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Relaxed Abduction: Robust Information Interpretation for Industrial Applications

Autor Thomas Hubauer
en Limba Engleză Paperback – 10 iun 2016
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.
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Specificații

ISBN-13: 9783658144067
ISBN-10: 3658144068
Pagini: 134
Ilustrații: XVII, 134 p. 11 illus., 1 illus. in color.
Dimensiuni: 148 x 210 x 8 mm
Greutate: 0.19 kg
Ediția:1st ed. 2016
Editura: Springer Fachmedien Wiesbaden
Colecția Springer Vieweg
Locul publicării:Wiesbaden, Germany

Cuprins

Formalizing Diagnostics Using Description Logics.- Formalization and Properties of Relaxed Abduction.- Solving Diagnostic Problems Using Relaxed Abduction.- Incremental Diagnostics.

Notă biografică

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.

Textul de pe ultima copertă

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.

Caracteristici

Includes supplementary material: sn.pub/extras