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2012, ISBN: 9400740557
[EAN: 9789400740556], Neubuch, [PU: Springer Netherlands Mrz 2012], KONTROLLE (WIRTSCHAFTLICH) / QUALITÄTSKONTROLLE; STATISTIK; WAHRSCHEINLICHKEIT - WAHRSCHEINLICHKEITSTHEORIE; BAYESIANEO… Plus…
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Statistics and Probability Theory / In Pursuit of Engineering Decision Support / Michael Havbro Faber / Buch / Topics in Safety, Risk, Reliability and Quality / HC runder Rücken kaschiert / Englisch - edition reliée, livre de poche2012, ISBN: 9789400740556
[ED: Gebunden], [PU: Springer Netherland], This book provides the reader with the basic skills and tools of statistics and probability in the context of engineering modeling and analysis.… Plus…
Statistics and Probability Theory: In Pursuit of Engineering Decision Support (Topics in Safety, Risk, Reliability and Quality, 18, Band 18) - edition reliée, livre de poche
2012
ISBN: 9789400740556
Springer, Gebundene Ausgabe, Auflage: 2012, 208 Seiten, Publiziert: 2012-03-26T00:00:01Z, Produktgruppe: Buch, Hersteller-Nr.: biography, 1.06 kg, Verkaufsrang: 3664819, Risikomanagement,… Plus…
Statistics and Probability Theory: In Pursuit of Engineering Decision Support - edition reliée, livre de poche
ISBN: 9789400740556
Hardback. New. Combining practical relevance and solid theoretical background, this volume gives readers the basic skills and tools of statistics and probability in the context of engine… Plus…
2012, ISBN: 9789400740556
In Pursuit of Engineering Decision Support, Buch, Hardcover, 2012 ed. [PU: Springer], Springer, 2012
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Informations détaillées sur le livre - Statistics and Probability Theory: In Pursuit of Engineering Decision Support (Topics in Safety, Risk, Reliability and Quality, 18, Band 18)
EAN (ISBN-13): 9789400740556
ISBN (ISBN-10): 9400740557
Version reliée
Date de parution: 2012
Editeur: Springer
190 Pages
Poids: 0,455 kg
Langue: Englisch
Livre dans la base de données depuis 2009-05-03T17:15:02+02:00 (Zurich)
Page de détail modifiée en dernier sur 2023-08-05T14:30:57+02:00 (Zurich)
ISBN/EAN: 9400740557
ISBN - Autres types d'écriture:
94-007-4055-7, 978-94-007-4055-6
Autres types d'écriture et termes associés:
Auteur du livre: michael faber, will faber
Titre du livre: engineering decision, reliability engineering, probability and statistics for engineering, pursuit, safety engineering, decision theory, faber
Données de l'éditeur
Auteur: Michael Havbro Faber
Titre: Topics in Safety, Risk, Reliability and Quality; Statistics and Probability Theory - In Pursuit of Engineering Decision Support
Editeur: Springer; Springer Netherland
192 Pages
Date de parution: 2012-03-26
Dordrecht; NL
Imprimé / Fabriqué en
Poids: 0,483 kg
Langue: Anglais
106,99 € (DE)
109,99 € (AT)
118,00 CHF (CH)
POD
XVI, 192 p.
