Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal
Pallet-level tagging placement using the Radio Frequency Identification (RFID) system that clusters the support vector machine (SVM) and the Friis propagation equation is suggested. SVM and Friis are used to train RSSI for pallet-level tagging and the interaction between RSSI and distance is built t...
| Main Authors: | , , , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IEEE
2020
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/28906/1/Comparison%20of%20Support%20Vector%20Machine%20and%20Friis%20Equation%20for%20Identification%20of%20Pallet-Level%20Tagging%20Using%20RFID%20Signal.pdf |
| _version_ | 1796994159185231872 |
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| author | Ahmad Fakhri, Ab. Nasir Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Choong, Chun Sern Mohd Azraai, Mohd Razman Azura, Azmi |
| author_facet | Ahmad Fakhri, Ab. Nasir Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Choong, Chun Sern Mohd Azraai, Mohd Razman Azura, Azmi |
| author_sort | Ahmad Fakhri, Ab. Nasir |
| collection | UMP |
| description | Pallet-level tagging placement using the Radio Frequency Identification (RFID) system that clusters the support vector machine (SVM) and the Friis propagation equation is suggested. SVM and Friis are used to train RSSI for pallet-level tagging and the interaction between RSSI and distance is built to define RSSI accuracy. In this paper, the contrast with the Friis transmission equation and SVM by using RFID reading extracts to discern pallet-level tagging to estimate the pallet-level of the actual level has been shown. With compare the Friss model, a higher rating accuracy of 90,52 percent and 90,17 percent of the classification accuracy in train and test data has been demonstrated in the Linear-SVM model. |
| first_indexed | 2024-03-06T12:43:58Z |
| format | Conference or Workshop Item |
| id | UMPir28906 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:43:58Z |
| publishDate | 2020 |
| publisher | IEEE |
| record_format | dspace |
| spelling | UMPir289062020-08-11T03:34:44Z http://umpir.ump.edu.my/id/eprint/28906/ Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal Ahmad Fakhri, Ab. Nasir Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Choong, Chun Sern Mohd Azraai, Mohd Razman Azura, Azmi TK Electrical engineering. Electronics Nuclear engineering Pallet-level tagging placement using the Radio Frequency Identification (RFID) system that clusters the support vector machine (SVM) and the Friis propagation equation is suggested. SVM and Friis are used to train RSSI for pallet-level tagging and the interaction between RSSI and distance is built to define RSSI accuracy. In this paper, the contrast with the Friis transmission equation and SVM by using RFID reading extracts to discern pallet-level tagging to estimate the pallet-level of the actual level has been shown. With compare the Friss model, a higher rating accuracy of 90,52 percent and 90,17 percent of the classification accuracy in train and test data has been demonstrated in the Linear-SVM model. IEEE 2020-04 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/28906/1/Comparison%20of%20Support%20Vector%20Machine%20and%20Friis%20Equation%20for%20Identification%20of%20Pallet-Level%20Tagging%20Using%20RFID%20Signal.pdf Ahmad Fakhri, Ab. Nasir and Anwar, P. P. Abdul Majeed and Muhammad Aizzat, Zakaria and Choong, Chun Sern and Mohd Azraai, Mohd Razman and Azura, Azmi (2020) Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal. In: 10th IEEE Symposium on Computer Applications and Industrial Electronics, ISCAIE 2020 , 18 - 19 April 2020 , Malaysia. pp. 215-219.. ISBN 978-172815033-8 https://doi.org/10.1109/ISCAIE47305.2020.9108834 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Ahmad Fakhri, Ab. Nasir Anwar, P. P. Abdul Majeed Muhammad Aizzat, Zakaria Choong, Chun Sern Mohd Azraai, Mohd Razman Azura, Azmi Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal |
| title | Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal |
| title_full | Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal |
| title_fullStr | Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal |
| title_full_unstemmed | Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal |
| title_short | Comparison of support vector machine and friis equation for identification of pallet-level tagging using RFID signal |
| title_sort | comparison of support vector machine and friis equation for identification of pallet level tagging using rfid signal |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/28906/1/Comparison%20of%20Support%20Vector%20Machine%20and%20Friis%20Equation%20for%20Identification%20of%20Pallet-Level%20Tagging%20Using%20RFID%20Signal.pdf |
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