Analytical Evaluation of Uncertainty Propagation for Probabilistic Design Optimisation
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Analytical Evaluation of Uncertainty Propagation for Probabilistic Design Optimisation

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ISBN-13:
9780750349314
Veröffentl:
2023
Einband:
EPUB
Seiten:
149
Autor:
Melanie Po-Leen Ooi
Serie:
IOP ebooks
eBook Typ:
EPUB
eBook Format:
Reflowable EPUB
Kopierschutz:
Adobe DRM [Hard-DRM]
Sprache:
Englisch
Beschreibung:

This book presents a novel approach to the evaluation and dealing with uncertainties of parameters and processes in technical systems with application to the probabilistic optimisation of engineering design while achieving the required high levels of efficiency, robustness, and reliability.

This monograph introduces several recently developed and applied analytical-based theoretical approaches and practical techniques for uncertainty evaluation and probabilistic design optimisation for the robustness and reliability of technical systems of various complexity and applications. This is enhanced by the inclusion of relevant real-world case studies.

The book will be useful for researchers, engineers, and designers of complex, multi-parameter technical systems that must guarantee a specified level of functional reliability. It presents several real-world case studies helping to comprehend in detail the developed techniques and their benefits. In addition, it offers free access to the online toolboxes developed by the authors to support the calculation of uncertainties and guides the readers on the practical use of such tools.

Key Features:

  • Cohesively combines three important research, development, and real-world engineering practice areas (i) uncertainty and its evaluation, propagation, modelling, etc., and, (ii) complex technical systems design optimisation involving advanced probabilistic theories, techniques, and tools, and (iii) development of such theories
  • This is arguably the first monograph systematically and comprehensively presenting the new area of moment-based uncertainty propagation and its practical applications.
  • The book offers a significant volume of additional explanations, guidelines and tools enabling the readers to utilise the presented material in their research, design, and engineering practice.
  • It provides free access to developed application-specific online tools and benchmark test distributions for expanded uncertainty.
  • The practical application section of the monograph presents several real-world case study solutions.

Preface

Acknowledgements

Author biographies

Nomenclature

1 Introduction

2 Uncertainty propagation

3 Probabilistic design optimisation

4 Moment-based standard uncertainty in design optimisation

5 Moment-based expanded uncertainty evaluation in design optimization

6 Real-world design optimisation problems: applications and usefulness

Appendix A: Lookup table for the parameters g and h in Tukey’s gh distribution

Appendix B: Lookup table for the Mellin transforms of various families of probability distribution

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