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WiFi FTM, UWB and Cellular-Based Radio Fusion for Indoor Positioning
- Source :
- Sensors, Volume 21, Issue 21, Sensors, Vol 21, Iss 7020, p 7020 (2021), Sensors (Basel, Switzerland)
- Publication Year :
- 2021
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2021.
-
Abstract
- High-precision indoor localisation is becoming a necessity with novel location-based services that are emerging around 5G. The deployment of high-precision indoor location technologies is usually costly due to the high density of reference points. In this work, we propose the opportunistic fusion of several different technologies, such as ultra-wide band (UWB) and WiFi fine-time measurement (FTM), in order to improve the performance of location. We also propose the use of fusion with cellular networks, such as LTE, to complement these technologies where the number of reference points is under-determined, increasing the availability of the location service. Maximum likelihood estimation (MLE) is presented to weight the different reference points to eliminate outliers, and several searching methods are presented and evaluated for the localisation algorithm. An experimental setup is used to validate the presented system, using UWB and WiFi FTM due to their incorporation in the latest flagship smartphones. It is shown that the use of multi-technology fusion in trilateration algorithm remarkably optimises the precise coverage area. In addition, it reduces the positioning error by over-determining the positioning problem. This technique reduces the costs of any network deployment oriented to location services, since a reduced number of reference points from each technology is required.
- Subjects :
- Service (systems architecture)
Computer science
Real-time computing
010103 numerical & computational mathematics
02 engineering and technology
TP1-1185
01 natural sciences
Biochemistry
Article
Analytical Chemistry
UWB
WiFi fine time measurement
0202 electrical engineering, electronic engineering, information engineering
0101 mathematics
Electrical and Electronic Engineering
Instrumentation
Fusion
fusion technologies
Chemical technology
indoor positioning
020206 networking & telecommunications
maximum likelihood estimator
Atomic and Molecular Physics, and Optics
LTE
Software deployment
Outlier
Location-based service
Cellular network
Trilateration
5G
Subjects
Details
- Language :
- English
- ISSN :
- 14248220
- Database :
- OpenAIRE
- Journal :
- Sensors
- Accession number :
- edsair.doi.dedup.....40f33c5a2b18cf72564324f5047951a9
- Full Text :
- https://doi.org/10.3390/s21217020