On a new outlier rejection technique

被引:0
|
作者
Thibeault, C. [1 ]
机构
[1] Ecole Technol Super, Dept Elect Engn, Montreal, PQ, Canada
关键词
multi-parameter testing; current testing;
D O I
10.1109/VTS.2007.44
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a novel approach to reject outliers based on parametric measurements, namely quiescent current and IC speed estimates. Unlike the existing multi-parameter or I-DDQ-based techniques which use additional measurements to estimate the expected healthy I-DDQ response, we focus on the variance to reject outliers. We take advantage of the correlation between the two types of measurements and of the fact that speed estimate measurements are more reliable than leakage ones in order to evaluate the acceptable current variation level. For that, we derive approximate variance equations from basic current and delay equations. Using these variance equations, we are able to identify current variations that cannot be justified by normal process variations, based on simple outlier rejection criteria. This approach is developed to be used as a pre-processing tool to other post-processing techniques. Results are promising.
引用
收藏
页码:97 / 103
页数:7
相关论文
共 50 条
  • [31] Outlier rejection with MLPs and variants of RBF networks
    Liu, JH
    Gader, P
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, PROCEEDINGS: PATTERN RECOGNITION AND NEURAL NETWORKS, 2000, : 680 - 683
  • [32] Autoindexing with outlier rejection and identification of superimposed lattices
    Sauter, Nicholas K.
    Poon, Billy K.
    JOURNAL OF APPLIED CRYSTALLOGRAPHY, 2010, 43 : 611 - 616
  • [33] A new outlier rejection methodology for supporting load forecasting in smart grids based on big data
    Rabie, Asmaa H.
    Ali, Shereen H.
    Saleh, Ahmed I.
    Ali, Hesham A.
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2020, 23 (02): : 509 - 535
  • [34] A new outlier rejection methodology for supporting load forecasting in smart grids based on big data
    Asmaa H. Rabie
    Shereen H. Ali
    Ahmed I. Saleh
    Hesham A. Ali
    Cluster Computing, 2020, 23 : 509 - 535
  • [35] Study of a new scatter rejection technique in digital radiography
    Bottari, S
    Ciocci, MA
    Fortunato, M
    Maestro, P
    Malakhov, N
    Marrocchesi, PS
    Meucci, M
    Millucci, V
    Paoletti, R
    Scribano, A
    Turini, N
    NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 2001, 461 (1-3): : 410 - 412
  • [37] Efficient energy-based topological outlier rejection
    Barath, Daniel
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2018, 174 : 70 - 81
  • [38] USPACOR: UNIVERSAL SPARSITY-CONTROLLING OUTLIER REJECTION
    Giannakis, G. B.
    Mateos, G.
    Farahmand, S.
    Kekatos, V.
    Zhu, H.
    2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 1952 - 1955
  • [39] Outlier rejection in high-dimensional deformable models
    Vogler, Christian
    Goldenstein, Siome
    Stolfi, Jorge
    Pavlovic, Vladimir
    Metaxas, Dimitris
    IMAGE AND VISION COMPUTING, 2007, 25 (03) : 274 - 284
  • [40] Device-Free Localization with Outlier Intersection Rejection
    Song, Biao
    Xiao, Dong
    2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION PROBLEM-SOLVING (ICCP), 2014, : 690 - 693