TY - JOUR
T1 - Optimization of Experimental Designs for System- Level Accelerated Life Test in a Memory System Degraded by Time-Dependent Dielectric Breakdown
AU - Kim, Dae Hyun
AU - Hsu, Shu Han
AU - Milor, Linda
N1 - Funding Information:
Manuscript received October 8, 2018; revised January 19, 2019; accepted February 24, 2019. Date of publication May 1, 2019; date of current version June 26, 2019. The work of D.-H. Kim was supported by a Samsung Fellowship. (Corresponding author: Linda Milor.) The authors are with the School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332 USA (e-mail: [email protected]; [email protected]; [email protected]).
Publisher Copyright:
© 1993-2012 IEEE.
PY - 2019/7
Y1 - 2019/7
N2 - Continuous memory technology scaling causes memory cells to be vulnerable to wearout. To ensure reliable operations of circuits and systems in the presence of wearout, we require accurate estimation of the lifetime of circuits and systems degraded by wearout. Since the conventional method of estimating circuit and system reliability degradation based on device-level accelerated life test (ALT) does not account for the tolerance of a circuit and a system to a wearout failure of a device, accelerated lifetime testing at the circuit and system level is necessary. For accurate estimation of system reliability using system-level ALT, we propose a method that optimizes the design of experiments for ALT. From significant observations from failure data statistics of system-level ALT with various stress conditions applied to the memory system of the Leon3 as a case study, we define acceptability regions for memory testing of each wearout mechanism. In addition, by analyzing errors in estimating Weibull parameters from system-level ALT, we develop a methodology that optimizes experimental designs in acceptability regions of each wearout mechanism to minimize such estimation errors in system-level ALT.
AB - Continuous memory technology scaling causes memory cells to be vulnerable to wearout. To ensure reliable operations of circuits and systems in the presence of wearout, we require accurate estimation of the lifetime of circuits and systems degraded by wearout. Since the conventional method of estimating circuit and system reliability degradation based on device-level accelerated life test (ALT) does not account for the tolerance of a circuit and a system to a wearout failure of a device, accelerated lifetime testing at the circuit and system level is necessary. For accurate estimation of system reliability using system-level ALT, we propose a method that optimizes the design of experiments for ALT. From significant observations from failure data statistics of system-level ALT with various stress conditions applied to the memory system of the Leon3 as a case study, we define acceptability regions for memory testing of each wearout mechanism. In addition, by analyzing errors in estimating Weibull parameters from system-level ALT, we develop a methodology that optimizes experimental designs in acceptability regions of each wearout mechanism to minimize such estimation errors in system-level ALT.
UR - http://www.scopus.com/inward/record.url?scp=85068227585&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85068227585&partnerID=8YFLogxK
U2 - 10.1109/TVLSI.2019.2909086
DO - 10.1109/TVLSI.2019.2909086
M3 - Article
AN - SCOPUS:85068227585
SN - 1063-8210
VL - 27
SP - 1640
EP - 1651
JO - IEEE Transactions on Very Large Scale Integration (VLSI) Systems
JF - IEEE Transactions on Very Large Scale Integration (VLSI) Systems
IS - 7
M1 - 8703762
ER -