Towards Ontology-Based Realtime Behaviour Interpretation

Author:

Bohlken Wilfried1,Koopmann Patrick1,Hotz Lothar1,Neumann Bernd1

Affiliation:

1. University of Hamburg, Germany

Abstract

The authors describe a generic framework for model-based behaviour interpretation and its application to monitoring aircraft service activities. Behaviour models are represented in a standardised conceptual knowledge base using OWL-DL for concept definitions and the extension SWRL for constraints. The conceptual knowledge base is automatically converted into an operational scene interpretation system implemented in Java and JESS that accepts tracked objects as input and delivers high-level activity descriptions as output. The interpretation process employs Beam Search for exploring the interpretation space, guided by a probabilistic rating system. The probabilistic model cannot be efficiently represented in the ontology, but it has been designed to closely correspond to the compositional hierarchy of behaviour concepts. Experiments are described that demonstrate the system performance with real airport data.

Publisher

IGI Global

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Adaptive Autonomous Machines - Modeling and Architecture;Intelligent Systems in Industrial Applications;2021

2. Applying Semantic Technology to Film Production;The Semantic Web: ESWC 2015 Satellite Events;2015

3. The RACE Project;KI - Künstliche Intelligenz;2014-09-21

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