Please use this identifier to cite or link to this item:
https://hdl.handle.net/2440/77074
Citations | ||
Scopus | Web of Science® | Altmetric |
---|---|---|
?
|
?
|
Type: | Conference paper |
Title: | A framework for distributed managing uncertain data in RFID traceability networks |
Author: | Ma, J. Sheng, Q. Ranasinghe, D. Chuah, J. Wu, Y. |
Citation: | Proceedings of the 13th International Conference on Web Information Systems Engineering, held in Paphos, Cyprus, 28-30 November, 2012 / X.S. Wang, I. Cruz, A. Delis and G. Huang (eds.): pp.298-311 |
Publisher: | Springer-Verlag |
Publisher Place: | Germany |
Issue Date: | 2012 |
Series/Report no.: | Lecture Notes in Computer Science; 7651 |
ISBN: | 9783642350627 |
ISSN: | 0302-9743 1611-3349 |
Conference Name: | International Conference on Web Information Systems Engineering (13th : 2012 : Paphos, Cyprus) |
Editor: | Wang, X.S. Cruz, I.F. Delis, A. Huang, G. |
Statement of Responsibility: | Jiangang Ma, Quan Z. Sheng, Damith Ranasinghe, Jen Min Chuah and Yanbo Wu |
Abstract: | The ability to track and trace individual items, especially through large-scale and distributed networks, is the key to realizing many important business applications such as supply chain management, asset tracking, and counterfeit detection. Networked RFID (radio frequency identification), which uses the Internet to connect otherwise isolated RFID systems and software, is an emerging technology to support traceability applications. Despite its promising benefits, there remains many challenges to be overcome before these benefits can be realized. One significant challenge centers around dealing with uncertainty of raw RFID data. In this paper, we propose a novel framework to effectively manage the uncertainty of RFID data in large scale traceability networks. The framework consists of a global object tracking model and a local RFID data cleaning model. In particular, we propose a Markov-based model for tracking objects globally and a particle filter based approach for processing noisy, low-level RFID data locally. Our implementation validates the proposed approach and the experimental results show its effectiveness. |
Keywords: | RFID internet of things uncertainty traceability Networks |
Rights: | © Springer-Verlag Berlin Heidelberg 2012 |
DOI: | 10.1007/978-3-642-35063-4_22 |
Published version: | http://dx.doi.org/10.1007/978-3-642-35063-4_22 |
Appears in Collections: | Aurora harvest 4 Computer Science publications |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
RA_hdl_77074.pdf | Restricted Access | 962.48 kB | Adobe PDF | View/Open |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.