SPRT for Weibull distributed integrated circuit failures

R. Chandramouli, Vijaykrishnan Narayanan, N. Ranganathan

Research output: Contribution to journalConference article

1 Citation (Scopus)

Abstract

In this paper, we propose a sequential probability ratio test (SPRT) based on a two parameter Weibull distribution for IC failures. The shape parameter of the Weibull distribution characterizes the decreasing, constant and the increasing failure rate regions in the bath tub model for ICs. The algorithm detects the operating region of the IC based on the observed failure times. Unlike the fixed-length tests, the proposed algorithm due to its sequential nature uses the minimum average number of devices for the test for fixed error tolerances in the detection procedure. We find that the proposed test is on an average 96% more efficient than the fixed-length test. Our algorithm is shown to be highly robust to the variations in the model parameters unlike other existing sequential tests. Further, extensive simulations are used to validate the analytic results of the sequential test.

Original languageEnglish (US)
Pages (from-to)147-158
Number of pages12
JournalProceedings of SPIE - The International Society for Optical Engineering
Volume3510
DOIs
StatePublished - Dec 1 1998
EventMicroelectronic Manufacturing Yield, Reliability, and Failure Analysis IV - Santa Clara, CA, United States
Duration: Sep 23 1998Sep 24 1998

Fingerprint

Sequential Probability Ratio Test
Weibull
Integrated Circuits
integrated circuits
Integrated circuits
Weibull distribution
Sequential Test
Weibull Distribution
Increasing Failure Rate
Failure Time
Shape Parameter
Tolerance
Two Parameters
baths
Model
Simulation

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

Cite this

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abstract = "In this paper, we propose a sequential probability ratio test (SPRT) based on a two parameter Weibull distribution for IC failures. The shape parameter of the Weibull distribution characterizes the decreasing, constant and the increasing failure rate regions in the bath tub model for ICs. The algorithm detects the operating region of the IC based on the observed failure times. Unlike the fixed-length tests, the proposed algorithm due to its sequential nature uses the minimum average number of devices for the test for fixed error tolerances in the detection procedure. We find that the proposed test is on an average 96{\%} more efficient than the fixed-length test. Our algorithm is shown to be highly robust to the variations in the model parameters unlike other existing sequential tests. Further, extensive simulations are used to validate the analytic results of the sequential test.",
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SPRT for Weibull distributed integrated circuit failures. / Chandramouli, R.; Narayanan, Vijaykrishnan; Ranganathan, N.

In: Proceedings of SPIE - The International Society for Optical Engineering, Vol. 3510, 01.12.1998, p. 147-158.

Research output: Contribution to journalConference article

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