Measurement and Analysis of RSS Using Bluetooth Mesh Network for Localization Applications

Cao, Yuan and Kandula, Harsha and Li, Xinrong (2021) Measurement and Analysis of RSS Using Bluetooth Mesh Network for Localization Applications. Network, 1 (3). pp. 315-334. ISSN 2673-8732

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Abstract

Bluetooth low energy (BLE)-based location service technology has become one of the fastest growing applications for Bluetooth. Received signal strength (RSS) is often used in localization techniques for ranging or location fingerprinting. However, RSS-based localization solutions have poor performance in multipath environments. In this paper, we present a measurement system designed using multiple ESP32 BLE modules and the Bluetooth mesh networking technology, which is capable of exploiting the space, time, and frequency diversities in measurements. To enable channel-aware multi-device RSS measurements, we also designed a communication protocol to associate channel ID information to advertising messages. Based on channel measurement and analysis, we demonstrate that with a six-receiver configuration and space-time-frequency diversity combining, we can significantly reduce the residual linear regression fitting errors in path loss models. Such a reduction leads to more accurately correlating RSS measurements to the distance between the transmitter and receiver devices and thus to achieving improved performance with the RSS-based localization techniques. More importantly, the reduction in the fitting errors is achieved without differentiating the three advertising channels, making it possible to conveniently implement the proposed six-receiver configuration using commercially available BLE devices and the standard Bluetooth mesh networking protocol stack.

Item Type: Article
Subjects: Library Keep > Computer Science
Depositing User: Unnamed user with email support@librarykeep.com
Date Deposited: 13 Jun 2023 08:08
Last Modified: 23 Jan 2024 04:41
URI: http://archive.jibiology.com/id/eprint/1103

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