Sensors 2013, 13(10), 13521-13542; doi:10.3390/s131013521

Improving Electronic Sensor Reliability by Robust Outlier Screening

1email and 2,* email
Received: 16 August 2013; in revised form: 24 September 2013 / Accepted: 25 September 2013 / Published: 9 October 2013
(This article belongs to the Special Issue Modeling, Testing and Reliability Issues in MEMS Engineering 2013)
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract: Electronic sensors are widely used in different application areas, and in some of them, such as automotive or medical equipment, they must perform with an extremely low defect rate. Increasing reliability is paramount. Outlier detection algorithms are a key component in screening latent defects and decreasing the number of customer quality incidents (CQIs). This paper focuses on new spatial algorithms (Good Die in a Bad Cluster with Statistical Bins (GDBC SB) and Bad Bin in a Bad Cluster (BBBC)) and an advanced outlier screening method, called Robust Dynamic Part Averaging Testing (RDPAT), as well as two practical improvements, which significantly enhance existing algorithms. Those methods have been used in production in Freescale® Semiconductor probe factories around the world for several years. Moreover, a study was conducted with production data of 289,080 dice with 26 CQIs to determine and compare the efficiency and effectiveness of all these algorithms in identifying CQIs.
Keywords: semiconductor device testing; zero defect; customer quality incident; robust statistics
PDF Full-text Download PDF Full-Text [4343 KB, uploaded 21 June 2014 09:32 CEST]

Export to BibTeX |

MDPI and ACS Style

Moreno-Lizaranzu, M.J.; Cuesta, F. Improving Electronic Sensor Reliability by Robust Outlier Screening. Sensors 2013, 13, 13521-13542.

AMA Style

Moreno-Lizaranzu MJ, Cuesta F. Improving Electronic Sensor Reliability by Robust Outlier Screening. Sensors. 2013; 13(10):13521-13542.

Chicago/Turabian Style

Moreno-Lizaranzu, Manuel J.; Cuesta, Federico. 2013. "Improving Electronic Sensor Reliability by Robust Outlier Screening." Sensors 13, no. 10: 13521-13542.

Sensors EISSN 1424-8220 Published by MDPI AG, Basel, Switzerland RSS E-Mail Table of Contents Alert