Uncertainty Forecasting in Engineering

Name: Uncertainty Forecasting in Engineering
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 9783642072055
Price: 100.0 EUR
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Autor: Bernd Möller, Uwe Reuter

Jazyk:

Väzba: Brožovaná

Vydavateľ: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

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Observations of uncertainty in measured data with time improves forecasting capability in a wide ran...

Informácie o knihe

Autor

Bernd Möller, Uwe Reuter

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2010

Stránok

202

EAN

9783642072055

ISBN

3642072054

Enbook ID

01652370

Vydavateľ

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Hmotnosť

338

Rozmery

155 x 235 x 12

Kompletný popis

Observations of uncertainty in measured data with time improves forecasting capability in a wide range of fields in engineering. This book provides an introduction to uncertainty forecasting based on fuzzy time series. It details descriptive, modeling, and forecasting methods for fuzzy time series. Coverage places emphasis on forecasting based on fuzzy random processes as well as forecasting involving fuzzy neuronal networks.This book deals with uncertainty forecasting based on a fuzzy time series approach, including fuzzy random processes and artificial neural networks. A consideration of data and measurement uncertainty enhances forecasting in a wide range of applications, particularly in the fields of engineering, environmental science and civil engineering.§Uncertain data are described by means of a new incremental fuzzy representation which permits a complete and accurate estimation of uncertainty.§The book is aimed at engineers as well as professionals working in related fields. Descriptive, modeling and forecasting methods pertaining to fuzzy time series are introduced and explained in detail. Emphasis is placed on forecasting with the aid of fuzzy random processes, such as fuzzy ARMA processes and fuzzy white-noise processes, as well as forecasting based on artificial neural networks. §All numerical algorithms are comprehensively described and demonstrated by way of practical examples.

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