Effects of different types of RSS data on the system accuracy of indoor localization system
Indoor localization system becomes a substantial issue in recent research, especially in terms of the accuracy. Location based services have been used in many mobile applications as well as wireless sensor networks. High accuracy and fast convergence are very important issues for a good localization...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
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IEEE
2016
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| Online Access: | http://psasir.upm.edu.my/id/eprint/56362/ http://psasir.upm.edu.my/id/eprint/56362/1/Effects%20of%20different%20types%20of%20RSS%20data%20on%20the%20system%20accuracy%20of%20indoor%20localization%20system.pdf |
| _version_ | 1848853062041468928 |
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| author | Alhammadi, Abdulraqeb Shaif Ahmed Hashim, Fazirulhisyam A. Rasid, Mohd Fadlee Alraih, Saddam |
| author_facet | Alhammadi, Abdulraqeb Shaif Ahmed Hashim, Fazirulhisyam A. Rasid, Mohd Fadlee Alraih, Saddam |
| author_sort | Alhammadi, Abdulraqeb Shaif Ahmed |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | Indoor localization system becomes a substantial issue in recent research, especially in terms of the accuracy. Location based services have been used in many mobile applications as well as wireless sensor networks. High accuracy and fast convergence are very important issues for a good localization system. However, the type of obtained received signal strength (RSS) data is very important in order to get high accuracy. In this paper, we introduce three types of RSS data, which are: measured RSS, simulated RSS and average combined RSS. Bayesian network based on fingerprinting technique is used to investigate the effect of the three different types of RSS. The results show the effect of the three different RSS data on the accuracy of estimated location. The measured RSS has achieved an average accuracy of 4.3 meters using 10 training points while the average combined RSS has achieved a good accuracy of 2.1 meters. |
| first_indexed | 2025-11-15T10:48:00Z |
| format | Conference or Workshop Item |
| id | upm-56362 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T10:48:00Z |
| publishDate | 2016 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-563622017-07-31T09:08:55Z http://psasir.upm.edu.my/id/eprint/56362/ Effects of different types of RSS data on the system accuracy of indoor localization system Alhammadi, Abdulraqeb Shaif Ahmed Hashim, Fazirulhisyam A. Rasid, Mohd Fadlee Alraih, Saddam Indoor localization system becomes a substantial issue in recent research, especially in terms of the accuracy. Location based services have been used in many mobile applications as well as wireless sensor networks. High accuracy and fast convergence are very important issues for a good localization system. However, the type of obtained received signal strength (RSS) data is very important in order to get high accuracy. In this paper, we introduce three types of RSS data, which are: measured RSS, simulated RSS and average combined RSS. Bayesian network based on fingerprinting technique is used to investigate the effect of the three different types of RSS. The results show the effect of the three different RSS data on the accuracy of estimated location. The measured RSS has achieved an average accuracy of 4.3 meters using 10 training points while the average combined RSS has achieved a good accuracy of 2.1 meters. IEEE 2016 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/56362/1/Effects%20of%20different%20types%20of%20RSS%20data%20on%20the%20system%20accuracy%20of%20indoor%20localization%20system.pdf Alhammadi, Abdulraqeb Shaif Ahmed and Hashim, Fazirulhisyam and A. Rasid, Mohd Fadlee and Alraih, Saddam (2016) Effects of different types of RSS data on the system accuracy of indoor localization system. In: 2016 IEEE Region 10 Symposium (TENSYMP), 9-11 May 2016, Bali, Indonesia. (pp. 311-314). 10.1109/TENCONSpring.2016.7519424 |
| spellingShingle | Alhammadi, Abdulraqeb Shaif Ahmed Hashim, Fazirulhisyam A. Rasid, Mohd Fadlee Alraih, Saddam Effects of different types of RSS data on the system accuracy of indoor localization system |
| title | Effects of different types of RSS data on the system accuracy of indoor localization system |
| title_full | Effects of different types of RSS data on the system accuracy of indoor localization system |
| title_fullStr | Effects of different types of RSS data on the system accuracy of indoor localization system |
| title_full_unstemmed | Effects of different types of RSS data on the system accuracy of indoor localization system |
| title_short | Effects of different types of RSS data on the system accuracy of indoor localization system |
| title_sort | effects of different types of rss data on the system accuracy of indoor localization system |
| url | http://psasir.upm.edu.my/id/eprint/56362/ http://psasir.upm.edu.my/id/eprint/56362/ http://psasir.upm.edu.my/id/eprint/56362/1/Effects%20of%20different%20types%20of%20RSS%20data%20on%20the%20system%20accuracy%20of%20indoor%20localization%20system.pdf |