BB; Quality Control, Reliability, Safety and Risk; Hardcover, Softcover / Technik/Maschinenbau, Fertigungstechnik; Sicherheitssysteme und Brandmeldeanlagen; Verstehen; Bayesian probability theory; Engineering Model building; Engineering decision support; Probability; Statistics; quality control, reliability, safety and risk; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences; Probability Theory and Stochastic Processes; Security Science and Technology; Statistics in Engineering, Physics, Computer Science, Chemistry and Earth Sciences; Probability Theory; Wahrscheinlichkeitsrechnung und Statistik; Stochastik; BC; EA
ENGINEERING DECISIONS UNDER UNCERTAINTY.- Lecture 1.- 1.1 Introduction.- 1.2 Societal Decision Making and Risk.- 1.2.1 Example 1.1 - Feasibility of Hydraulic Power Plant .- 1.3 Definition of Risk.- 1.4 Self Assessment Questions / Exercises .- 2 BASIC PROBABILITY THEORY .- Lecture 2.- 2.1 Introduction .- 2.2 Definition of Probability.- 2.2.1 Frequentistic Definition.- 2.2.3 Bayesian Definition.- 2.2.4 Practical Implications of the Different Interpretations of Probability.- 2.3 Sample Space and Events.- 2.4 The three Axioms of Probability Theory.- 2.5 Conditional Probability and Bayes’ Rule.- 2.5.1 Example 2.1 - Using Bayes’ Rule for Concrete Assessment .- 2.5.2 Example 2.2 - Using Bayes’ Rule for Bridge Upgrading.- 2.6 Self Assessment Questions / Exercises.- 3 DESCRIPTIVE STATISTICS.- Lecture 3 .- 3.1 Introduction.- 3.2 Numerical Summaries.- 3.2.1 Central Measures.- 3.2.2 Example 3.1 - Concrete Compressive Strength Data.- 3.2.3 Example 3.2 - Traffic Flow Data.- 3.2.4 Dispersion Measures.- 3.2.5 Other Measures.- 3.2.6 Sample Moments and Sample Central Moments.- 3.2.7 Measures of Correlation.- 3.3 Graphical Representations.- 3.3.1 One-Dimensional Scatter Diagrams.- 3.3.2 Histograms.- 3.3.3 Quantile Plots.- 3.3.4 Tukey Box Plots.- 3.3.5 Q-Q Plots and Tukey Mean-Difference Plot.- 3.4 Self Assessment Questions / Exercises.- 4 UNCERTAINTY MODELLING.- Lecture 4.- 4.1 Introduction.- 4.2 Uncertainties in Engineering Problems.- 4.3 Random Variables.- 4.3.1 Cumulative Distribution and Probability Density Functions.- 4.3.2 Moments of Random Variables and the Expectation Operator.- 4.3.3 Example 4.1 - Uniform distribution.- Lecture 5.- 4.3.4 Properties of the Expectation Operator.- 4.3.5 Random Vectors and Joint Moments.- 4.3.6 Example 4.2 - linear combinations and random variables.- 4.3.7 Conditional Distributions and Conditional Moments .- 4.3.8 The Probability Distribution for the Sum of two Random Variables .- 4.3.9 Example 4.3 - Density Function for the Sum of two Random Variables - Special Case Normal Distribution.- 4.3.10 The Probability Distribution for Functions of Random Variables .- 4.3.11 Example 4.4 - Probability Distribution for a Function of Random Variables.- Lecture 6.- 4.3.12 Probability Density and Distribution Functions.- 4.3.13 The Central Limit Theorem and Derived Distributions.- 4.3.14 Example 4.5 - Central Limit Theorem.- 4.3.15 The Normal Distribution.- 4.3.16 The Lognormal Distribution.- 4.4 Stochastic Processes and Extremes.- 4.4.1 Random Sequences - Bernoulli Trials.- 4.4.2 Example 4.6 - Quality Control of Concrete.- Lecture 7 .- 4.4.3 The Poisson Counting Process .- 4.4.4 Continuous Random Processes.- 4.4.5 Stationarity and Ergodicity.- 4.4.6 Statistical Assessment of Extreme Values.