance stack-up,
  the force from the drive gear at worst case dimensionals would cause the
  pinion to dislodge from the output gear assembly. Although a possibility,
  design engineering calculations prove that the drive gear/ pinion interface
  joint is not a major factor since the actual design rotational torque of 5.32
  in-oz in much less than the customer specification of 250 in-oz.
  (Appendix10.0)

4.3 Improvement Phase

• Design of Experiments results proved that the output gear sub-assembly
  piece parts (individually) do not have a major impact on my project
  metric

• Drive gear system engineering design changes (Appendix 11.0)
         Drive gear / pinion contact ratio changed from 1.3 to 1.6
         Drive gear and output gear diametral pitch changed from 64 to 57
         Drive gear thickness changed from 0.032 in to 0.036 in
         Contact area between metal pinion and plastic gear lengthened by
         0.050 in.
• HALT and MEOST test were performed on the drive gear system with
  the engineering design enhancements. The conclusions of the test are
  listed below:
  ♦ Highly Accelerated Life Test
         Shipping and Storage, Environmental Thermal Shock, and
         Durability test were conducted
         Timer motor was accelerated to 180hz (3 times normal speed)
         Timers were tested to 4300 resets (simulates 11 years of timer life)
         The drive gear system had “zero” failures

                                                                              7
♦ Multiple Environment Over Stress Test
             Old drive gear system vs. New drive gear system testing
             Test levels ranged from 1 to 11 (11 being the highest “input” stress
             level)
             Test parameters: vibration, temperature cycling, humidity and
             durability
             Two timers with the old drive gear system failed at level 2
             Two timers with new drive gear system did not have any failures at
             level 11.

     4.4 Control Phase

     • An engineering change order was initiated with the output gear design
       changes. Suppliers have been notified of these engineering drive gear
       design changes.

5.0 Manufacturing Implementation

     • The customers are very happy with the results of the HALT and MEOST
       testing. EAC was given customer approval to implement the new drive
       gear system into full production by Mar 2001.

6.0 Conclusion and Lessons Learned

    This project is projected to cause a 100% PPM level reduction of the dryer
    timer customer returns because of the drive system gear “stripping” failures.
    The original goal was to reduce the PPM by 50% from 1400 to 700. It was
    concluded statistically using six sigma tool and empirically that the new drive
    gear system is more robust. The savings for this project were targeted at
    $50,000 The projected savings is 100% or $100,000.

    This project was very important to Emerson and the customer base. Many
    customers are requiring much more “up front” analysis of solutions to dryer
    timer mechanical and electrical problems. Dryer timer customers want root
    cause analysis to problems with timely production implementation. The
    success of this effort is directly proportional to the committment of the EAC
    management team. EAC management recognizes the importance of Six Sigma
    Tools and Methodology.

                                                                                  8
• Further improvements to the output gear sub-assembly manufacturing
      process
              Punch added to enhance the alignment of the output gear and
              pinion during assembly

     Lessons learned from this project include the importance of understanding
     the goal of the project. It is very important that the project scope is written to
     focus on a desired metric. This metric should be easily measured and
     analyzed. Secondly, it is vital that the Six Sigma Tools and Methodology are
     understood and applied correctly for accurate statistical analysis.

7.0 Team Members – Thank You !

     Stan E. Mitchell           Green Belt Candidate / EAC Project Manager
     Andre White                Master Black Belt
     Howard Andrews             Sparta Quality Engineer
     Jack Holtz                 Celmex Resident Engineer
     Cesar Gutierrez            Celmex Quality Manager
     Hector Mendez              Celmex Quality Engineer
     Ted Maynard                Sparta Quality Engineer


8.0 Acknowledgements

     Rick Burns                 Master Black Belt / Six Sigma Qualtec
     Chris Reynolds             Black Belt / White Rodgers Harrison
     Fidel Gutierrez            Black Belt / MMM
     Pardeep Sood               EAC President
     Russ Epplett               EAC Vice President of Engineering
     George Adams               EAC Director of Product Engineering
     Ben Chestnut               EAC Engineering Manager
     John Bonnema               EAC Vice President of Quality


9.0 Appendices

        1.0       Project Timeline
        2.0       Process Map




                                                                                      9
3.0    Pareto of Field Failures
4.0    Cause and Effect Diagram
5.0    XY Matrix
5.1    FMEA
6.0    Gage R&R
7.0    (Celmex) Initial Short-Term Process Capability
7.1    (Sparta) Initial Short-Term Process Capability
8.0    Multi-Vari Study (pinion pullout force lbs)
8.1    One-Sample T-test (pinion pullout force lbs)
9.0    Multi-Vari Study “Y” sub-assembly dimension
9.1    One-Sample T-test “Y” sub-assembly dimension
10.0   Capability Analysis of Rotational Torque in-oz
11.0   Drive System Engineering Design Changes
12.0   Celmex Capability Analysis of Pinion Pullout Force lbs
       (after drive system engineering design changes)
12.1   Sparta Capability Analysis of Pinion Pullout Force lbs
       (after drive system engineering design changes)
13.0   Celmex Two Sample T-test (pinion pullout force lbs)
14.0   Sparta Two Sample T-test (pinion pullout force lbs)
15.0   Design of Experiments Results
16.0   Project Primary Matrix
17.0   Project Secondary Matrix
18.0   Drive System Components
19.0   Dryer Timer X-Section
20.0   Output Gear Assembly Machine
21.0   Pinion Location and Alignment
22.0   Staking Punch, Output Gear Assembly




                                                                10
11
Appendix 2.0
                                                             Process Map (Overall)

