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
  • [41] Effects of correlated covariates on the asymptotic efficiency of matching and inverse probability weighting estimators for causal inference
    Pingel, Ronnie
    Waernbaum, Ingeborg
    STATISTICS, 2015, 49 (04) : 795 - 814
  • [42] Asymptotic Outage Probability of MIMO-MRC Systems in Double-Correlated Rician Environments
    Wu, Yueping
    Louie, Raymond H. Y.
    McKay, Matthew R.
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2016, 15 (01) : 367 - 376
  • [43] Performance Analysis for Finite Length LT Codes via Classical Probability Evaluation
    Suo, Longlong
    Zhang, Gengxin
    Lv, Jing
    Tian, Xiang
    IEEE COMMUNICATIONS LETTERS, 2017, 21 (09) : 1957 - 1960
  • [44] Failure probability analysis of heliostat systems
    Benammar, Samir
    Tee, Kong Fah
    INTERNATIONAL JOURNAL OF CRITICAL INFRASTRUCTURES, 2020, 16 (04) : 342 - 366
  • [45] PROBABILITY ANALYSIS OF FAILURE OF CERAMIC MATERIALS
    POSTNIKOV, AA
    CHASOVSKOI, EN
    SOVIET MATERIALS SCIENCE, 1992, 27 (06): : 563 - 565
  • [47] A Weighted Selection Probability to Locate Rare Variants Associated with Highly Correlated Multiple Phenotypes
    Liang, Xianglong
    Sun, Hokeun
    GENETIC EPIDEMIOLOGY, 2021, 45 (07) : 769 - 769
  • [48] Evaluation of the Fokker-Planck Probability by Asymptotic Taylor Expansion Method
    Firat, Kenan
    Ozer, Okan
    PROCEEDINGS OF THE TURKISH PHYSICAL SOCIETY 32ND INTERNATIONAL PHYSICS CONGRESS (TPS32), 2017, 1815
  • [49] Asymptotic Outage Analysis of Spatially Correlated Rayleigh MIMO Channels
    Yang, Guanghua
    Zhang, Huan
    Shi, Zheng
    Ma, Shaodan
    Wang, Hong
    IEEE TRANSACTIONS ON BROADCASTING, 2021, 67 (01) : 263 - 278
  • [50] ASYMPTOTIC ANALYSIS OF ENERGY AND OPTIMAL DETECTORS OF CORRELATED GAUSSIAN SIGNALS
    FISHMAN, MM
    RADIOTEKHNIKA I ELEKTRONIKA, 1979, 24 (09): : 1755 - 1764