Application of mahalanobis distance as a lean assessment metric

被引:8
作者
Jayanth Srinivasaraghavan
Venkat Allada
机构
[1] University of Missouri–Rolla,Manufacturing Engineering Program
[2] University of Missouri–Rolla,Engineering Management and Systems Engineering Department
来源
The International Journal of Advanced Manufacturing Technology | 2006年 / 29卷
关键词
Lean manufacturing; Lean assessment tools; Mahalanobis distance; Mahalanobis Taguchi Gram–Schmidt system;
D O I
暂无
中图分类号
学科分类号
摘要
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 complementary methodology to assist contemporary lean assessment tools that will provide a quantitative measure of leanness by benchmarking other exemplar lean industries along with specific pointers for improvements based on cost considerations. The proposed Mahalanobis Taguchi Gram Schmidt System (MTGS) based methodology consists of four 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 helps to identify the direction of improvement for a given set of capital constraints. The methodology is demonstrated using an example.
引用
收藏
页码:1159 / 1168
页数:9
相关论文
empty
未找到相关数据