Relaxed Abduction

Robust Information Interpretation for Industrial Applications
1. Auflage 2016
ISBN: 978-3-658-14406-7
Verlag: Springer

Buch, Englisch, 134 Seiten, Format (B × H): 148 mm x 210 mm, Gewicht: 2055 g

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.

Zielgruppe

Research

Autoren/Hrsg.

Hubauer, Thomas

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Wissensbasierte Systeme, Expertensysteme

Inhaltsverzeichnis

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

Über Autor(innen)

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.