Distributed Inference and Query Processing for RFID Tracking and Monitoring

Details Distributed Inference and Query Processing for RFID Tracking and Monitoring Distributed Inference and Query Processing for RFID Tracking and Monitoring

2011-03-22

arxiv.org/abs/1103.4410v1

Proceedings of the VLDB Endowment (PVLDB), Vol. 4, No. 5, pp. 326-337 (2011)

Computer Science

Databases

VLDB2011

Scientific paper

In this paper, we present the design of a scalable, distributed stream processing system for RFID tracking and monitoring. Since RFID data lacks containment and location information that is key to query processing, we propose to combine location and containment inference with stream query processing in a single architecture, with inference as an enabling mechanism for high-level query processing. We further consider challenges in instantiating such a system in large distributed settings and design techniques for distributed inference and query processing. Our experimental results, using both real-world data and large synthetic traces, demonstrate the accuracy, efficiency, and scalability of our proposed techniques.

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