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Book Cover
E-book
Author Yang, Fan, 1951- author.

Title Capturing connectivity and causality in complex industrial processes / Fan Yang, Ping Duan, Sirish L. Shah, Tongwen Chen
Published Cham ; New York : Springer, [2014]
©2014

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Description 1 online resource
Series SpringerBriefs in applied sciences and technology
SpringerBriefs in applied sciences and technology.
Contents Introduction -- Examples of Applications for Connectivity and Causality Analysis -- Description of Connectivity and Causality -- Capturing Connectivity and Causality from Process Knowledge -- Capturing Causality from Process Data -- Case Studies
Summary This brief reviews concepts of inter-relationship in modern industrial processes, biological and social systems. Specifically ideas of connectivity and causality within and between elements of a complex system are treated; these ideas are of great importance in analysing and influencing mechanisms, structural properties and their dynamic behaviour, especially for fault diagnosis and hazard analysis. Fault detection and isolation for industrial processes being concerned with root causes and fault propagation, the brief shows that, process connectivity and causality information can be captured in two ways: · from process knowledge: structural modeling based on first-principles structural models can be merged with adjacency/reachability matrices or topology models obtained from process flow-sheets described in standard formats; and · from process data: cross-correlation analysis, Granger causality and its extensions, frequency domain methods, information-theoretical methods, and Bayesian networks can be used to identify pair-wise relationships and network topology. These methods rely on the notion of information fusion whereby process operating data is combined with qualitative process knowledge, to give a holistic picture of the system
Analysis computerwetenschappen
computer sciences
engineering
chemische proceskunde
chemical engineering
toegepaste statistiek
applied statistics
wiskundige modellen
mathematical models
toegepaste wiskunde
applied mathematics
controle
control
Engineering (General)
Techniek (algemeen)
Bibliography Includes bibliographical references
Notes PDF title page (viewed April 11, 2014)
Subject Manufacturing processes.
manufacturing.
TECHNOLOGY & ENGINEERING -- Industrial Engineering.
TECHNOLOGY & ENGINEERING -- Industrial Technology.
TECHNOLOGY & ENGINEERING -- Manufacturing.
TECHNOLOGY & ENGINEERING -- Technical & Manufacturing Industries & Trades.
Ingénierie.
Manufacturing processes
Form Electronic book
Author Duan, Ping, author
Shah, S. L. (Sirish L.), 1949- author.
Chen, Tongwen, 1961- author.
ISBN 9783319053806
3319053809
3319053795
9783319053790