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A semantic IoT early warning system for natural environment crisis management

机译:一种用于自然环境危机管理的语义物联网预警系统

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摘要

An early warning system (EWS) is a core type of data driven Internet of Things (IoTs) system used for environment disaster risk and effect management. The potential benefits of using a semantic-type EWS include easier sensor and data source plug-and-play, simpler, richer, and more dynamic metadata-driven data analysis and easier service interoperability and orchestration. The challenges faced during practical deployments of semantic EWSs are the need for scalable time-sensitive data exchange and processing (especially involving heterogeneous data sources) and the need for resilience to changing ICT resource constraints in crisis zones. We present a novel IoT EWS system framework that addresses these challenges, based upon a multisemantic representation model.We use lightweight semantics for metadata to enhance rich sensor data acquisition.We use heavyweight semantics for top level W3CWeb Ontology Language ontology models describing multileveled knowledge-bases and semantically driven decision support and workflow orchestration. This approach is validated through determining both system related metrics and a case study involving an advanced prototype system of the semantic EWS, integrated with a reployed EWS infrastructure.
机译:预警系统(EWS)是数据驱动的物联网(IoT)系统的核心类型,用于环境灾难风险和影响管理。使用语义类型的EWS的潜在好处包括:传感器和数据源的即插即用更容易,元数据驱动的数据分析更简单,更丰富,更动态以及服务互操作性和协调更容易。在语义EWS的实际部署过程中面临的挑战是需要可伸缩的对时间敏感的数据交换和处理(尤其是涉及异构数据源),以及需要具有弹性以应对危机地区不断变化的ICT资源约束。我们基于多语义表示模型提出了一种新颖的IoT EWS系统框架,以应对这些挑战。我们使用轻量级语义对元数据进行增强,以增强丰富的传感器数据获取;对较重的W3C Web本体语言本体模型使用重量级语义,描述了多层知识库以及语义驱动的决策支持和工作流程编排。通过确定与系统相关的指标以及涉及语义EWS的高级原型系统(与重新部署的EWS基础结构集成在一起)的案例研究,可以验证此方法。

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