X-CleLo: Intelligent Deterministic RFID Data Transformer

Peter Darcy, Bela Stantic, Abdul Sattar

Abstract

Recently, passive Radio Frequency Identification (RFID) systems have received an exponential amount of attention as researchers have worked tirelessly to implement a stable and reliable system. Unfortunately, despite vast improvements in the quality of RFID technology, a significant amount of erroneous data is still captured in the system. Currently, the problems associated with RFID have been addressed by cleaning algorithms to enhance the data quality. In this paper, we present X-CleLo, a means to intelligently clean and enhance the dirty data using Clausal Defeasible Logic. The extensive experimental study we have conducted has shown that the X-CleLo method has several advantages against a currently utilised cleaning technique and achieves a higher cleaning rate.

References

  1. Derakhshan, R., Orlowska, M. E., Li, X.: RFID Data Management: Challenges and Opportunities. In: RFID 2007. (2007) 175 - 182
  2. Swedberg, C.: Hospital Uses RFID for Surgical Patients. RFID Journal (2005) Available from: http://www.rfidjournal.com/article/articleview/1714/1/1/.
  3. Cocci, R., Tran, T., Diao, Y., Shenoy, P. J.: Efficient Data Interpretation and Compression over RFID Streams. In: ICDE, IEEE (2008) 1445-1447
  4. Wang, F., Liu, P.: Temporal Management of RFID Data. In: VLDB. (2005) 1128-1139
  5. Floerkemeier, C., Lampe, M.: Issues with RFID usage in ubiquitous computing applications. In Ferscha, A., Mattern, F., eds.: Pervasive Computing: Second International Conference, PERVASIVE 2004. Number 3001, Linz/Vienna, Austria, Springer-Verlag (2004) 188-193
  6. Jeffery, S. ., Garofalakis, M. N., Franklin, M. J.: Adaptive Cleaning for RFID Data Streams. In: VLDB. (2006) 163-174
  7. Billington, D.: Propositional Clausal Defeasible Logic. In: European Conference on Logics in Artificial Intelligence (JELIA). (2008) 34-47
  8. Billington, D.: An Introduction to Clausal Defeasible Logic [online]. David Billington's Home Page (2007) Available from: http://www.cit.gu.edu.au/ db/research.pdf.
  9. Golab, L., Karloff, H., Korn, F., Srivastava, D., Yu, B.: On Generating Near-Optimal Tableaux for Conditional Functional Dependencies. VLDB Endow. 1 (2008) 376-390
  10. Wijsen, J.: Database repairing using updates. ACM Trans. Database Syst. 30 (2005) 722-768
  11. RĂ©, C., Letchner, J., Balazinksa, M., Suciu, D.: Event Queries on Correlated Probabilistic Streams. In: SIGMOD 7808: Proceedings of the 2008 ACM SIGMOD international conference on Management of data, New York, NY, USA, ACM (2008) 715-728
  12. Tran, T., Sutton, C., Cocci, R., Nie, Y., Diao, Y., Shenoy, P.: Probabilistic Inference over RFID Streams in Mobile Environments. In: ICDE 7809: Proceedings of the 2009 IEEE International Conference on Data Engineering, Washington, DC, USA, IEEE Computer Society (2009) 1096-1107
  13. Xie, J., Yang, J., Chen, Y., Wang, H., Yu, P. S.: A Sampling-Based Approach to Information Recovery. In: ICDE 7808: Proceedings of the 2008 IEEE 24th International Conference on Data Engineering, Washington, DC, USA, IEEE Computer Society (2008) 476-485
  14. Rao, J., Doraiswamy, S., Thakkar, H., Colby, L. S.: A Deferred Cleansing Method for RFID Data Analytics. In: VLDB. (2006) 175-186
  15. Wang, F., Liu, S., Liu, P.: A temporal RFID data model for querying physical objects. Pervasive and Mobile Computing In Press, Corrected Proof (2009)
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Paper Citation


in Harvard Style

Darcy P., Stantic B. and Sattar A. (2010). X-CleLo: Intelligent Deterministic RFID Data Transformer . In Proceedings of the 4th International Workshop on RFID Technology - Concepts, Applications, Challenges - Volume 1: IWRT, (ICEIS 2010) ISBN 978-989-8425-11-9, pages 3-12. DOI: 10.5220/0003015700030012


in Bibtex Style

@conference{iwrt10,
author={Peter Darcy and Bela Stantic and Abdul Sattar},
title={X-CleLo: Intelligent Deterministic RFID Data Transformer},
booktitle={Proceedings of the 4th International Workshop on RFID Technology - Concepts, Applications, Challenges - Volume 1: IWRT, (ICEIS 2010)},
year={2010},
pages={3-12},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003015700030012},
isbn={978-989-8425-11-9},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 4th International Workshop on RFID Technology - Concepts, Applications, Challenges - Volume 1: IWRT, (ICEIS 2010)
TI - X-CleLo: Intelligent Deterministic RFID Data Transformer
SN - 978-989-8425-11-9
AU - Darcy P.
AU - Stantic B.
AU - Sattar A.
PY - 2010
SP - 3
EP - 12
DO - 10.5220/0003015700030012