                                                                                                          START



   output gear inside diameter (C)      0.393 - 0.0015 in
output gear inside diameter depth (C)   0.202 +/- 0.005 in
                                                                                                                                                A
 output gear assy working height (C)    0.442 +/- 0.008 in                                                                                    NV
       pinion base diameter (C)         0.311 +/- 0.002 in                   A
                                                                           NV
           pinion height (C)            0.371 +/- 0.003 in                         STOCKROOM                                     STOCKROOM
      pinion diametral pitch (C)                57                                 OUTPUT GEAR                                     PINION
       drive gear thickness (C)             0.036 in
    drive gear diametral pitch (C)              57
  housing gear centers distance (C)     0.468 +/- 0.002 in
        test procedures (SOP)                  N/A
                                                             (X) INPUT                                 SECURE PINION
                                                                                                        AND OUTPUT
                                                        (S) OPERATOR STANDARDS                            GEAR IN
                                                                                                          FIXTURE




                                                                                                         ASSEMBLE
                                                                                                       OUTPUT GEAR
                                                        (S) OPERATOR STANDARDS                          AND PINION
                                                                                                       SUB-ASSEMBLY




                                                        (S) OPERATOR STANDARDS                                             (Y) OUTPUT
                                                        (C) PRESS FORCE                                                                                       A
                                                                                                                       PINION PULLOUT FORCE                 NV
                                                        (C) PRESS SPEED                                                                             SCRAP
                                                                                                   A    INSPECTION
                                                        (C) ALIGNMENT FIXTURING                  NV
                                                        (C) PINION / OUTPUT GEAR                                           BAD
                                                            INTERFACE DIMENSIONS

                                                                                                              GOOD


                                                                                                          SHIP TO
                                                                                                        CUSTOMER/
                                                                                                         DOMESTIC
                                                                                                          MARKET




                                                                                                   A
                                                                                                 NV
                                                                                                     FAILED DRYER
                                                                                                   TIMERS RETURNED            (Y) OUTPUT
                                                                                                   TO SUPPLIER FOR        FIELD RETURNS PINION POP OFFS
                                                                                                      ROOT CAUSE
                                                                                                       ANALYSIS




                                                                                                           STOP
                                                                                                                                                       12
Appendix 3.0
                                               Pareto of Field Failures


                         DRYER TIMER FIELD FAILURES 2000

                                                                                                                    100
        100
                                                                                                                    80




                                                                                                                             Percent
Count




                                                                                                                    60

        50
                                                                                                                    40

                                                                                                                    20

          0                                                                                                         0
                                      EA
                                        R            CT             SY              KE
                                                                                       N
                                    /G             FE             AS                                 IL
                                             DE                                   RO               CO        er s
                              ION         NT                 ER
                                                                           D/
                                                                                B
                                                                                              EN
                           PIN           E                 OP                              OP             Oth
Defect               E   D         P   AR
                                                    IM
                                                         PR
                                                                       MA
                                                                         GE
                 IP P            AP                                 DA
              STR           NO
 Count                 47                     39               10             8                   3           3
Percent              42.7                   35.5              9.1           7.3                 2.7         2.7
Cum %                42.7                   78.2             87.3          94.5                97.3       100.0




                                                                                                                        13
Appendix (4.0)
                                 Cause and Effect Diagram




   MAINTENANCE       CUSTOMER SPECIFICATIONS            MACHINES



                 scheduled            understood                  calibration


                    documented            documented                cycle time

                                                                       set-up
                      environment              design


                                                                                     DISLODGED PINIONS

                        accessible                                     per customer specs
                                            knowledgeable
                                                                      dimensonally correct
                    documented            operator
                                                                    handling
                 up to date          trained
                                                               robust

WORK INSTRUCTIONS             PERSONNEL                   PARTS




                                                                                                14
Appendix (5.0)
                                       XY Matrix

                           Input Variables                Rank              %
                          outside gear bearing
                                                            271            12.34
                         inside diameter height
                         output gear assembly
                                                            185            8.42
                        bearing outside diameter
                          output gear bearing
                                                            290            13.20
                            outside diameter
                          pinion base diameter              252            11.47
                              pinion height                 241            10.97
                        pinion base surface finish          165            7.51
                        output gear sub-assembly
                                                            290            13.20
                           machine alignment
                        output gear sub-assembly
                                                            271            12.34
                          machine press force
                        output gear sub-assembly
                                                            232            10.56
                          machine press speed

                  14%            CHARACTERISTIC SELECTION MATRIX RESULTS
CHARACTERISTICS




                  12%
 IMPORTANCE %




                  10%
                  8%
                  6%
                  4%
                  2%
                  0%
                  ba iam g




                                     ht
                           di bly




                           di ter
                          te ing

                                      t




                           on ter
                             be r
                                  gh




              on e d rin
                                   te




                                  ig
                                 e
                     id sse




                                 e
                      ge me
          ou me ar

                     ge hei




                                a




                               he
                             am
                              e




                             a
                             a
                           rb

                            r




               ou ar
               ou ar
            de gea




                        ni
                       se
                        e



                      id



                     pi
                   ts
                   a



                  ts

                 ut
                 ut
       in ide

                di




               tp
              tp
             ts




           ou
           g




           ni
         ou

         si



         in




        pi
      ar




                                               INPUT CHARACTERISTICS
    be




                                                                                   15
Appendix (5.1)
   FMEA




                 16
Appendix 6.0
(Gage R&R)




                      GOOD
                      GAGE


                             GOOD
                             GAGE




               GOOD
               GAGE

                              17
Appendix 7.0
         Initial Short-Term Capability Analysis
                         Celmex

     P R O C E S S C A P A B IL IT Y A N A L Y S IS F O R
     P IN IO N P U L L O U T F O R C E F O R C E L M E X
     B E F O R E D R IV E S Y S T E M D E S IG N C H A N G E
     C a lc ula tio ns B a s e d o n W e ib ull D is tr ibutio n M o de l

