Title :
Diagnosis of Local Spot Defects in Analog Circuits
Author :
Ke Huang ; Stratigopoulos, Haralampos-G ; Mir, Salvador ; Hora, Camelia ; Xing, Yizi ; Kruseman, Bram
Author_Institution :
Univ. of Texas at Dallas, Richardson, TX, USA
Abstract :
We present a method for diagnosing local spot defects in analog circuits. The method aims to identify a subset of defects that are likely to have occurred and suggests to give them priority in a classical failure analysis. For this purpose, the method relies on a combination of multiclass classifiers that are trained using data from fault simulation. The method is demonstrated on an industrial large-scale case study. The device under consideration is a controller area network transceiver used in automobile systems. This device demands high-quality control due to the reliability requirements of the application wherein it is deployed. The diagnosis problem is discussed by taking into consideration the realities of this case study.
Keywords :
analogue integrated circuits; failure analysis; fault simulation; integrated circuit reliability; analog circuits; automobile systems; controller area network transceiver; failure analysis; fault simulation; high-quality control; industrial large-scale case study; local spot defects diagnosis; multiclass classifiers; reliability requirements; Atmospheric measurements; Circuit faults; Electrical resistance measurement; Integrated circuit modeling; Particle measurements; Resistance; Analog circuit testing; automobile electronics; failure analysis (FA); fault diagnosis; pattern recognition;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2012.2196390