International Journal of Computer Science & Network Security

국제컴퓨터통신보호논문지학회 (International Journal of Computer Science & Network Security)
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Role of Radio Frequency Identification (RFID) in Warehouse and Logistic Management System using Machine Learning Algorithm

  • Laviza Falak Naz (Department of Software Engineering NED University of Engineering and Technology)
  • 투고 : 2024.06.05
  • 발행 : 2024.06.30
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초록

The world today is advancing towards a digital solution for every indusial domain varying from advanced engineering and medicine to training and management. The supply cycles can only be boosted via an effective management of the warehouse and a stronger hold over the logistics and inventory insights. RFID technology has been an open source tool for various MNCs and corporal organization who have progressed along a considerable drift on the charts. RFID is a methodology of analysing the warehouse and logistic data and create useful information in line to the past trends and future forecasts. The method has a high tactical accuracy and has been seen providing up to 99.57% accurate insights for the future cycle, based on the organizational capabilities and available resources. This paper discusses the implementation of RFID on field and provides results of datasets retrieved from controlled data of a practical warehouse and logistics system.

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참고문헌

  1. I. M. Cavalcante, E. M. Frazzon, F. A. Forcellini, and D. Ivanov, "A supervised machine learning approach to data-driven simulation of resilient supplier selection in digital manufacturing," Int. J. Inf. Manag., vol. 49, pp. 86-97, Dec. 2019, DOI: 10.1016/j.ijinfomgt.2019.03.004.
  2. C. K. M. Lee, W. Ho, G. T. S. Ho, and H. C. W. Lau, "Design and development of logistics workflow systems for demand management with RFID," Expert Syst. Appl., vol. 38, no. 5, pp. 5428-5437, May 2011, DOI: 10.1016/j.eswa.2010.10.012.
  3. P. Fang, J. Yang, L. Zheng, R. Y. Zhong, and Y. Jiang, "Data analytics-enable production visibility for Cyber-Physical Production Systems," J. Manuf. Syst., vol. 57, pp. 242-253, Oct. 2020, DOI: 10.1016/j.jmsy.2020.09.002.
  4. J. Chongwatpol, "Integration of RFID and business analytics for trade show exhibitors," Eur. J. Oper. Res., vol. 244, no. 2, pp. 662-673, Jul. 2015, DOI: 10.1016/j.ejor.2015.01.054.
  5. D. Bogataj, M. Bogataj, and D. Hudoklin, "Mitigating risks of perishable products in the cyber-physical systems based on the extended MRP model," Int. J. Prod. Econ., vol. 193, pp. 51-62, Nov. 2017, DOI: 10.1016/j.ijpe.2017.06.028.
  6. F. Ballestin, A. Perez, P. Lino, S. Quintanilla, and V. Valls, "Static and dynamic policies with RFID for the scheduling of retrieval and storage warehouse operations," Compute. Ind. Eng., vol. 66, no. 4, pp. 696-709, Dec. 2013, DOI: 10.1016/j.cie.2013.09.020.
  7. I. Giusti, E. M. Cepolina, E. Cangialosi, D. Aquaro, G. Caroti, and A. Piemonte, "Mitigation of human error consequences in general cargo handler logistics: Impact of RFID implementation," Comput. Ind. Eng., vol. 137, p. 106038, Nov. 2019, DOI: 10.1016/j.cie.2019.106038.
  8. Y.-S. Kang and Y.-H. Lee, "Development of generic RFID traceability services," Comput. Ind., vol. 64, no. 5, pp. 609-623, Jun. 2013, DOI: 10.1016/j.compind.2013.03.004.
  9. C. K. M. Lee and T. M. Chan, "Development of RFID-based Reverse Logistics System," Expert Syst. Appl., vol. 36, no. 5, pp. 9299-9307, Jul. 2009, DOI: 10.1016/j.eswa.2008.12.002.
  10. G. Prakash, A. P. Renold, and B. Venkatalakshmi, "RFID based Mobile Cold Chain Management System for Warehousing," Procedia Eng., vol. 38, pp. 964-969, 2012, DOI: 10.1016/j.proeng.2012.06.122.
  11. S. Alyahya, Q. Wang, and N. Bennett, "Application and integration of an RFID-enabled warehousing management system - a feasibility study," J. Ind. Inf. Integr., vol. 4, pp. 15-25, Dec. 2016, DOI: 10.1016/j.jii.2016.08.001.
  12. Singh, C., & Aloney, M. R. (2015). Comparative Study of LEACH Routing Protocol for WSN. International Journal of Advance Research in Computer Science and Management Studies, 3(3), 322-327.