Behavior-based cleaning for unreliable RFID data sets

Sensors (Switzerland)

Volumn 12, Issue 8, 2012, Pages 10196-10207

  Fan, Hua ^a   Wu, Quanyuan ^a   Lin, Yisong ^b  

^a NATIONAL UNIVERSITY OF DEFENSE TECHNOLOGY   (China)

^b Institute of Logistics Science   (China)

Author keywords

Data cleaning; Kinematic characteristics; Miss reading; Movement behavior; RFID technology

Indexed keywords

ARTICLE; BIOMECHANICS; COMPUTER SIMULATION; DATA CLEANING; FACTUAL DATABASE; HUMAN; KINEMATIC CHARACTERISTICS; METHODOLOGY; MISS READING; MOVEMENT (PHYSIOLOGY); MOVEMENT BEHAVIOR; RADIOFREQUENCY IDENTIFICATION; REPRODUCIBILITY; RFID TECHNOLOGY; SIGNAL PROCESSING; THEORETICAL MODEL;

DATA CLEANING; KINEMATIC CHARACTERISTICS; MISS READING; MOVEMENT BEHAVIOR; RFID TECHNOLOGY;

BIOMECHANICS; COMPUTER SIMULATION; DATABASES, FACTUAL; HUMANS; MODELS, THEORETICAL; MOVEMENT; RADIO FREQUENCY IDENTIFICATION DEVICE; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84865354625     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s120810196     Document Type: Article

References (16)

1. Evan, W.; Leilani, B.; Garret, C.; Kayla, G.; Kyle, R.; Samuel, R.; Magdalena, B.; Gaetano, B. Building the Internet of things using RFID: The RFID ecosystem experience. IEEE Internet Comp. 2009, 13, 48-55.
2. Roy, W. The Magic of RFID. ACM Queue 2004, 2, 40-48.
3. Fusheng, W.; Peiya, L. Temporal Management of RFID Data. In Proceedings of the 31st International Conference on Very Large Data Bases, Trondheim, Norway, 30 August-3 September 2005; pp. 1128-1139.
4. Sudarshan, S.C.; Venkat, K.; Sridhar, R.; Sanjay, S. Managing RFID Data. In Proceedings of the Thirtieth International Conference on Very Large Data Bases, Toronto, ON, Canada, 29 August-3 September 2004; pp. 1189-1195.
5. Shawn, R.J.; Minos, G.; Michael, J.F. Adaptive Cleaning for RFID Data Streams. In Proceedings of the 32nd International Conference on Very Large Data Bases, Seoul, Korea, 12-15 September 2006; pp. 163-174.
6. Sheng, Q.; Zeadally, S.; Luo, Z.; Chung, J.Y.; Maamar, Z. Ubiquitous RFID: Where are we? Inf. Sys. Front. 2010, 12, 485-490.
7. Mahdin, H.; Abawajy, J. An approach for removing redundant data from RFID data streams. Sensors 2011, 11, 9863-9877.
8. Massawe, L.V.; Kinyua, J.D.M.; Vermaak, H. Reducing false negative reads in RFID data streams using an adaptive sliding-window approach. Sensors 2012, 12, 4187-4212.
9. Bornhovd, C.; Haller, S.; Schaper, J. Integrating Automatic Data Acquisition with Business Processes Experiences with SAP's Auto-ID Infrastructure. In Proceedings of the Thirtieth International Conference on Very Large Data Bases, Toronto, ON, Canada, 29 August-3 September 2004; pp. 1182-1188.
10. Lin, D.; Elmongui, H.; Bertino, E.; Ooi, B. Data Management in RFID Applications. In Database and Expert Systems Applications; Wagner, R., Revell, N., Pernul, G., Eds.; Springer: Berlin, Heidelberg, Germany, 2007; Volume 4653, pp. 434-444.
11. Lee, C.H. RFID data processing in supply chain management using a path encoding scheme. IEEE Trans. Knowl. Data Eng. 2011, 23, 742-758.
12. Shawn, R.J.; Michael, J.F.; Minos, G. An adaptive RFID middleware for supporting metaphysical data independence. VLDB J. 2008, 17, 265-289.
13. Jun, R.; Sangeeta, D.; Hetal, T.; Latha, S.C. A Deferred Cleansing Method for RFID Data Analytics. In Proceedings of the 32nd International Conference on Very Large Data Bases, Seoul, Korea, 12-15 September 2006; pp. 175-186.
14. Chen, H.; Ku, W.S.; Wang, H.; Sun, M.T. Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing. In Proceedings of the 2010 International Conference on Management of Data, Indianapolis, IN, USA, 2010; pp. 51-62.
15. Gonzalez, H.; Han, J.; Shen, X. Cost-Conscious Cleaning of Massive RFID Data Sets. In Proceedings of the 23rd International Conference on Data Engineering, Istanbul, Turkey, 17-20 April 2007; pp. 1268-1272.
16. Darcy, P.; Stantic, B.; Sattar, A. A Fusion of Data Analysis and Non-Monotonic Reasoning to Restore Missed RFID Readings. In Proceedings of the 5th International Conference on Intelligent Sensors, Sensor Networks and Information Processing, Melbourne, Australia, 7-10 December 2009; pp. 313-318.