                                   LSL




30      40            50           60              70            80         90




             Mean:                                        73.8
             Std. Dev.:                                   9.5
             Cpk:                                         0.53
             PPM:                                         55,000
             Sigma Level:                                 1.6
                                                                                 18
Appendix 7.1
                Initial Short-Term Capability Analysis
                                Sparta
     P R O C E S S C A P A B IL IT Y A N A L Y S IS F O R
     P IN IO N P U L L O U T F O R C E F O R S P A R T A
     B E F O R E D R IV E S Y S T E M D E S IG N C H A N G E
       C a lc u la tio n s B a s e d o n W e ib u ll D is tr ib u tio n M o d e l

                         LSL




40         50
                         60               70              80             90         100




          Mean:                                          82.4
          Std. Dev.:                                     9.2
          Cpk:                                           0.80
          PPM:                                           8155
          Sigma Level:                                   2.4
                                                                                          19
Appendix 8.0
                                                   Multi-vari study

                               Multi-Vari Chart for PINION PULLOUT FORCE by MACHINE POSITION - DATE
                                                      MOLD TOOL NO
                                             1             1                  1           1
                                        SP            SP                 SP          SP       MACHINE POSITION
                                                                                                    A
                                                                                                    B
                             110
PINION PULLOUT FORCE (LBS)




                             105




                             100
                                     4/16/01       4/17/01            4/18/01     4/19/01


                                                               DATE


                             TAKEAWAY: OUTPUT GEAR SUB - ASSY MACHINE “IN” PROCESS


                                                                  F




                                                                                                        20
Appendix 8.1
                       One Sample T-test



 One-Sample T: PINION PULLOUT FORCE (LBS)
 Test of mu = 85 vs mu > 85
 Variable                  N        Mean          StDe SE Mean
 PINION PULLOUT           30       105.56         4.80 1.20
 Variable             95.0% CI                    T        P
 PINION PULLOUT( 103.00, 108.12)                17.1    0.000


       Current
       Manufacturing
       Process




TAKEAWAY: CURRENT PROCESS MEAN IS DIFFERENT / BETTER THAN THE STANDARD




                                                                21
Appendix 9.0
                                                Multi-Vari Study

                           Multi-Vari Chart for Y DIMENSION by SHIFT - DATE
                                               MACHINE POSITION
                             A             B      A             B          A             B   A             B
                                                                                                               SHIFT
                   0.445                                                                                        1
                                                                                                                2

                   0.444                               TARGET

                   0.443
Y DIMENSION (IN)




                   0.442

                   0.441

                   0.440

                   0.439
                                 4/16/01              4/17/01                  4/18/01           4/19/01
                                                                    DATE

                   TAKEAWAY: OUTPUT GEAR SUB - ASSY MACHINE IN” CONTROL



                                                                                    Y SUB-ASSEMBLY DIMENSION




                                               0.442 +/- 0.008 IN



                                                                                                                    22
Appendix 9.1
                     One Sample T-test




                                               MANUFACTURING
                                               PROCESS
                                               MEAN




TAKEAWAY: MANUFACTURING PROCESS MEAN EQUAL TO TARGET MEAN




                                                        23
Appendix 10.0
         Capability Analysis of Rotational Torque


                            Process Capability Analysis for ROTATIONAL TORQUE (IN OZ)

                                                           LSL
              Process Data
       USL                         *
                                                                                                                                 Within
       Target                      *
       LSL                 250.000                                                                                              Overall
       Mean               284.438
       Sample N                   16
       StDev (Within)     22.0444
       StDev (Overall)    20.7086


       Potential (Within) Capability
       Cp                          *
       CPU                         *
       CPL                    0.52
       Cp                     0.52

       Cpm                         *
                                       220           240         260     280          300               320         340

             Overall Capability              Observed Performance       Exp. quot;Withinquot; Performance             Exp. quot;Overallquot; Performance
       Pp                          *    PPM < LSL          125000.00    PPM < LSL       59121.85              PPM < LSL        48160.33
       PPU                         *    PPM > USL                   *   PPM > USL                   *         PPM > USL                *
       PPL                    0.55      PPM Total          125000.00    PPM Total       59121.85              PPM Total        48160.33
       CPk                    0.55




TAKEAWAY: DRIVE GEAR INTERFACE WITH PINION NOT A FACTOR
          (ACTUAL DESIGN TORQUE OF 5.32 IN OZ <<< 250 IN OZ)




                                                                                                                                           24
Appendix 11.0
            Drive System Design Change

                              •   Gear mesh contact ratio changed from 1.3 to 1.6

                              •   Drive gear / output gear diametral pitch changed from 64 to 57

                              •   Drive gear thickness changed from 0.032 in to 0.036 in

                              •   Contact area between metal pinion and plastic gear inside
                                  diameter lengthened by 0.050 in.




