The identification of RFID signal using k-means for pallet-level tagging
Radio Frequency Identification (RFID) applications are becoming increasingly popular in a myriad of areas, and therefore, an effective RFID technology-based location would offer a much-needed additional in tracking system. This research focuses on the identification of the location of passive RFID a...
| Main Authors: | , , , , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
Springer, Singapore
2020
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/28905/1/The%20Identification%20of%20RFID%20Signal%20Using%20k-Means%20for%20Pallet-Level%20Tagging.pdf |
| _version_ | 1825813435346059264 |
|---|---|
| author | Ahmad Fakhri, Ab. Nasir Choong, Chun Sern Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Mohd Azraai, Mohd Razman |
| author_facet | Ahmad Fakhri, Ab. Nasir Choong, Chun Sern Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Mohd Azraai, Mohd Razman |
| author_sort | Ahmad Fakhri, Ab. Nasir |
| collection | UMP |
| description | Radio Frequency Identification (RFID) applications are becoming increasingly popular in a myriad of areas, and therefore, an effective RFID technology-based location would offer a much-needed additional in tracking system. This research focuses on the identification of the location of passive RFID at the pallet-level, which uses the RFID signal strength to cluster the pallet level tagging through k-means. A comparison between the actual and the predicted level attained via the k-means clustering is evaluated through a multi-class performance metrics. It was demonstrated from the investigation that the k-means model is capable of achieving a classification accuracy of 69% and 67% for the train and test data, respectively. |
| first_indexed | 2024-03-06T12:43:58Z |
| format | Conference or Workshop Item |
| id | UMPir28905 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:43:58Z |
| publishDate | 2020 |
| publisher | Springer, Singapore |
| record_format | dspace |
| spelling | UMPir289052020-08-10T07:50:02Z http://umpir.ump.edu.my/id/eprint/28905/ The identification of RFID signal using k-means for pallet-level tagging Ahmad Fakhri, Ab. Nasir Choong, Chun Sern Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Mohd Azraai, Mohd Razman TK Electrical engineering. Electronics Nuclear engineering Radio Frequency Identification (RFID) applications are becoming increasingly popular in a myriad of areas, and therefore, an effective RFID technology-based location would offer a much-needed additional in tracking system. This research focuses on the identification of the location of passive RFID at the pallet-level, which uses the RFID signal strength to cluster the pallet level tagging through k-means. A comparison between the actual and the predicted level attained via the k-means clustering is evaluated through a multi-class performance metrics. It was demonstrated from the investigation that the k-means model is capable of achieving a classification accuracy of 69% and 67% for the train and test data, respectively. Springer, Singapore 2020 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/28905/1/The%20Identification%20of%20RFID%20Signal%20Using%20k-Means%20for%20Pallet-Level%20Tagging.pdf Ahmad Fakhri, Ab. Nasir and Choong, Chun Sern and Anwar, P. P. Abdul Majeed and Muhammad Aizzat, Zakaria and Mohd Azraai, Mohd Razman (2020) The identification of RFID signal using k-means for pallet-level tagging. In: 11th Malaysian Technical Universities Conference on Engineering and Technology, MUCET 2019 , 19-22 November 2019 , Kuantan; Malaysia. pp. 195-203., 678. ISSN 1876-1100 ISBN 978-981156024-8 (Published) https://doi.org/10.1007/978-981-15-6025-5_18 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Ahmad Fakhri, Ab. Nasir Choong, Chun Sern Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Mohd Azraai, Mohd Razman The identification of RFID signal using k-means for pallet-level tagging |
| title | The identification of RFID signal using k-means for pallet-level tagging |
| title_full | The identification of RFID signal using k-means for pallet-level tagging |
| title_fullStr | The identification of RFID signal using k-means for pallet-level tagging |
| title_full_unstemmed | The identification of RFID signal using k-means for pallet-level tagging |
| title_short | The identification of RFID signal using k-means for pallet-level tagging |
| title_sort | identification of rfid signal using k means for pallet level tagging |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/28905/1/The%20Identification%20of%20RFID%20Signal%20Using%20k-Means%20for%20Pallet-Level%20Tagging.pdf |
| work_keys_str_mv | AT ahmadfakhriabnasir theidentificationofrfidsignalusingkmeansforpalletleveltagging AT choongchunsern theidentificationofrfidsignalusingkmeansforpalletleveltagging AT anwarppabdulmajeed theidentificationofrfidsignalusingkmeansforpalletleveltagging AT muhammadaizzatzakaria theidentificationofrfidsignalusingkmeansforpalletleveltagging AT mohdazraaimohdrazman theidentificationofrfidsignalusingkmeansforpalletleveltagging AT ahmadfakhriabnasir identificationofrfidsignalusingkmeansforpalletleveltagging AT choongchunsern identificationofrfidsignalusingkmeansforpalletleveltagging AT anwarppabdulmajeed identificationofrfidsignalusingkmeansforpalletleveltagging AT muhammadaizzatzakaria identificationofrfidsignalusingkmeansforpalletleveltagging AT mohdazraaimohdrazman identificationofrfidsignalusingkmeansforpalletleveltagging |