Soft Modeling in Industrial Manufacturing

Soft Modeling in Industrial Manufacturing - Studies in Systems, Decision and Control

1st Edition 2019

Hardback (31 Jan 2019)

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Publisher's Synopsis

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.

Book information

ISBN: 9783030032005
Publisher: Springer International Publishing
Imprint: Springer
Pub date:
Edition: 1st Edition 2019
Language: English
Number of pages: 196
Weight: 483g
Height: 235mm
Width: 155mm
Spine width: 13mm