- DESIGN CHANGES IMPLEMENTED DURING PROJECT PHASE
- ANALYSIS VARIFIED THAT DESIGN CHANGES ELIMINATED
  STRIPPED GEAR FIELD PROBLEM




                                                                                    25
Appendix 12.0
             Capability Analysis


      PROCESS CAPABILIITY ANALYSIS FOR
      PINION PULLOUT FORCE FOR CELMEX
      AFTER DRIVE SYSTEM DESIGN CHANGE
LSL




60     70   80   90   100   110    120   130   140




 Mean:                             110.4
 Std. Dev:                         10.7
 Cpk:                              1.57
 PPM:                              213
 Sigma Level:                      4.7


                                                     26
Appendix 12.1
                         Capability Analysis

      P R O C E S S C A P A B IL IT Y A N A L Y S IS F O R
      P IN IO N P U L L O U T F O R C E F O R S P A R T A
      A F T E R D R IV E S Y S T E M D E S IG N C H A N G E
        C a lc ula tio ns B a s e d o n W e ibull D is tr ibutio n M o de l

LSL




60         70             80            90           100            110       120




      Mean:                                                         105.3
      Std. Dev.:                                                    4.83
      Cpk:                                                          1.59
      PPM:                                                          0.90
      Sigma Level:                                                  4.8



                                                                                    27
Appendix 13.0
                   Two Sample T-test



       CELMEX MANUFACTURING




SINCE P< 0.05, THE PINION PULLOUT FORCE MEDIANS ARE
SIGNIFICANTLY DIFFERENT BEFORE AND AFTER DRIVE
GEAR DESIGN CHANGE




                                                      28
Appendix 14.1
                  Two Sample T-test


       SPARTA MANUFACTURING




SINCE P< 0.05, THE PINION PULLOUT FORCE MEDIANS ARE
SIGNIFICANTLY DIFFERENT BEFORE AND AFTER DRIVE
GEAR DESIGN CHANGE




                                                      29
Appendix 15.0
     Design of Experiments Results




                                                 SINCE ALL P VALUES
                                                 ARE > 0.05, NON ARE
                                                 SIGNIFICANT TO MY
                                                 OUTPUT VARIATION




94.4% OF THE VARIATION IS NOT EXPLAINED BY THE
REGRESSION EQUATION USING THESE FACTORS
CONFIRMING THAT THESE DO NOT HAVE A MAJOR
IMPACT ON MY PROJECT




                                                           30
Appendix 16.0
                             Primary Metrix




               STRIPPED GEAR BASELINE                         Target
                                                              Actual
1,600
1,400
1,200
1,000
  800
  600                                                     Projected
                                                          Field
  400   Drive system design changes                       Failure
        implemented into production                       returns
  200
    0                                         0   0   0




                                                                      31
Appendix 17.0
                  Secondary Metrix



            INTERNAL MANUFACTURING DEFECTS         TARGET
                                                   ACTUAL
350

300

250            250     250
200   200                     200     200    200
150

100

50

  0




                                                   32
Appendix 18.0
         Drive System Components




PINION

                             SHAFT



OUTPUT GEAR            DRIVE GEAR




                                     33
Appendix 19.0
                Dryer Timer X-Section




TIMER HOUSING                       SHAFT




 PINION                          DRIVE GEAR


  OUTPUT GEAR




                                              34
Appendix 20.0
                 Output Gear Assembly Machine




OUTPUT GEAR                                     PINION
SUB - ASSEMBLY                                  INSERT
                                                LOCATION




                                                    35
Appendix 21.0
Pinion Location and Alignment




PINION FIXTURING




                                36
Appendix 22.0
Staking Punch, Output Gear Assembly Machine




                                              37

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Greenbelt Six Sigma Final Outline

