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E-RESOURCE
Author Hubauer, Thomas, author.

Title Relaxed abduction : robust information interpretation for industrial applications / Thomas Hubauer.

Published Wiesbaden : SpringerVieweg, 2016.

Copies

Location Call No. Status
 UniM INTERNET resource    AVAILABLE
Physical description 1 online resource (xvii, 134 pages) : illustrations (some color)
Series Springer English/International eBooks 2016 - Full Set
Contents Formalizing Diagnostics Using Description Logics -- Formalization and Properties of Relaxed Abduction -- Solving Diagnostic Problems Using Relaxed Abduction -- Incremental Diagnostics.
Summary Thomas Hubauer addresses the challenge of providing reasonable interpretations of incomplete observational data in the context of imperfect domain models - a situation often encountered in the context of industrial diagnostics. To tackle this problem, the author proposes a novel approach called Relaxed Abduction, which is able to derive pragmatic interpretations in situations where existing methods either fail or provide overly complex solutions. To strengthen the link to applications in industrial diagnostics, he develops a methodology to structure diagnosis problems according to ISO 13379 and express it using multiple description logic knowledge bases. Contents Formalizing Diagnostics Using Description Logics Formalization and Properties of Relaxed Abduction Solving Diagnostic Problems Using Relaxed Abduction Incremental Diagnostics Target Groups Researchers and students of computer science, knowledge management, and applied mathematics Practitioners in the area of industrial diagnostics and maintenance The Author Thomas Hubauer is a Research Scientist at the R&D department of a large German engineering company. His topics of interest range from ontologies and reasoning to machine learning and data analytics.
Other author SpringerLink issuing body.
Subject Relaxation methods (Mathematics)
Robust optimization.
Electronic books.
ISBN 9783658144074 (electronic bk.)
3658144076 (electronic bk.)
9783658144067 (print)