Error Analysis with Applications in Engineering (eBook)

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2009 | 2010
X, 270 Seiten
Springer Netherlands (Verlag)
978-90-481-3570-7 (ISBN)

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Error Analysis with Applications in Engineering -  Zbigniew A. Kotulski,  Wojciech Szczepinski
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Our intention in preparing this book was to present in as simple a manner as possible those branches of error analysis which ?nd direct applications in solving various problems in engineering practice. The main reason for writing this text was the lack of such an approach in existing books dealing with the error calculus. Most of books are devoted to mathematical statistics and to probability theory. The range of applications is usually limited to the problems of general statistics and to the analysis of errors in various measuring techniques. Much less attention is paid in these books to two-dimensional and three-dim- sional distributions, and almost no attention is given to problems connected with the two-dimensional and three-dimensional vectorial functions of independent random variables. The theory of such vectorial functions ?nds new applications connected, for example, with analysis of the positioning accuracy of various mechanisms, among them of robot manipulators and automatically controlled earth-moving and loading machines, such as excavators.
Our intention in preparing this book was to present in as simple a manner as possible those branches of error analysis which ?nd direct applications in solving various problems in engineering practice. The main reason for writing this text was the lack of such an approach in existing books dealing with the error calculus. Most of books are devoted to mathematical statistics and to probability theory. The range of applications is usually limited to the problems of general statistics and to the analysis of errors in various measuring techniques. Much less attention is paid in these books to two-dimensional and three-dim- sional distributions, and almost no attention is given to problems connected with the two-dimensional and three-dimensional vectorial functions of independent random variables. The theory of such vectorial functions ?nds new applications connected, for example, with analysis of the positioning accuracy of various mechanisms, among them of robot manipulators and automatically controlled earth-moving and loading machines, such as excavators.

1 Basic characteristics of error distribution; histograms 1 .I Introductory remarks; histograms; 1.2 The average of a sample of measurements ; 1.3 Dispersion measures in error analysis ; 1.4 Cumulative frequency distribution ; 1.5 Examples of empirical distributions ; 1.6 Parameters obtained from the measured data and their theoretical values ; Problems ; References ; 2 Random variables and probability; normal distribution ; 2.1 Probability and random variables ; 2.2 The cumulative distribution function; the probability density function; 2.3 Moments; 2.4 The normal probability distribution ; 2.5 Two-dimensional gravity flow of granular material ; Problems; References ; 3 Probability distributions and their characterizations ; 3.1 The characteristic function of a distribution ; 3.2 Constants characterizing the random variables ; 3.3 Deterministic functions of random variabies; 3.4 Some other one-dimensionat distributions ; 3.4.1 Discrete probability distributions ; 3.4.2 Corttinuous probability distribuhoas ; 3.4.3 Remarks on other probability distributions ; 3.4.4 Measures of deviation from the normal distribution ; 3.5 Approximate methods for constructing a probability density function ; 3.6 Multi-dimensional probability distributions ; Problerns ; References ; 4 Functions of independent random variables ; 4.1 Basic relations.. ; 4.2 Simple examples of applications ; 4.3 Examples of applications in non-direct measuremenis ; 4.4 Remarks on applications in the calculus of tolerance limits ; 4.5 Statical analogy in the analysis of complex dimension nets ; Problems ; References ; 5 Two-dimensional Distributions ; 5.1 Introductory remarks ; 5.2 Linear regression of experimental observations ; 5.2.1 Nonparametric regression ; 5.2.2 The method of least squares for determining the linear regression line ; 5.2.3 The method of moments for determining the linear regression line l 5.3 Litlear correlation between experimentally determined quantities ; 5.4 Two-dimensional continuous random variables ; 5.5 The two-dimensional normal distribution ; 5.5.1 The case of independent random variables ; 5.5.2 The circular normal distribution ; 5 5.3 Three-dimensional gravity flow of granular media ; 5.5.4 The case of dependent randoin variables ; Problems ; References ; 6 Two-dimeosional functions of independent random variables ; 6 .1 Basic relations ; 6.2 The rectangillar distribution of independent random variables ; 6.2.1 Analytical method for determining two-dimensional tolerance limits polygons ; .2.2 Statical analogy method for determining two-dimensional tolerance limit polygons ; 6.2.3 Graphical method for determining two-dimensional tolerance limits polygon . Williot's diagram ; 6.3 The normal distribution of independent random variables ; 6.4 Indirect deternlination of the ellipses of probability concentration; Problems ; References ; 7 Three-dimensional distributions; 7.1 General remarks; 7.2 Continuous three-dimensional random variables ; 7.3 Thc three-dimensional normal distribution ; 7.3.1 Independent random variables ; 7.3.2 The spherical normd distribution ; 7.3.3 The case of dependent random variables ; Problems ; References ; 8 Three-dimensional functions of independent random variables ; 8.1 Basic relations ; 8.2 The rectangular distribution of independent random variables ; 8.3 The normal distribution of independent random variables ; 8.4 Indirect determination of the ellipsoids of probability concentmtion; Problems ; References; 9 Problems described by implicit equations: 9.1 Introduction ; 9.2 Statistically independent random variables ; 9.2.1 Two independent random variables; 9.2.2 A function of independent random variables ; 9.3 Statistically dependent random variables ; 9.3.1 Two dependent random variables ; 9.3.2 The case of Gaussian random variables ; 9.3.3 More random variables: the Rosenblatt transformation ; 9.4 Computational problems ; References ; 10 Useful definitions an

Erscheint lt. Verlag 10.12.2009
Reihe/Serie Solid Mechanics and Its Applications
Zusatzinfo X, 270 p.
Verlagsort Dordrecht
Sprache englisch
Themenwelt Mathematik / Informatik Mathematik Statistik
Naturwissenschaften Physik / Astronomie
Technik Elektrotechnik / Energietechnik
Technik Maschinenbau
Schlagworte Analysis • ellipsoids • Error Analysis • linear regression • Mechanics • Mechatronics • Regression • Robot Manipulators • Transformation
ISBN-10 90-481-3570-2 / 9048135702
ISBN-13 978-90-481-3570-7 / 9789048135707
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