  • 1. Dryer Timer Stripped Drive Gear System Emerson Appliance Controls Division Indianapolis, Indiana Final Report Project Start Date: Jan 28, 2001 Project Completion Date: July 1, 2001 Greenbelt Candidate: Stan E. Mitchell 1
  • 2. Table of Contents 0.0 Table of Contents page 2 1.0 Executive Summary page 3 2.0 Key Words page 4 3.0 Problem Statement page 4 4.0 Action Items page 6 5.0 Manufacturing Implementation page 8 6.0 Conclusions and Lessons Learned page 8 7.0 Team Members page 9 8.0 Acknowledgements page 9 9.0 Appendices page 9 2
  • 3. 1.0 Executive Summary For the fiscal year 2000, the parts per million (PPM) level of the customer field failure returns of the M460 dryer timer manufactured at Sparta, Tn and Juarez, Mx was 1400. This resulted in a cost of non-value added of $100,000. The objective is to reduce the PPM level of customer field failure returns from 1400 to 700 by July 2001. The cost of non-value added savings for this project is projected at $50,000. Results from the customer dryer timer teardowns (analysis of dryer timer field failures) shows that 50% of the timer failures was due to the pinion dislodgment from the output gear assembly. The project was narrowed to analyzing the output gear assembly / drive gear interface. The output gear assembly consists of a powdered metal pinion that is pressed into a plastic output gear causing an interference fit. The drive gear is a stamped part that interfaces with the pinion. A motor powers this drive gear system. (Appendix 16.0) Capability analysis of key customer specifications dimensions of the output gear, pinion, and drive gear concluded that the manufacturing process was capable of consistently producing quality parts. Capability analysis of the pinion pullout force (the force it takes to dislodge the pinion from the output gear assembly) concluded that the pinion / output gear joint was adequate. The one-sided customer specification for the pullout force is a minimum of 60 lbs. Since the drive gear interfaces with the pinion, this joint was analyzed. Capability and engineering design analysis proved that the drive gear does not apply enough force to dislodge the pinion from the output gear. The customer specification for the rotational torque for the drive system is 250 in-oz. Because this drive gear system problem occurred during fiscal year 2000, EAC engineering personnel implemented some design changes to the drive gear system for manufacturing and customer analysis in the 4th quarter of 2000. Internal Highly Accelerated Stress Testing (HALT) and external Multiple Environment Over Stress Testing (MEOST) proved that the engineering design changes would eliminate the stripped drive gear system problem. The scope of the project is to verify that the enhanced drive gear system is more robust after the engineering design changes. Six sigma tools and methodology were used to statistically analyze the project metrics. 3
  • 4. 2.0 Key Words • PPM - units defective per 1 million units produced • CVNA - cost of non-value added • Pinion Pullout Force – the force (lbs) it takes to dislodge the pinion from the output gear assembly • Output Gear Assembly – metal pinion and output gear sub-assembly • MEOST – multiple environment over stress testing • HALT – highly accelerated life testing 3.0 Problem Statement For fiscal year 2000, the PPM level of customer field failures of the M460 dryer timer drive gear system manufactured at Sparta, Tn and Juarez, Mx was 1400. This resulted in a CNVA of $50,000 in scrap and labor. 3.1 Customer Requirements The M460 dryer timer is used on 100% of the domestic clothed dryers. Due to increased global competition and new technologies, it is critical that Emerson Appliance Controls stay “quality focused” and keep all internal and external customers happy. Since the drive gear system is an integral part of the dryer timer, robust functionality is key. Because quality “cost”, it was important for EAC to find the root cause of the drive system stripped gear problem and eliminate it. 3.2 Project Objective The objective of this project was to reduce the PPM level of customer returns of the M460 dryer timer from 1400 to 700. This resulted in a CNVA of $100,000 in scrap and labor. The goal of this project is to reduce the CNVA by 50% and save $50,000. 3.3 Outline of Project Strategy / Timeline • First level pareto of dryer timer customer returns were analyzed by the team. Actual data shows that 42% of customer returned timers failed because of drive system stripped gear. 4
  • 5. • Identify the critical (X’s) that the team felt would contribute to the problem solution. Tools such as Cause and Effect Diagram (Fishbone) and X-Y Matrix were used. • A preliminary (Failure Mode and Effects Analysis) was performed to prioritize variables that contribute to key characteristics of the output gear assembly pinion pullout force. This is an active document subject to be updated. • A Gage Reproducibility and Repeatability study (GR&R) was performed on the output gear assembly machine. The equipment was found to be capable of measuring the parameters specified over the range of the “Y” of interest. • Capability analysis was performed on the pinion pullout force of the current drive gear system (before engineering design changes). The output gear / pinion interface joint is marginal at best. • Hypothesis testing proved that the drive gear system engineering design changes increased the robustness. • Conclusions from the design of experiments proved that 94% of the pinion pullout force variation was not explained by the regression equation using the output gear sub-assembly parts. Because the drive system piece parts are inter-connected, one input factor alone did not cause the stripped gear field failures. Internal and external dryer timer testing (MEOST and HALT) proved that the engineering design changes to the drive gear system would eliminate the stripped gear problem. 3.4 Project Schedule See Attached Project Timeline (Appendix 1.0) 3.5 Final Project Description The object of this project was to reduce the PPM level of customer field returns on the M460 dryer timer because of stripped gears from 1400 to 700. This CNVA for the stripped gear problem was $50,000. The original goal was to save $25,000 in scrap and labor. The results of this project are projected savings of 100% with “zero” customer returns because of stripped drive gear. 5
