Reliability Engineering Data analytics modeling risk prediction 1st Edition by Stefan Bracke ISBN 3662674467 9783662674468

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Product details:

ISBN 10: 3662674467

ISBN 13: 9783662674468

Author: Stefan Bracke 

This textbook teaches methods of data analytics for technical reliability analyses and risk prognosis on the basis of probabilistics, statistics and modelling. The methods of Reliability Engineering are applied in the elementary phases of the product emergence process (concept and series development, production) as well as during the field use of technical products. This book contains a detailed outline of the basics of statistics, graphical visualisation and calculation methods. Numerous case studies are discussed, representing typical tasks of the engineer in reliability analysis during development/production as well as during the assessment of field damages. The target groups are thus both engineering students and practitioning engineers who deal with technical reliability in the context of the development and manufacturing of complex technical products as well as field data analyses. The presentation of the methods and procedures of Reliability Engineering follows theguideline “theory-guided – practice-oriented”, so that this book can be used both as a reference work and as a textbook.

Table of contents:

1. Introduction
2. Technical Reliability and Product Emergence Process
3. Elementary Terms
4. Forms of Visualization
5. Probability and Random Experiments
6. Data Collection and First Analysis Steps
7. Distribution Models and Functions
8. Parameter Estimation
9. Confidence Intervals
10. Correlation and Regression
11. Function Fault Tree and Failure Mode and Effects
12. Analysis of the Failure Behaviour of Components, Assemblies, Systems
13. Significance Tests
14. Prototype Testing and Accelerated Testing
15. Test Process Suitability
16. Statistical Process Control (SPC)

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Tags: Stefan Bracke, Reliability Engineering, Data Analytics, Modeling, Risk Prediction