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  4. Autonomous RDF stream processing for IoT edge devices
 
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2020
Conference Paper
Title

Autonomous RDF stream processing for IoT edge devices

Abstract
The wide adoption of increasingly cheap and computationally powerful single-board computers, has triggered the emergence of new paradigms for collaborative data processing among IoT devices. Motivated by the billions of ARM chips having been shipped as IoT gateways so far, our paper proposes a novel continuous federation approach that uses RDF Stream Processing (RSP) engines as autonomous processing agents. These agents can coordinate their resources to distribute processing pipelines by delegating partial workloads to their peers via subscribing continuous queries. Our empirical study in ""cooperative sensing"" scenarios with resourceful experiments on a cluster of Raspberry Pi nodes shows that the scalability can be significantly improved by adding more autonomous agents to a network of edge devices on demand. The findings open several new interesting follow-up research challenges in enabling semantic interoperability for the edge computing paradigm.
Author(s)
Nguyen Duc, Manh
Technische Universität Berlin  
Le Tuan, Anh
Technische Universität Berlin  
Calbimonte, Jean-Paul
University of Applied Sciences and Arts Western, Switzerland / HES-SO, Sierre, Switzerland
Hauswirth, Manfred  
Fraunhofer-Institut für Offene Kommunikationssysteme FOKUS  
Le-Phuoc, Danh
Technische Universität Berlin  
Mainwork
Semantic Technology. 9th Joint International Conference, JIST 2019  
Project(s)
SMARTER  
BBDC 2
Funder
European Commission EC  
Bundesministerium für Bildung und Forschung BMBF (Deutschland)  
Conference
Joint International Semantic Technology Conference (JIST) 2019  
DOI
10.1007/978-3-030-41407-8_20
Language
English
Fraunhofer-Institut für Offene Kommunikationssysteme FOKUS  
Keyword(s)
  • Autonomous Systems

  • cooperative sensing

  • query federation

  • stream processing

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