MontoFlow – a maritime ontology framework for modeling ship sensory systems
Publication date
2025-10-29
Document type
Conference paper
Organisational unit
Scopus ID
Conference
24th International Semantic Web Conference (ISWC 2025) ; Nara, Japan ; November 2–6, 2025
Publisher
Springer Nature Switzerland
Series or journal
Lecture Notes in Computer Science
Periodical volume
16141
Book title
The Semantic Web – ISWC 2025 : 24th International Semantic Web Conference, Nara, Japan, November 2–6, 2025, Proceedings, Part II
Part of the university bibliography
✅
Language
English
Keyword
Anomaly detection
Condition monitoring
Ontology engineering
Ontology instantiation
Semantic sensor networks
Ship maintenance
Ship sensors
Abstract
The increasing operational demands in maritime contexts, particularly during time-sensitive missions like search and rescue, necessitate reliable, intelligent support systems. These systems depend on semantically structured and interoperable models to integrate and interpret complex sensor data as well as facilitate informed decision-making. We introduce MontoFlow, a semantic integration framework that combines dynamic data access with domain-specific knowledge representation. It links static properties with dynamic sensory measurements, forming the foundation for advanced maritime diagnostics. At its core, MontoFlow incorporates the SHIP Ontology, a maritime-focused SSN/SOSA extension that provides a comprehensive semantic model describing onboard sensors, vessel components, and their observations. We illustrate the practical relevance and rationale behind the development of MontoFlow through real-world examples, with emphasis on ship maintenance and onboard anomaly detection. The SHIP Ontology is thoroughly evaluated based on domain coverage and a use case in the maritime context, demonstrating both high quality and practical applicability. This work presents a reusable and extensible resource for semantically enriching maritime sensory data, supporting advanced analytics and dynamic data monitoring.
Ontology: https://burbachs.github.io/ShipSensoryOntology/SHIP.owl
GitHub: https://github.com/BurbachS/ShipSensoryOntology
License: CC BY-NC-SA 4.0 (https://creativecommons.org/licenses/by-nc-sa/4.0/)
Ontology: https://burbachs.github.io/ShipSensoryOntology/SHIP.owl
GitHub: https://github.com/BurbachS/ShipSensoryOntology
License: CC BY-NC-SA 4.0 (https://creativecommons.org/licenses/by-nc-sa/4.0/)
Version
Published version
Access right on openHSU
Metadata only access
