Statistical tolerance analysis for non-normal or correlated normal component characteristics

The paper presents a simple approximation technique for statistical tolerance analysis, namely, the allocation of component tolerances based on a known assembly tolerance. The technique utilizes a discretized, multivariate kernel density estimate and a simple transformation to approximate the probability distribution of the overall assembly characteristic. The data-driven approach is suitable for real-world settings in which components are randomly selected from their respective manufacturing processes to form mechanical assemblies. Demonstrated is the numerical approach in two dimensions for two distinct cases: first, when component characteristics are non-normal, independent random variables, and second, when they are highly correlated, normal random variables. The results are promising in initial test problems.

[1]  David H. Evans,et al.  Statistical Tolerancing: The State of the Art, Part I. Background , 1974 .

[2]  Hong-Chao Zhang,et al.  Tolerancing techniques: the state-of-the-art , 1992 .

[3]  Arthur Bender Statistical Tolerancing as it Relates to Quality Control and the Designer (6 times 2.5 = 9) , 1968 .

[4]  Keinosuke Fukunaga,et al.  Introduction to Statistical Pattern Recognition , 1972 .

[5]  Joshua U. Turner,et al.  Review of statistical approaches to tolerance analysis , 1995, Comput. Aided Des..

[6]  E. M. Mansoor The Application of Probability to Tolerances Used in Engineering Designs , 1963 .

[7]  David W. Scott,et al.  Multivariate Density Estimation: Theory, Practice, and Visualization , 1992, Wiley Series in Probability and Statistics.

[8]  Ben Wang,et al.  STATISTICAL TOLERANCE SYNTHESIS USING DISTRIBUTION FUNCTION ZONES , 1999 .

[9]  Fumihiko Kimura Computer-aided Tolerancing , 1996, Springer Netherlands.

[10]  Øyvind Bjørke,et al.  Computer Aided Tolerancing , 1989 .

[11]  Vijay Srinivasan,et al.  Composing Distribution Function Zones For Statistical Tolerance Analysis , 1998 .

[12]  D. B. Parkinson The Application of Reliability Methods to Tolerancing , 1982 .

[13]  P. J. Green,et al.  Density Estimation for Statistics and Data Analysis , 1987 .

[14]  Bernard W. Silverman,et al.  Density Estimation for Statistics and Data Analysis , 1987 .

[15]  John R. D'Errico,et al.  Statistical tolerancing using a modification of Taguchi's method , 1988 .

[16]  D. B. Parkinson Tolerancing of component dimensions in CAD , 1984 .