Conclusion and Achievements Sample Clauses

Conclusion and Achievements. In this deliverable, we proposed a stream annotation framework as well as an information model for real time IoT stream using a middleware to support delivery of large volumes of data. To represent the summarisation and reliability of data stream, we introduced a new information model that ensures that summarisation techniques can be interpreted as time-based events, even where further semantic associations are unavailable. The framework contributes solutions to three main issues: heterogeneity, quality of information, and delivery of large volumes of data. Heterogeneity of data sources provided by sensor services and social media is one of the most prominent issues in Internet of Things. To enable seamless connectivity for the heterogeneous data sources, we developed a component that involves virtualisation and semantic annotation based on semantic web technologies. While there are many approaches to establish interoperability and connections among components, considering the fact that a city environment involves continues and asynchronous structure, we used an asynchronous middleware that is based on publish/subscribe mechanism. Additionally, it also supports translation between different software components to call required functions. Thus various components can implement publisher/subscriber mechanism via the middleware to obtain semantically annotated sensor data. Additionally, Quality of information is another crucial functionality in the IoT domain and sensor networks and is fundamental for smart city frameworks. To efficiently assess the data streams in real world environment, a direct integration of reliability test was ensured, which keeps semantic descriptions in virtualisation stage up-to-date and sends minimum messages to other components in order to reduce the data traffic. On the other hand, for event detection, which will be described and documented in Deliverable 3.3, we propose the middleware connection that can be used at runtime to send messages to multiple components. Therefore, when an event occurs at runtime, an efficient compensation mechanisms has been supplied as a way to notify various components as well and to minimise disruption time.
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