Title :
Regression analysis of automated measurment systems
Author_Institution :
Naval Air Syst. Command, Patuxent River, MD
Abstract :
Automated measurement systems are dependent upon successfully application of multiple integrated systems to perform measurement analysis on various units-under-tests (UUT)s. Proper testing, fault isolation and detection of a UUT are contingent upon accurate measurements of the automated measurement system. This paper extends previous presentation from 2007 AUTOTESTCON on the applicability of measurement system analysis for automated measurement systems. The motivation for this research was to reduce risk of transportability issues from legacy measurement systems to emerging systems. Improving regression testing utilizing parametric metadata for large scale automated measurement systems over existing regression testing techniques which provides engineers, developers and management increased confidence that mission performance is not compromised. The utilization of existing software statistical tools such as MinitabR provides the necessary statistical techniques to evaluate measurement capability of automated measurement systems. By applying measurement system analysis to assess the measurement variability between the US Navypsilas two prime automated test systems the Consolidated Automated Support System (CASS) and the Reconfigurable-Transportable Consolidated Automated Support System (RTCASS). Measurement system analysis shall include capability analysis between one selected CASS and RTCASS instrument to validate measurement process capability; general linear model to assess variability between stations, multivariate analysis to analyze measurement variability of UUTs between measurement systems, and gage repeatability and reproducibility analysis to isolate sources of variability at the UUT testing level.
Keywords :
automatic testing; fault diagnosis; mathematics computing; military equipment; regression analysis; automated measurement systems; fault detection; fault isolation; legacy measurement systems; measurement analysis; multiple integrated systems; parametric metadata; reconfigurable-transportable consolidated automated support system; regression analysis; regression testing; software statistical tools; transportability issues; units-under-test; Automatic testing; Engineering management; Fault detection; Large-scale systems; Performance analysis; Performance evaluation; Regression analysis; Software measurement; Software tools; System testing; ANOVA; Gage R&R; MANOVA; Measurement System Analysis; Principal Component Analysis; Process Capability;
Conference_Titel :
AUTOTESTCON, 2008 IEEE
Conference_Location :
Salt Lake Cirty, UT
Print_ISBN :
978-1-4244-2225-8
Electronic_ISBN :
1088-7725
DOI :
10.1109/AUTEST.2008.4662676