Keywords and Phrases
Mahalanobis Distance; Lean manufacturing; Lean assessment tools; Mahalanobis Taguchi Gram-Schmidt system
"Lean manufacturing is a competitive philosophy adopted by many companies to produce cost effective products and services. Contemporary lean assessment tools are designed to evaluate a company's status of lean implementation and success. However, most lean assessment tools provide qualitative analysis and do not provide any clear direction of where the improvement efforts should be directed. In this paper, we propose a complimentary methodology to assist contemporary lean assessment tools that will provide a quantitative measure of leanness by benchmarking other exemplar lean industries, and point specific improvement initiatives based on cost considerations. The proposed Mahalanobis Taguchi Gram Schmidt System (MTGS) based methodology consists of five steps. The first three steps consist of data collection using contemporary lean assessment tools, standardizing the data, and using the standardized data for calculating the Mahalanobis Distance (MD) by the using the MTGS method. The MTGS method provides the direction of abnormality and can be used even in cases of multi-collinear data. The fourth step deals with optimization of the number of variables used to calculate the MD. The optimization is performed using the Taguchi signal to noise (SIN) ratios and orthogonal arrays. The fifth step helps to identify the direction of improvement for a given set of capital constraints. The methodology is demonstrated using an example"--Abstract, page iv.
Ragsdell, K. M.
Mechanical and Aerospace Engineering
M.S. in Manufacturing Engineering
University of Missouri--Rolla
viii, 35 pages
© 2005 Jayanth Srinivasaraghavan, All rights reserved.
Thesis - Restricted Access
Manufacturing resource planning
Print OCLC #
Electronic OCLC #
Link to Catalog Record
Electronic access to the full-text of this document is restricted to Missouri S&T users. Otherwise, request this publication directly from Missouri S&T Library or contact your local library.http://merlin.lib.umsystem.edu/record=b5411118~S5
Srinivasaraghavan, Jayanth, "Application of Mahalanobis Distance as a lean assessment metric" (2005). Masters Theses. 3697.
Share My Thesis If you are the author of this work and would like to grant permission to make it openly accessible to all, please click the button above.