Smart Data for Goods and Vehicle Monitoring – Practical Considerations on Data Semantization
Krzysztof Kutt, Piotr Nowara, Rafal Szczur, Grazyna Barnowska, Grzegorz Jacek Nalepa · 2021 IEEE 33rd International Conference on Tools with Artificial Intelligence (ICTAI) · 2021
In the paper we present an original semantic data mining solution for Internet of Things. We designed an ontology for sensors used in the monitoring of goods and vehicles. Moreover, we developed a practical implementation for this solution based on the state of the art semantic tools, namely RDF triple stores with dedicated interfaces. However, due to number of undocumented limitations of these tools, this process turned out to require number of refactorizations to deliver a working solution. We describe these challenges and solutions we found. We believe our experiences are valuable for researchers and practitioners in the field, as production-ready development of such semantic solutions is far more complex than lab experiments. In fact, our work was developed for the deployment in a production environment, with a close cooperation with an IT company funding the project.