2023 · 10 citations · 17 references
EngineeringElectrical EngineeringInternet Of ThingsOptimizationWireless CommunicationsIndoor LocalizationUltra-wideband CommunicationWireless Channel ModelingWireless NetworksWireless Sensor NetworksAccuracyParticle Swarm OptimizationPath LossPath Loss ModelingPosition EstimationRadio Frequency CommunicationTrilaterationWireless Localization
With the spread of Internet of Things (IoT) different radio communication-based technologies are gaining more attention, and their application in indoor localization problems where GPS signal is not available, becomes more and more relevant. This paper addresses the trilateration algorithm-based position estimation approach in indoor localization; this approach uses Received Signal Strength Indication (RSSI) value with the Free Space Path Loss (FSPL) model. Comprehensive laboratory measurements were performed with different radio communication-based technologies namely 433 MHz RSSI, 2.4 GHz WiFi RSSI, ultra-wideband (UWB) RSSI, and UWB Time of Flight (TOF). Then, numerical optimization using the Particle Swarm optimization (PSO) algorithm to determine the parameters of the FSPL model for each anchor and each technology. This method enabled the utilization of trilateration to calculate the position of the measurement node. The obtained results show that the 433 MHz RSSI and the UWB TOF outperform the other two technologies. Using UWB TOF technology, the achieved accuracy was 165.97 cm. 433 MHz RSSI technology provided the second-best solution with 166.60 cm. WiFi RSSI provided 227.89 cm accuracy, while the worst case was obtained by UWB RSSI with 252.08 cm. The study experimentally validates that the most appropriate measurements are provided by UWB TOF and 433 MHz RSSI, which enables the implementation of these technologies in sensor fusion algorithms.
17
Mobile robot positioning: Sensors and techniques
J. Borenstein, H. R. Everett, Liang Feng et al. · Journal of Robotic Systems · 1997 · 270 citations · Full text
Engineering, Mechanical Engineering, Robotics Engineering +17
A Novel Trilateration Algorithm for RSSI-Based Indoor Localization
Bo Yang, Luyao Guo, Ruijie Guo et al. · IEEE Sensors Journal · 2020 · 182 citations