Radio map generation approaches for an RSSI-based indoor positioning system
The use of Radio map fingerprinting, which relies on a received signal strength indicator (RSSI), is a popular indoor positioning method that offers high accuracy and cost-effective deployment. However, the generation of an RSSI radio map requires significant time and effort. This paper presents thr...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
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Elsevier
2023-12-01
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| Series: | Systems and Soft Computing |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2772941923000078 |
| _version_ | 1797448733859774464 |
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| author | Batoul Sulaiman Saed Tarapiah Emad Natsheh Shadi Atalla Wathiq Mansoor Yassine Himeur |
| author_facet | Batoul Sulaiman Saed Tarapiah Emad Natsheh Shadi Atalla Wathiq Mansoor Yassine Himeur |
| author_sort | Batoul Sulaiman |
| collection | DOAJ |
| description | The use of Radio map fingerprinting, which relies on a received signal strength indicator (RSSI), is a popular indoor positioning method that offers high accuracy and cost-effective deployment. However, the generation of an RSSI radio map requires significant time and effort. This paper presents three methods for generating radio maps, with the aim of reducing the time required. The first method involves a dedicated mobile application that collects experimental RSSI data, while the second method uses biharmonic spline interpolation (BSI) to expand a prerecorded experimental radio map. The third method, the Wireless InSite simulator-based method, generates a fully simulated radio map. All three methods are studied in detail to evaluate their effectiveness in reducing the time required for radio map generation. Location estimation is then carried out based on the prerecorded radio maps. The combined method presented in this study increases the efficiency of building indoor positioning mobile applications. Experiments using combined real and simulated datasets collected at An Najah National University and University of Dubai campuses demonstrate that the model outperforms similar methods, improving the localization accuracy to approximately 0.45 meters. This level of accuracy is suitable for a variety of location-based applications, including critical ones such as evacuating people from buildings during emergencies. |
| first_indexed | 2024-03-09T14:14:42Z |
| format | Article |
| id | doaj.art-604671f57dd14d39a4ff60ac17046052 |
| institution | Directory Open Access Journal |
| issn | 2772-9419 |
| language | English |
| last_indexed | 2024-03-09T14:14:42Z |
| publishDate | 2023-12-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Systems and Soft Computing |
| spelling | doaj.art-604671f57dd14d39a4ff60ac170460522023-11-29T04:25:17ZengElsevierSystems and Soft Computing2772-94192023-12-015200054Radio map generation approaches for an RSSI-based indoor positioning systemBatoul Sulaiman0Saed Tarapiah1Emad Natsheh2Shadi Atalla3Wathiq Mansoor4Yassine Himeur5Department of Computerized Mathematics, An-Najah National University, Nablus, PalestineDepartment of Telecommunication Engineering, An-Najah National University, Nablus, Palestine; Corresponding author.Department of Computer Engineering, An-Najah National University, PalestineCollege of Engineering and Information Technology, University of Dubai, Dubai, United Arab EmiratesCollege of Engineering and Information Technology, University of Dubai, Dubai, United Arab EmiratesCollege of Engineering and Information Technology, University of Dubai, Dubai, United Arab EmiratesThe use of Radio map fingerprinting, which relies on a received signal strength indicator (RSSI), is a popular indoor positioning method that offers high accuracy and cost-effective deployment. However, the generation of an RSSI radio map requires significant time and effort. This paper presents three methods for generating radio maps, with the aim of reducing the time required. The first method involves a dedicated mobile application that collects experimental RSSI data, while the second method uses biharmonic spline interpolation (BSI) to expand a prerecorded experimental radio map. The third method, the Wireless InSite simulator-based method, generates a fully simulated radio map. All three methods are studied in detail to evaluate their effectiveness in reducing the time required for radio map generation. Location estimation is then carried out based on the prerecorded radio maps. The combined method presented in this study increases the efficiency of building indoor positioning mobile applications. Experiments using combined real and simulated datasets collected at An Najah National University and University of Dubai campuses demonstrate that the model outperforms similar methods, improving the localization accuracy to approximately 0.45 meters. This level of accuracy is suitable for a variety of location-based applications, including critical ones such as evacuating people from buildings during emergencies.http://www.sciencedirect.com/science/article/pii/S2772941923000078FingerprintingRadio map generationReceived signal strength indicator (RSSI)Wireless InSite simulatorBiharmonic spline interpolation (BSI) |
| spellingShingle | Batoul Sulaiman Saed Tarapiah Emad Natsheh Shadi Atalla Wathiq Mansoor Yassine Himeur Radio map generation approaches for an RSSI-based indoor positioning system Systems and Soft Computing Fingerprinting Radio map generation Received signal strength indicator (RSSI) Wireless InSite simulator Biharmonic spline interpolation (BSI) |
| title | Radio map generation approaches for an RSSI-based indoor positioning system |
| title_full | Radio map generation approaches for an RSSI-based indoor positioning system |
| title_fullStr | Radio map generation approaches for an RSSI-based indoor positioning system |
| title_full_unstemmed | Radio map generation approaches for an RSSI-based indoor positioning system |
| title_short | Radio map generation approaches for an RSSI-based indoor positioning system |
| title_sort | radio map generation approaches for an rssi based indoor positioning system |
| topic | Fingerprinting Radio map generation Received signal strength indicator (RSSI) Wireless InSite simulator Biharmonic spline interpolation (BSI) |
| url | http://www.sciencedirect.com/science/article/pii/S2772941923000078 |
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