  • 6. 4.0 Actions Taken The following is an outline of the experimental data associated with this project. It is organized by the four phases of six sigma methodology: Measurement, Analyze, Improve, and Control 4.1 Measurement Phase • Process Maps are outlined identifying all manufacturing process steps (Appendix 2.0) • Dryer Timer pareto of field failures was generated. Because of the high rate of stripped gear failures (42%), the team agreed that the drive gear system should be the primary metric for problem resolution. (Appendix 3.0) • Established a Cause and Effect Diagram (Appendix 4.0) • XY Matrix was completed to prioritize project focus (Appendix 5.0) • FMEA was created and used to rank the areas for the most opportunities for improvement (Appendix 5.1) • A Gage R&R was conducted on the output gear assembly machine. The study concluded that this machine was acceptable. (Appendix 6.0) • An initial capability study was completed on the pinion pullout force of the current output gear assembly. The current manufacturing process pinion pullout force mean was 73 lbs with a Cpk of 0.53 and a Sigma Level of 1.6 for Celmex manufacturing process. The study concluded that the output gear / pinion interface joint needs to be more robust. (Appendix 7.0 ,Celmex), (Appendix 7.1, Sparta) 4.2 Analyze Phase • After determining that the manufacturing process for the output gear sub- assembly parts was capable of consistently producing good parts, a multi- vari study was performed to determine if any categorical factors such as shift, date, and machine no. caused any variation in the pinion pullout force. Conclusions from the multi-vari study proved that the categories did not significantly affect the mean manufacturing process value of the pinion pullout force. The day-to-day variation of the pinion pullout force was about 2 lbs. The manufacturing process mean value of the pinion pullout force was 105 lbs vs. a target of 85 lbs and a lower specification limit of 60 lbs. The “take away” was that the output gear sub-assembly manufacturing process is in control. (Appendix 8.0) 6
  • 7. • A One Sample T test was performed on the pinion pullout force vs. the customer specifications. The “take away” is the current manufacturing process mean of the pinion pullout force in “better” than the customer specifications. Manufacturing process mean of 105 lbs vs. customer specification of 85 lbs. (Appendix 8.1) • A Multi-Vari study and One Sample T test was performed on the critical output gear assembly / drive gear interface height. This dimension is critical for form/fit/function in achieving an adequate drive gear / pinion contact ratio. Conclusions from the multi-vari study and one sample t test prove that the manufacturing process of the output gear sub-assembly is in control. (Appendix 9.0 and 9.1) • A capability study was performed on the rotational torque of the pinion /drive gear interface. If was inferred that due to design tolerance stack-up, the force from the drive gear at worst case dimensionals would cause the pinion to dislodge from the output gear assembly. Although a possibility, design engineering calculations prove that the drive gear/ pinion interface joint is not a major factor since the actual design rotational torque of 5.32 in-oz in much less than the customer specification of 250 in-oz. (Appendix10.0) 4.3 Improvement Phase • Design of Experiments results proved that the output gear sub-assembly piece parts (individually) do not have a major impact on my project metric • Drive gear system engineering design changes (Appendix 11.0) Drive gear / pinion contact ratio changed from 1.3 to 1.6 Drive gear and output gear diametral pitch changed from 64 to 57 Drive gear thickness changed from 0.032 in to 0.036 in Contact area between metal pinion and plastic gear lengthened by 0.050 in. • HALT and MEOST test were performed on the drive gear system with the engineering design enhancements. The conclusions of the test are listed below: ♦ Highly Accelerated Life Test Shipping and Storage, Environmental Thermal Shock, and Durability test were conducted Timer motor was accelerated to 180hz (3 times normal speed) Timers were tested to 4300 resets (simulates 11 years of timer life) The drive gear system had “zero” failures 7
