Correlated Rare Failure Analysis via Asymptotic Probability Evaluation

被引:1
|
作者
Tao, Jun [1 ]
Yu, Handi [1 ]
Zhou, Dian [1 ,2 ]
Su, Yangfeng [3 ]
Zeng, Xuan [1 ]
Li, Xin [4 ,5 ]
机构
[1] Fudan Univ, Dept Microelect, ASIC & Syst State Key Lab, Shanghai, Peoples R China
[2] Univ Texas Dallas, Dept EE, Dallas, TX USA
[3] Fudan Univ, Sch Math Sci, Shanghai, Peoples R China
[4] Duke Univ, Dept ECE, Durham, NC USA
[5] Duke Kunshan Univ, Inst Appl Phys Sci & Engn, Kunshan, Peoples R China
来源
PROCEEDINGS OF THE 2017 54TH ACM/EDAC/IEEE DESIGN AUTOMATION CONFERENCE (DAC) | 2017年
基金
中国国家自然科学基金; 美国国家科学基金会;
关键词
EVENTS; DESIGN; CMOS;
D O I
10.1145/3061639.3062217
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a novel Asymptotic Probability Estimation (APE) method is proposed to estimate the probability of correlated rare failure events for complex integrated systems containing a large number of replicated cells. The key idea is to approximate the failure rate of the entire system by solving a set of nonlinear equations derived from a general analytical model. An error refinement method based on Look-up Table (LUT) is further developed to improve numerical stability and, hence, reduce estimation error. Our numerical experiments demonstrate that compared to the state-of-the-art method, APE can reduce the estimation error by up to 45x without increasing the computational cost.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Nonlinear finite-element-based structural system failure probability analysis methodology for gravity dams considering correlated failure modes
    Hu Jiang
    Ma Fu-heng
    Wu Su-hua
    JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2017, 24 (01) : 178 - 189
  • [32] Nonlinear finite-element-based structural system failure probability analysis methodology for gravity dams considering correlated failure modes
    Jiang Hu
    Fu-heng Ma
    Su-hua Wu
    Journal of Central South University, 2017, 24 : 178 - 189
  • [33] Asymptotic Analysis of Outage Probability in Cognitive Radio Networks
    Wen, Yaobin
    Loyka, Sergey
    Yongacoglu, Abbas
    2012 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2012,
  • [34] ASYMPTOTIC ANALYSIS OF RESONANCE POLARIZATION AND ESCAPE PROBABILITY APPROXIMATIONS
    FAUROBERTSCHOLL, M
    FRISCH, H
    ASTRONOMY & ASTROPHYSICS, 1989, 219 (1-2) : 338 - 351
  • [35] Estimating the Probability of Rare Events: Addressing Zero Failure Data
    Quigley, John
    Revie, Matthew
    RISK ANALYSIS, 2011, 31 (07) : 1120 - 1132
  • [36] Extracting Rare Failure Events in Composite System Reliability Evaluation Via Subset Simulation
    Hua, Bowen
    Bie, Zhaohong
    Au, Siu-Kui
    Li, Wenyuan
    Wang, Xifan
    2015 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2015,
  • [37] Extracting Rare Failure Events in Composite System Reliability Evaluation Via Subset Simulation
    Hua, Bowen
    Bie, Zhaohong
    Au, Siu-Kui
    Li, Wenyuan
    Wang, Xifan
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2015, 30 (02) : 753 - 762
  • [38] Evaluation of arresters' failure probability using ANN
    Christodoulou, C. A.
    Stathopulos, I. A.
    PROCEEDINGS OF THE 8TH WSEAS INTERNATIONAL CONFERENCE ON SYSTEMS THEORY AND SCIENTIFIC COMPUTATION (ISTAC'08): NEW ASPECTS OF SYSTEMS THEORY AND SCIENTIFIC COMPUTATION, 2008, : 328 - +
  • [39] Global asymptotic stabilisation in probability of nonlinear stochastic systems via passivity
    Florchinger, Patrick
    INTERNATIONAL JOURNAL OF CONTROL, 2016, 89 (07) : 1406 - 1415
  • [40] Evaluation of the probability of failure with uncertain distribution parameters
    Hong, HP
    CIVIL ENGINEERING SYSTEMS, 1996, 13 (02): : 157 - 168