P10505 – Cold Pressure Fusing II Performance Review Team Fusion 5/7/2010
Introduction Two results are analyzed, standard deviation to indicate pressure uniformity and average pressure Presentation Outline – Present data – Justify ANOVA assumptions – Analyze significant factors – Analyze interactions – Conclusions
Comparison of Average Pressure and Standard Deviation across Skew Angles
Signal to Noise Ratios S/N = µ/σ = Std Dev/Mean Standard Deviation Average Pressure S/N N/S
Average Pressure vs. Skew Angle Note: Standard deviation is not the analysis of variance between these average pressure data points. It is the analysis of pressure variations across the entire scan.
Standard Deviation vs. Skew Angle
Main Effects Plot for Standard Deviation
Skew Angle Curve Fit
ANOVA Assumptions These assumptions must be justified to perform an Analysis of Variance. – Normal distribution – Constant variance – Constant mean – Independent data
Justification of ANOVA Assumptions
ANOVA Table for Standard Deviation Analysis of Variance for Average Pressure, using Adjusted SS for Tests SourceDFSeq SSAdj SSAdj MSFP Skew Angle Load Orientation Compliance Skew Angle*Load Skew Angle*Orientation Skew Angle*Compliance Load*Orientation Load*Compliance Orientation*Compliance Skew Angle*Load*Orientation Skew Angle*Load*Compliance Skew Angle*Orientation*Compliance Load*Orientation*Compliance Skew Angle*Load*Orientation*Compliance Error Total Legend Green: P-value < Orange: P-value < White: P-value > 0.010
Main Effects Plot for Standard Deviation
Interaction Plot for Standard Deviation
ANOVA Table for Average Pressure Analysis of Variance for Standard Deviation, using Adjusted SS for Tests SourceDFSeq SSAdj SSAdj MSFP Skew Angle Load Orientation Compliance Skew Angle*Load Skew Angle*Orientation Skew Angle*Compliance Load*Orientation Load*Compliance Orientation*Compliance Skew Angle*Load*Orientation Skew Angle*Load*Compliance Skew Angle*Orientation*Compliance Load*Orientation*Compliance Skew Angle*Load*Orientation*Compliance Error Total Legend Green: P-value < Yellow: P-value < Orange: P-value < White: P-value > 0.010
Main Effects for Average Pressure
Interaction Plot of Average Pressures
Conclusions Abaqus model was on target – Experimental results point to 1.91° as the optimal skew angle to maximize pressure uniformity The average pressure value changes based on the configuration, but several configurations fell in the acceptable pressure range
Optimal Design Standard Deviation – Main Effects: 1.9 deg, portrait, 130 lbs, k=270 – 2 nd Order Effects: 1.9 deg, portrait, 170 lbs, k = 270
Optimal Design Average Pressure – Main Effects: Load is variable but ~140 lbs, Orientation is variable, no specified preference Compliance is variable but ~415 lbs/in, by interpolation – Interaction effects agree with main effects, except landscape orientation is preferred P-value for the average pressure DOE is P-value for the standard deviation DOE is 0.000
Representative 1.4° skew angle pressure pattern (U4) 1.4 ° skew angle, k = 270 lb/in (gray), 170 lbs load, landscape
Representative 1.9° skew angle pressure pattern (U16) 1.9 ° skew angle, k = 270 lb/in (gray), 170 lbs load, landscape
Representative 2.4° skew angle pressure pattern (U24) 1.9 ° skew angle, k = 270 lb/in (gray), 170 lbs load, landscape
Average Pressure vs. Test Configuration
Standard Deviation vs. Test Configuration
Probability Plot of Average Pressure
Probability Plot of Standard Deviation
Standard Deviation vs. Test Configuration
Residuals vs. Test Configuration
Standard Deviation vs. Test Configuration
Customer Needs
Engineering Specifications Engr. Spec. # ImportanceSource Specification (description)Unit of MeasureMarginal ValueIdeal Value ES41Customer NeedPrototype will fuse print across 95% of the page Percentage fused, Width of unfused,90% fusing95% fusing ES61Customer NeedPrototype will vary in nip pressure less than 10% Width of Pressure Indication, Xerox Metric10% variation5% variation ES81Customer Need Prototype must be capable of adjusting to three skew anglesNumber of Settings2 anglesAnalog ES101Customer Need Prototype must adhere to Abaqus model created by XeroxYes/NoN/AYes ES121Customer NeedPrototype must be able to reach a 1.9° skew angleDegrees1.8°-2.0°1.9° ES141Customer Need Prototype must be adjustable to the same skew angle to a 1/10th degree for ~25 runsStandard Deviation 1/5th degree variation 1/10th degree variation ES32Customer NeedPrototype will minimally calendar printQualitativeModerateNone ES52Customer Need Prototype will produce trailing edge wrinkles less than once every twenty printsNumber 1 wrinkle every 10 printsNo wrinkles ever ES113Customer NeedFeed rate must not decrease by more than 15%Torque 15% reduction of speed 5% reduction of speed ES131Implied Prototype must be dimensionally stable for a load of 4000 psiForceVibrationStationary 1Customer Need Prototype vibration will be less than 3 lbs as measured by the load cells.Force5 lbs0 lbs ES94Implied Prototype will take less than 60 secs of user time to set up printTime Required120 sec0 secs ES13ImpliedPrototype must be manufacturable within ~2 weekTime Required, Y/N4 weeks2 week ES71Customer Need Prototype must accommodate both 20 and 24 lb paper while meeting all other specificationsYes/No Accomodates 20 and 24 lb paper Accomodates all paper weights ES153Implied Prototype must be able to print >1000 copies without failure Life Cycle (Number of Prints) 500 copies1000 ES24Customer NeedPrototype must cost less than $3000Dollars$3,000$1,500 Importance Scale: 1-Highest, 4-Lowest
Final Design
Recommendations