- 4.4.7 Extreme Value Distributions.- 4.4.8 Type I Extreme Maximum Value Distribution – Gumbel max.- 4.4.9 Type I Extreme Minimum Value Distribution - Gumbel min.- 4.4.10 Type II Extreme Maximum Value Distribution - Frechet max.- 4.4.11 Type III Extreme Minimum Value Distribution - Weibull min.- 4.4.12 Return Period for Extreme Events.- 4.4.13 Example 4.7 - A Flood with a 100-Year Return Period.- 4.5 Self Assessment Questions / Exercises.- 5 ESTIMATION AND MODEL BUILDING.- Lecture 8.- 5.1 Introduction .- 5.2 Selection of Probability Distributions.- 5.2.1 Model Selection by Use of Probability Paper.- 5.3 Estimation of Distribution Parameters.- 5.3.1 The Method of Moments.- 5.3.2 The Method of Maximum Likelihood.- 5.3.3 Example 5.1 - Parameter Estimation.- Lecture 9.- 5.4 Bayesian Estimation Methods.- 5.4.1 Example 5.2 - Yield Stress of a Steel Bar.- 5.5 Bayesian Regression Analysis.- 5.5.1 Linear Regression: Prior Model.- 5.5.2 Example 5.3 - Tensile Strength of Timber: Prior Model.- 5.5.3 Updating Regression Coefficients: Posterior Model.- 5.5.4 Example 5.4 - Updating Regression Coefficients (determined in Example 5.3).- Lecture 10.- 5.6 Probability Distributions in Statistics.- 5.6.1 The Chi-Square (c2)-Distribution.- 5.6.2 The Chi (c)-Distribution.- 5.7 Estimators for Sample Descriptors - Sample Statistics.- 5.7.1 Statistical Characteristics of the Sample Average .- 5.7.2 Statistical Characteristics of the Sample Variance.- 5.7.3 Confidence Intervals.- 5.8 Testing for Statistical Significance.- 5.8.1 The Hypothesis Testing Procedure .- 5.8.2 Testing of the Mean with Known Variance.- 5.8.3 Some Remarks on Testing.- Lecture 11.- 5.9 Model Evaluation by Statistical Testing.- 5.9.1 The Chi-Square (c2)-Goodness of Fit Test.- 5.9.2 The Kolmogorov-Smirnov Goodness of Fit Test.- 5.9.3 Model Comparison.- 5.10 Self Assessment Questions / Exercises.- 6 METHODS OF STRUCTURAL RELIABILITY.- Lecture 12.- 6.1 Introduction.- 6.2 Failure Events and Basic Random Variables.- 6.3 Linear Limit State Functions and Normal Distributed Variables.- 6.3.1 Example 6.1 - Reliability of a Steel Rod - Linear Safety Margin.- 6.4 The Error Propagation Law.- 6.4.1 Example 6.2 - Error Propagation Law.- 6.5 Non-linear Limit State Functions.- 6.5.1 Example 6.3 - FORM - Non-linear Limit State Function.- 6.6 Simulation Methods.- 6.6.1 Example 6.4: Monte Carlo Simulation.- 6.7 Self Assessment Questions / Exercises.- 7 BAYESIAN DECISION ANALYSIS.- Lecture 13.- 7.1 Introduction.- 7.2 The Decision / Event Tree.- 7.3 Decisions Based on Expected Values.- 7.4 Decision Making Subject to Uncertainty.- 7.5 Decision Analysis with Given Information - Prior Analysis.- 7.6 Decision Analysis with Additional Information - Posterior Analysis.- 7.7 Decision Analysis with ’Unknown’ Information - Pre-posterior Analysis.- 7.8 The Risk Treatment Decision Problem.- 7.9 Self Assessment Questions / Exercises.- A ANSWERS TO SELF ASSESSMENT QUESTIONS.- A.1 Chapter 1.- A.2 Chapter 2.- A.3 Chapter 3.- A.4 Chapter 4.- A.5 Chapter 5.- A.6 Chapter 6.- A.7 Chapter 7.- B EXAMPLES OF CALCULATIONS.- B.1 Chapter 5.- B.1.1 Equation 5.67.- B.1.2 Equation 5.71.- B.1.3 Examples on Chi-square significance test.- B.2 Chapter 6.- B.2.1 Example 6.2.- B.2.2 Example 6.3.- C TABLES.- References.- Index .Autres livres qui pourraient ressembler au livre recherché:
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