论文信息 - Integration of Ontologies and Bayesian Networks for Maritime Situation Awareness

Integration of Ontologies and Bayesian Networks for Maritime Situation Awareness

This paper describes the main lines of the Intelligent Maritime Awareness Situation System (IMASS) developed to support an Electronic Surveillance platform conceived to contrast pirates activities in the Aden Gulf. The proposal is based on a solution that integrates an ontological approach in the description of the observed reality and a Bayesian approach to represent the experience and the knowledge of the domain experts. The intelligent system has been developed at a prototypical stage and tested with a complex scenario created with a simulator. The results are encouraging and indicate that this is a promising direction to go.

Giovanni Pilato | Michele Missikoff | Agnese Augello | Francesco Taglino

[1] Constantin Halatsis,et al. Supporting Learner's Needs with an Ontology-Based Bayesian Network , 2009, 2009 Ninth IEEE International Conference on Advanced Learning Technologies.

[2] Anuj R. Jaiswal,et al. OMEN: A Probabilistic Ontology Mapping Tool , 2005, SEMWEB.

[3] Hong-Gee Kim,et al. An Ontology-based Bayesian Network Approach for Representing Uncertainty in Clinical Practice Guidelines , 2007, URSW.

[4] Bellandi Andrea,et al. Extending ontology queries with Bayesian network reasoning , 2009, 2009 International Conference on Intelligent Engineering Systems.

[5] Yun Peng,et al. A probabilistic extension to ontology language OWL , 2004, 37th Annual Hawaii International Conference on System Sciences, 2004. Proceedings of the.

[6] Mica R. Endsley,et al. Theoretical Underpinnings of Situation Awareness, A Critical Review , 2000 .

[7] Kathryn B. Laskey,et al. PROGNOS: applying probabilistic ontologies to distributed predictive situation assessment in naval operations , 2009 .

[8] Kathryn B. Laskey,et al. Bayesian ontologies in AI systems , 2006 .

[9] Yun Peng,et al. BayesOWL: Uncertainty Modeling in Semantic Web Ontologies , 2006 .

[10] Yun Peng,et al. A Bayesian Network Approach to Ontology Mapping , 2005, SEMWEB.

[11] Ann Devitt,et al. Constructing Bayesian Networks Automatically using Ontologies , 2006 .