Title :
Feature selection for Alternate Test using wrappers: Application to an RF LNA case study
Author :
Barragan, Manuel J. ; Leger, Gildas
Author_Institution :
TIMA, Grenoble, France
Abstract :
Testing analog, mixed-signal and RF circuits represents the main cost component for testing complex SoCs. A promising solution to alleviate this cost is the Alternate Test strategy. Alternate test is an indirect test approach that replaces costly specification measurements by simpler signatures. Machine learning techniques are then used to map signatures and performances. One key point that still remains as an open problem is the conception of adequate simple measurement candidates. This work presents efficient algorithms for selecting information rich signatures.
Keywords :
feature selection; integrated circuit testing; low noise amplifiers; radiofrequency amplifiers; system-on-chip; RF LNA; alternate test strategy; complex SoC testing; costly specification measurements; feature selection; indirect test approach; information rich signatures; machine learning techniques; simple measurement candidates; wrappers; Correlation; Envelope detectors; Integrated circuits; Principal component analysis; Radio frequency; Testing; Training;
Conference_Titel :
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2015
Conference_Location :
Grenoble
Print_ISBN :
978-3-9815-3704-8