Optimization of RFID network planning using MDB-FA method

Topology network design in RFID Network Planning (RNP) is the most important factor in hard optimization problems of network planning. Reader distribution is highly impacted by topological tags distribution. The integration of RFID multi-objective network planning with the network topology design re...

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Main Authors: Elewe, Adel Muhsin, Hasnan, Khalid, Nawawi, Azli
Format: Article
Language:English
Published: Faculty of Electronic and Computer Engineering (FKEKK), Universiti Teknikal Malaysia Melaka (UTeM). 2017
Subjects:
Online Access:http://eprints.uthm.edu.my/3614/
http://eprints.uthm.edu.my/3614/1/AJ%202017%20%28500%29.pdf
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author Elewe, Adel Muhsin
Hasnan, Khalid
Nawawi, Azli
author_facet Elewe, Adel Muhsin
Hasnan, Khalid
Nawawi, Azli
author_sort Elewe, Adel Muhsin
building UTHM Institutional Repository
collection Online Access
description Topology network design in RFID Network Planning (RNP) is the most important factor in hard optimization problems of network planning. Reader distribution is highly impacted by topological tags distribution. The integration of RFID multi-objective network planning with the network topology design results in better capability of reader distribution. Thus, this paper evaluates the impact of topological network design to support the RFID reader’s distribution system. Monte Carlo simulation (MCS) is used to generate tag distribution based on network topology design modules as a method to evaluate the deterministic indicators in NP-hard problems. The generated data are utilized as an input representation to apply into firefly algorithm based on Density-Based Algorithm (DBSCAN) to find the optimal network solution. Experimental results show the effectiveness of the method in L-Shape RNP, and show that the proposed algorithm is capable of achieving high coverage and use of fewer readers in actual conditions of warehouse design.
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spelling uthm-36142021-11-21T03:36:34Z http://eprints.uthm.edu.my/3614/ Optimization of RFID network planning using MDB-FA method Elewe, Adel Muhsin Hasnan, Khalid Nawawi, Azli TK5101-6720 Telecommunication. Including telegraphy, telephone, radio, radar, television Topology network design in RFID Network Planning (RNP) is the most important factor in hard optimization problems of network planning. Reader distribution is highly impacted by topological tags distribution. The integration of RFID multi-objective network planning with the network topology design results in better capability of reader distribution. Thus, this paper evaluates the impact of topological network design to support the RFID reader’s distribution system. Monte Carlo simulation (MCS) is used to generate tag distribution based on network topology design modules as a method to evaluate the deterministic indicators in NP-hard problems. The generated data are utilized as an input representation to apply into firefly algorithm based on Density-Based Algorithm (DBSCAN) to find the optimal network solution. Experimental results show the effectiveness of the method in L-Shape RNP, and show that the proposed algorithm is capable of achieving high coverage and use of fewer readers in actual conditions of warehouse design. Faculty of Electronic and Computer Engineering (FKEKK), Universiti Teknikal Malaysia Melaka (UTeM). 2017 Article PeerReviewed text en http://eprints.uthm.edu.my/3614/1/AJ%202017%20%28500%29.pdf Elewe, Adel Muhsin and Hasnan, Khalid and Nawawi, Azli (2017) Optimization of RFID network planning using MDB-FA method. Journal of Telecommunication, Electronic and Computer Engineering (JTEC), 9 (2-12). pp. 7-12. ISSN 2180-1843
spellingShingle TK5101-6720 Telecommunication. Including telegraphy, telephone, radio, radar, television
Elewe, Adel Muhsin
Hasnan, Khalid
Nawawi, Azli
Optimization of RFID network planning using MDB-FA method
title Optimization of RFID network planning using MDB-FA method
title_full Optimization of RFID network planning using MDB-FA method
title_fullStr Optimization of RFID network planning using MDB-FA method
title_full_unstemmed Optimization of RFID network planning using MDB-FA method
title_short Optimization of RFID network planning using MDB-FA method
title_sort optimization of rfid network planning using mdb-fa method
topic TK5101-6720 Telecommunication. Including telegraphy, telephone, radio, radar, television
url http://eprints.uthm.edu.my/3614/
http://eprints.uthm.edu.my/3614/1/AJ%202017%20%28500%29.pdf