  • 8. ♦ Multiple Environment Over Stress Test Old drive gear system vs. New drive gear system testing Test levels ranged from 1 to 11 (11 being the highest “input” stress level) Test parameters: vibration, temperature cycling, humidity and durability Two timers with the old drive gear system failed at level 2 Two timers with new drive gear system did not have any failures at level 11. 4.4 Control Phase • An engineering change order was initiated with the output gear design changes. Suppliers have been notified of these engineering drive gear design changes. 5.0 Manufacturing Implementation • The customers are very happy with the results of the HALT and MEOST testing. EAC was given customer approval to implement the new drive gear system into full production by Mar 2001. 6.0 Conclusion and Lessons Learned This project is projected to cause a 100% PPM level reduction of the dryer timer customer returns because of the drive system gear “stripping” failures. The original goal was to reduce the PPM by 50% from 1400 to 700. It was concluded statistically using six sigma tool and empirically that the new drive gear system is more robust. The savings for this project were targeted at $50,000 The projected savings is 100% or $100,000. This project was very important to Emerson and the customer base. Many customers are requiring much more “up front” analysis of solutions to dryer timer mechanical and electrical problems. Dryer timer customers want root cause analysis to problems with timely production implementation. The success of this effort is directly proportional to the committment of the EAC management team. EAC management recognizes the importance of Six Sigma Tools and Methodology. 8
  • 9. • Further improvements to the output gear sub-assembly manufacturing process Punch added to enhance the alignment of the output gear and pinion during assembly Lessons learned from this project include the importance of understanding the goal of the project. It is very important that the project scope is written to focus on a desired metric. This metric should be easily measured and analyzed. Secondly, it is vital that the Six Sigma Tools and Methodology are understood and applied correctly for accurate statistical analysis. 7.0 Team Members – Thank You ! Stan E. Mitchell Green Belt Candidate / EAC Project Manager Andre White Master Black Belt Howard Andrews Sparta Quality Engineer Jack Holtz Celmex Resident Engineer Cesar Gutierrez Celmex Quality Manager Hector Mendez Celmex Quality Engineer Ted Maynard Sparta Quality Engineer 8.0 Acknowledgements Rick Burns Master Black Belt / Six Sigma Qualtec Chris Reynolds Black Belt / White Rodgers Harrison Fidel Gutierrez Black Belt / MMM Pardeep Sood EAC President Russ Epplett EAC Vice President of Engineering George Adams EAC Director of Product Engineering Ben Chestnut EAC Engineering Manager John Bonnema EAC Vice President of Quality 9.0 Appendices 1.0 Project Timeline 2.0 Process Map 9
  • 10. 3.0 Pareto of Field Failures 4.0 Cause and Effect Diagram 5.0 XY Matrix 5.1 FMEA 6.0 Gage R&R 7.0 (Celmex) Initial Short-Term Process Capability 7.1 (Sparta) Initial Short-Term Process Capability 8.0 Multi-Vari Study (pinion pullout force lbs) 8.1 One-Sample T-test (pinion pullout force lbs) 9.0 Multi-Vari Study “Y” sub-assembly dimension 9.1 One-Sample T-test “Y” sub-assembly dimension 10.0 Capability Analysis of Rotational Torque in-oz 11.0 Drive System Engineering Design Changes 12.0 Celmex Capability Analysis of Pinion Pullout Force lbs (after drive system engineering design changes) 12.1 Sparta Capability Analysis of Pinion Pullout Force lbs (after drive system engineering design changes) 13.0 Celmex Two Sample T-test (pinion pullout force lbs) 14.0 Sparta Two Sample T-test (pinion pullout force lbs) 15.0 Design of Experiments Results 16.0 Project Primary Matrix 17.0 Project Secondary Matrix 18.0 Drive System Components 19.0 Dryer Timer X-Section 20.0 Output Gear Assembly Machine 21.0 Pinion Location and Alignment 22.0 Staking Punch, Output Gear Assembly 10
  • 11. 11
  • 12. Appendix 2.0 Process Map (Overall) START output gear inside diameter (C) 0.393 - 0.0015 in output gear inside diameter depth (C) 0.202 +/- 0.005 in A output gear assy working height (C) 0.442 +/- 0.008 in NV pinion base diameter (C) 0.311 +/- 0.002 in A NV pinion height (C) 0.371 +/- 0.003 in STOCKROOM STOCKROOM pinion diametral pitch (C) 57 OUTPUT GEAR PINION drive gear thickness (C) 0.036 in drive gear diametral pitch (C) 57 housing gear centers distance (C) 0.468 +/- 0.002 in test procedures (SOP) N/A (X) INPUT SECURE PINION AND OUTPUT (S) OPERATOR STANDARDS GEAR IN FIXTURE ASSEMBLE OUTPUT GEAR (S) OPERATOR STANDARDS AND PINION SUB-ASSEMBLY (S) OPERATOR STANDARDS (Y) OUTPUT (C) PRESS FORCE A PINION PULLOUT FORCE NV (C) PRESS SPEED SCRAP A INSPECTION (C) ALIGNMENT FIXTURING NV (C) PINION / OUTPUT GEAR BAD INTERFACE DIMENSIONS GOOD SHIP TO CUSTOMER/ DOMESTIC MARKET A NV FAILED DRYER TIMERS RETURNED (Y) OUTPUT TO SUPPLIER FOR FIELD RETURNS PINION POP OFFS ROOT CAUSE ANALYSIS STOP 12
  • 13. Appendix 3.0 Pareto of Field Failures DRYER TIMER FIELD FAILURES 2000 100 100 80 Percent Count 60 50 40 20 0 0 EA R CT SY KE N /G FE AS IL DE RO CO er s ION NT ER D/ B EN PIN E OP OP Oth Defect E D P AR IM PR MA GE IP P AP DA STR NO Count 47 39 10 8 3 3 Percent 42.7 35.5 9.1 7.3 2.7 2.7 Cum % 42.7 78.2 87.3 94.5 97.3 100.0 13
  • 14. Appendix (4.0) Cause and Effect Diagram MAINTENANCE CUSTOMER SPECIFICATIONS MACHINES scheduled understood calibration documented documented cycle time set-up environment design DISLODGED PINIONS accessible per customer specs knowledgeable dimensonally correct documented operator handling up to date trained robust WORK INSTRUCTIONS PERSONNEL PARTS 14
