Automatic Error Analysis Using Intervals

被引:42
|
作者
Rothwell, Edward J. [1 ]
Cloud, Michael J. [2 ]
机构
[1] Michigan State Univ, Dept Elect & Comp Engn, E Lansing, MI 48895 USA
[2] Lawrence Technol Univ, Dept Elect & Comp Engn, Southfield, MI 48075 USA
关键词
Dielectric measurements; error analysis; impedance measurement; laboratories; student experiments; DESIGN;
D O I
10.1109/TE.2011.2109722
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
A technique for automatic error analysis using interval mathematics is introduced. A comparison to standard error propagation methods shows that in cases involving complicated formulas, the interval approach gives comparable error estimates with much less effort. Several examples are considered, and numerical errors are computed using the INTLAB extension to MATLAB. Two laboratory experiments are examined, and measured data are used to explore the applicability of interval analysis under typical experimental conditions. Because of the simplicity of using interval analysis, and because of its easy implementation in MATLAB, error analysis may be introduced in the earliest electrical engineering lab classes. This provides students with a crucial skill that will be valuable throughout their engineering studies.
引用
收藏
页码:9 / 15
页数:7
相关论文
共 50 条
  • [1] ANALYSIS OF THE ERROR IN PERCEPTION OF TIME INTERVALS
    TSOUKANOV, WI
    VOPROSY PSIKHOLOGII, 1985, (03) : 149 - 154
  • [2] Automatic Translation Error Analysis
    Fishel, Mark
    Bojar, Ondrej
    Zeman, Daniel
    Berka, Jan
    TEXT, SPEECH AND DIALOGUE, TSD 2011, 2011, 6836 : 72 - 79
  • [3] Automatic Abstraction for Intervals Using Boolean Formulae
    Brauer, Joerg
    King, Andy
    STATIC ANALYSIS, 2010, 6337 : 167 - +
  • [4] Using Regression Error Analysis and Feature Selection to Automatic Cluster Labeling
    Soares Silva, Lucia Emilia
    Machado, Vinicius Ponte
    Araujo, Sidiney Souza
    Alves de Lima, Bruno Vicente
    Souza Veras, Rodrigo de Melo
    PROGRESS IN ARTIFICIAL INTELLIGENCE (EPIA 2021), 2021, 12981 : 376 - 388
  • [5] Depicting variability and uncertainty using intervals and error bars
    Altman, Naomi
    Krzywinski, Martin
    LABORATORY ANIMALS, 2024, 58 (05) : 453 - 457
  • [6] AUTOMATIC ERROR ANALYSIS FOR DETERMINING PRECISION
    RICHMAN, PL
    COMMUNICATIONS OF THE ACM, 1972, 15 (09) : 813 - &
  • [7] AUTOMATIC-ANALYSIS OF SYSTOLIC-TIME INTERVALS
    ZECCHI, P
    IANNARELLI, M
    ARDANESE, F
    LOPERFIDO, F
    BELLOCCI, F
    FENICI, R
    ANSALONE, G
    MINERVA MEDICA, 1980, 71 (45) : 3345 - 3352
  • [8] ON THE ERROR OF CONFIDENCE INTERVALS
    SCHAFER, W
    BIOMETRICS, 1958, 14 (03) : 439 - 439
  • [9] Error analysis of automatic speech recognition using Principal Direction Divisive Partitioning
    McKoskey, D
    Boley, D
    MACHINE LEARNING: ECML 2000, 2000, 1810 : 263 - 270
  • [10] Analysis on calculated reactivity error caused by inaccuracy of sampling intervals
    Shimazu, Y
    JOURNAL OF NUCLEAR SCIENCE AND TECHNOLOGY, 2000, 37 (01) : 60 - 65