Extreme Value and Related Models with Applications in Engineering and Science
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Beschreibung
A straightforward, practical guide to extreme value modeling for today's world
Measuring and interpreting data for extreme values presents a unique and important challenge that has far-reaching implications for all aspects of modern engineering and science. Extreme Value and Related Models with Applications in Engineering and Science reflects the latest information in this growing field. The book incorporates illuminating real-world examples from such areas as structural engineering, hydraulics, meteorology, materials science, highway traffic analysis, environmetrics, and climatology, and is designed to help engineers, mathematicians, statisticians, and scientists gain a clearer understanding of extreme value theory and then translate that knowledge into practical applications within their own fields of research.
The book provides:
* A unique focus on modern topics including data analysis and inference
* Specific data in such areas as wind, flood, chain strength, electrical insulation, fatigue, precipitation, and wave heights
* Useful techniques for addressing extreme value problems, including discrete, continuous, univariate, and multivariate models
* Coverage of order statistics, return period, exceedances and shortfalls, along with detailed explanations on how to obtain exact distributions for these statistics
* An in-depth look at asymptotic models and the limit distributions of maxima, minima, and other order statistics
Enhanced with numerous graphs and exercises, plus an extensive bibliography for further study, this text is an important reference source for engineers designing structures that will withstand even the most extreme circumstances.
Here's an elementary and comprehensive discussion on extreme value and related models. By using a large number of practical data from different science and engineering disciplines, it illustrates the practical importance and usefulness of extreme value modeling. Unusual, provocative, and concrete examples are derived from areas such as ocean engineering, structural engineering, hydraulics, meteorology, materials science, fatigue studies, electrical strength of materials, highway traffic analysis, corrosion science, environmetrics, climatology, among others.
* Emphasizes lucid and analytic explanations of the data in the context of a global world.
* Presents specific data in wind, flood, wave, Houmb's, Ocmulgee River, oldest age at death in Sweden, telephone calls, epicenter, chain strength, electrical insulation, fatigue, precipitation, and Bilbao wave heights phenomena.
* Discusses different types of inference, extreme value regression, and handling of outliers.
Autor*in
Enrique Castillo
Themen in »Extreme Value and Related Models with Applications in Engineering and Science«
Angew. Wahrscheinlichkeitsrechn. u. Statistik / Modelle Angewandte Wahrscheinlichkeitsrechnung u. Statistik Applied Probability & Statistics Applied Probability & Statistics - Models Engineering Statistics Statistics Statistik Statistik in den Ingenieurwissenschaften Technische Statistik