Overview

This book discusses the problems of complexity in industrial data, including the problems of data sources, causes and types of data uncertainty, and methods of data preparation for further reasoning in engineering practice. Each data source has its own specificity, and a characteristic property of industrial data is its high degree of uncertainty. The book also explores a wide spectrum of soft modeling methods with illustrations pertaining to specific cases from diverse industrial processes. In soft modeling the physical nature of phenomena may not be known and may not be taken into consideration. Soft models usually employ simplified mathematical equations derived directly from the data obtained as observations or measurements of the given system. Although soft models may not explain the nature of the phenomenon or system under study, they usually point to its significant features or properties.
ISBN-13

9783030032005

ISBN-10

3030032000

Weight

1.03 Pounds

Dimensions

6.14 x 0.50 x 9.21 In

List Price

$109.99

Edition

1st Edition

Format

Hardcover

Language

English

Pages

x, 196 pages

Publisher

Springer

Published On

2019-01-31


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