  • 15. Appendix (5.0) XY Matrix Input Variables Rank % outside gear bearing 271 12.34 inside diameter height output gear assembly 185 8.42 bearing outside diameter output gear bearing 290 13.20 outside diameter pinion base diameter 252 11.47 pinion height 241 10.97 pinion base surface finish 165 7.51 output gear sub-assembly 290 13.20 machine alignment output gear sub-assembly 271 12.34 machine press force output gear sub-assembly 232 10.56 machine press speed 14% CHARACTERISTIC SELECTION MATRIX RESULTS CHARACTERISTICS 12% IMPORTANCE % 10% 8% 6% 4% 2% 0% ba iam g ht di bly di ter te ing t on ter be r gh on e d rin te ig e id sse e ge me ou me ar ge hei a he am e a a rb r ou ar ou ar de gea ni se e id pi ts a ts ut ut in ide di tp tp ts ou g ni ou si in pi ar INPUT CHARACTERISTICS be 15
  • 16. Appendix (5.1) FMEA 16
  • 17. Appendix 6.0 (Gage R&R) GOOD GAGE GOOD GAGE GOOD GAGE 17
  • 18. Appendix 7.0 Initial Short-Term Capability Analysis Celmex P R O C E S S C A P A B IL IT Y A N A L Y S IS F O R P IN IO N P U L L O U T F O R C E F O R C E L M E X B E F O R E D R IV E S Y S T E M D E S IG N C H A N G E C a lc ula tio ns B a s e d o n W e ib ull D is tr ibutio n M o de l LSL 30 40 50 60 70 80 90 Mean: 73.8 Std. Dev.: 9.5 Cpk: 0.53 PPM: 55,000 Sigma Level: 1.6 18
  • 19. Appendix 7.1 Initial Short-Term Capability Analysis Sparta P R O C E S S C A P A B IL IT Y A N A L Y S IS F O R P IN IO N P U L L O U T F O R C E F O R S P A R T A B E F O R E D R IV E S Y S T E M D E S IG N C H A N G E C a lc u la tio n s B a s e d o n W e ib u ll D is tr ib u tio n M o d e l LSL 40 50 60 70 80 90 100 Mean: 82.4 Std. Dev.: 9.2 Cpk: 0.80 PPM: 8155 Sigma Level: 2.4 19
  • 20. Appendix 8.0 Multi-vari study Multi-Vari Chart for PINION PULLOUT FORCE by MACHINE POSITION - DATE MOLD TOOL NO 1 1 1 1 SP SP SP SP MACHINE POSITION A B 110 PINION PULLOUT FORCE (LBS) 105 100 4/16/01 4/17/01 4/18/01 4/19/01 DATE TAKEAWAY: OUTPUT GEAR SUB - ASSY MACHINE “IN” PROCESS F 20
  • 21. Appendix 8.1 One Sample T-test One-Sample T: PINION PULLOUT FORCE (LBS) Test of mu = 85 vs mu > 85 Variable N Mean StDe SE Mean PINION PULLOUT 30 105.56 4.80 1.20 Variable 95.0% CI T P PINION PULLOUT( 103.00, 108.12) 17.1 0.000 Current Manufacturing Process TAKEAWAY: CURRENT PROCESS MEAN IS DIFFERENT / BETTER THAN THE STANDARD 21
  • 22. Appendix 9.0 Multi-Vari Study Multi-Vari Chart for Y DIMENSION by SHIFT - DATE MACHINE POSITION A B A B A B A B SHIFT 0.445 1 2 0.444 TARGET 0.443 Y DIMENSION (IN) 0.442 0.441 0.440 0.439 4/16/01 4/17/01 4/18/01 4/19/01 DATE TAKEAWAY: OUTPUT GEAR SUB - ASSY MACHINE IN” CONTROL Y SUB-ASSEMBLY DIMENSION 0.442 +/- 0.008 IN 22
  • 23. Appendix 9.1 One Sample T-test MANUFACTURING PROCESS MEAN TAKEAWAY: MANUFACTURING PROCESS MEAN EQUAL TO TARGET MEAN 23
  • 24. Appendix 10.0 Capability Analysis of Rotational Torque Process Capability Analysis for ROTATIONAL TORQUE (IN OZ) LSL Process Data USL * Within Target * LSL 250.000 Overall Mean 284.438 Sample N 16 StDev (Within) 22.0444 StDev (Overall) 20.7086 Potential (Within) Capability Cp * CPU * CPL 0.52 Cp 0.52 Cpm * 220 240 260 280 300 320 340 Overall Capability Observed Performance Exp. quot;Withinquot; Performance Exp. quot;Overallquot; Performance Pp * PPM < LSL 125000.00 PPM < LSL 59121.85 PPM < LSL 48160.33 PPU * PPM > USL * PPM > USL * PPM > USL * PPL 0.55 PPM Total 125000.00 PPM Total 59121.85 PPM Total 48160.33 CPk 0.55 TAKEAWAY: DRIVE GEAR INTERFACE WITH PINION NOT A FACTOR (ACTUAL DESIGN TORQUE OF 5.32 IN OZ <<< 250 IN OZ) 24
  • 25. Appendix 11.0 Drive System Design Change • Gear mesh contact ratio changed from 1.3 to 1.6 • Drive gear / output gear diametral pitch changed from 64 to 57 • Drive gear thickness changed from 0.032 in to 0.036 in • Contact area between metal pinion and plastic gear inside diameter lengthened by 0.050 in. - DESIGN CHANGES IMPLEMENTED DURING PROJECT PHASE - ANALYSIS VARIFIED THAT DESIGN CHANGES ELIMINATED STRIPPED GEAR FIELD PROBLEM 25
  • 26. Appendix 12.0 Capability Analysis PROCESS CAPABILIITY ANALYSIS FOR PINION PULLOUT FORCE FOR CELMEX AFTER DRIVE SYSTEM DESIGN CHANGE LSL 60 70 80 90 100 110 120 130 140 Mean: 110.4 Std. Dev: 10.7 Cpk: 1.57 PPM: 213 Sigma Level: 4.7 26
  • 27. Appendix 12.1 Capability Analysis P R O C E S S C A P A B IL IT Y A N A L Y S IS F O R P IN IO N P U L L O U T F O R C E F O R S P A R T A A F T E R D R IV E S Y S T E M D E S IG N C H A N G E C a lc ula tio ns B a s e d o n W e ibull D is tr ibutio n M o de l LSL 60 70 80 90 100 110 120 Mean: 105.3 Std. Dev.: 4.83 Cpk: 1.59 PPM: 0.90 Sigma Level: 4.8 27
  • 28. Appendix 13.0 Two Sample T-test CELMEX MANUFACTURING SINCE P< 0.05, THE PINION PULLOUT FORCE MEDIANS ARE SIGNIFICANTLY DIFFERENT BEFORE AND AFTER DRIVE GEAR DESIGN CHANGE 28
  • 29. Appendix 14.1 Two Sample T-test SPARTA MANUFACTURING SINCE P< 0.05, THE PINION PULLOUT FORCE MEDIANS ARE SIGNIFICANTLY DIFFERENT BEFORE AND AFTER DRIVE GEAR DESIGN CHANGE 29
  • 30. Appendix 15.0 Design of Experiments Results SINCE ALL P VALUES ARE > 0.05, NON ARE SIGNIFICANT TO MY OUTPUT VARIATION 94.4% OF THE VARIATION IS NOT EXPLAINED BY THE REGRESSION EQUATION USING THESE FACTORS CONFIRMING THAT THESE DO NOT HAVE A MAJOR IMPACT ON MY PROJECT 30
  • 31. Appendix 16.0 Primary Metrix STRIPPED GEAR BASELINE Target Actual 1,600 1,400 1,200 1,000 800 600 Projected Field 400 Drive system design changes Failure implemented into production returns 200 0 0 0 0 31
  • 32. Appendix 17.0 Secondary Metrix INTERNAL MANUFACTURING DEFECTS TARGET ACTUAL 350 300 250 250 250 200 200 200 200 200 150 100 50 0 32
  • 33. Appendix 18.0 Drive System Components PINION SHAFT OUTPUT GEAR DRIVE GEAR 33
  • 34. Appendix 19.0 Dryer Timer X-Section TIMER HOUSING SHAFT PINION DRIVE GEAR OUTPUT GEAR 34
  • 35. Appendix 20.0 Output Gear Assembly Machine OUTPUT GEAR PINION SUB - ASSEMBLY INSERT LOCATION 35
  • 36. Appendix 21.0 Pinion Location and Alignment PINION FIXTURING 36
  • 37. Appendix 22.0 Staking Punch, Output Gear Assembly Machine 37