nach oben

Advances in Manufacturing

Erschienen in:

01.06.2014

RFID unreliable data filtering by integrating adaptive sliding window and Euclidean distance

verfasst von: Li-Lan Liu, Zi-Long Yuan, Xue-Wei Liu, Cheng Chen, Ke-Sheng Wang

Erschienen in: Advances in Manufacturing | Ausgabe 2/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

Through improving the redundant data filtering of unreliable data filter for radio frequency identification (RFID) with sliding-window, a data filter which integrates self-adaptive sliding-window and Euclidean distance is proposed. The input data required being filtered have been shunt by considering a large number of redundant data existing in the unreliable data for RFID and the redundant data in RFID are the main filtering object with utilizing the filter based on Euclidean distance. The comparison between the results from the method proposed in this paper and previous research shows that it can improve the accuracy of the RFID for unreliable data filtering and largely reduce the redundant reading rate.

Vorheriger Artikel Intelligent and integrated RFID (II-RFID) system for improving traceability in manufacturing

Nächster Artikel Approaching lean product development using system dynamics: investigating front-load effects

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Mi ZQ (2011) Radio frequency identification (RFID) technology and application. Publishing House of Electronics Industry, Beijing

Xia XF, Xuan LJ (2011) RFID unreliable data cleaning strategy under shunting mechanism. Comp Sci 38(10A):22–25

Monge AE. An adaptive and efficient algorithm for detecting approximately duplicate database records. http://citeseer.ni.nec.com/monge00adaptive.html. Accessed 30 Oct 2012

Jeffery SR, Franklin MJ, Garofalakis MN (2008) An adaptive RFID middleware for supporting Me tap hysical data independence. Proc of Very Large Datebase, Auckland, New Zealand, pp 256–289

Chen HQ, Ku WS, Wang HX (2010) Sun minte leveraging spatio-temporal redundancy for RFID data cleansing. In: Proceedings of Special Interest Group on Management of Data, Indiana, USA, pp 51–62

Carbunar B, Ramanathan M, Koyuturk M et al (2005) Redundant reader elimination in RFID systems. In: The 2nd annual IEEE communications society conference on sensor and Ad Hoc communications and networks, 26–29 Sept 2005, pp 176–184

Jeffery SR, Alonso G, Franklin MJ et al (2006) A pipelined framework for online cleaning of sensor data streams. In: Proceedings of the 22nd International Conference on Data Engineering (ICDE), Atlanta, Georgia, USA, p 140

Gu Y, Yu G, Zhang TC (2007) RFID complex event processing techniques. Front Comp Sci Technol 1(3):255–267

Jeffery SR, Garofalakis M, Franklin M (2006) Adaptive cleaning for RFID data streams. In: Proceedings of the 32nd international conference on very large data bases (VLDB), Seoul, Korea, pp 163–174

10.

Ma Y, Zhang YY (2009) Based on sliding window of RFID data stream tabbed cleaning algorithm. Sci Technol Eng 9(5):1165–1171

11.

Jiu LY, Shan GQ (2013) An effective multi-RFID readers redundant data cleaning algorithm. J Northwest Polytech Univ 29(3):6470–6473

12.

Chen XH, Wang X (2013) An improved algorithm in redundant data cleaning based on RFID middleware. Microelectron Comp 30(7): 154–158

13.

Chen H, Ku WS, Wang HX et al (2010) Leveraging spatio-temporal redundancy for RFID data cleansing. In: Proceedings of the 2010 ACM SIGMOD international conference on management of data SIGMOD, New York, USA, pp 51–62

14.

Li X (2013) Research on RFID middleware data cleaning technology. Dissertation, Beijing Jiaotong University

15.

Han JW, Kamber M (2011) Data mining concepts and techniques. Morgan Kaufmann Press, Boston

16.

Meng LY, Yu FQ (2010) RFID data cleaning based on adaptive window. In: Proceedings of the 2nd International Conference on Future Computer and Communication. Wuhan, China, pp 746–749

17.

Eom KH, Lee SJ (2011) Improved Kalman filter method for measurement noise reduction in multi sensor RFID systems. Sensors, pp 10266–10282

18.

Ning HS (2012) RFID major projects and national IOT. China Machinery Industry Press, Beijing

19.

Chen L (2013) RFID middleware research data cleaning methods. Dissertation, Wuhan University of Technology

20.

Shilei LV, Yu ZS (2012) A kind of RFID system based on middleware reader to redundancy algorithm. Electron J 40(5):965–970

Titel: RFID unreliable data filtering by integrating adaptive sliding window and Euclidean distance
verfasst von: Li-Lan Liu
Zi-Long Yuan
Xue-Wei Liu
Cheng Chen
Ke-Sheng Wang
Publikationsdatum: 01.06.2014
Verlag: Shanghai University
Erschienen in: Advances in Manufacturing / Ausgabe 2/2014
Print ISSN: 2095-3127
Elektronische ISSN: 2195-3597
DOI: https://doi.org/10.1007/s40436-014-0080-3

Premium Partner

Marktübersichten

Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.

Zur Marktübersicht

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Weitere Artikel der Ausgabe 2/2014

Ontology-based interoperability solutions for textile supply chain

Implications of automation in engineer-to-order production: a case study

A framework for ICT-enabled real-time production planning and control

Incentive regulation of banks on third party logistics enterprises in principal-agent-based inventory financing

Intelligent and integrated RFID (II-RFID) system for improving traceability in manufacturing

The fit of planning methods for the part manufacturing industry, a case study

Premium Partner

Marktübersichten