Detail publikačního výsledku
Multi-Radio Perspectives for Massive MTC Localization: Energy Consumption and Utility
MIKHAYLOV, K.; LEMA, M. A.; ANDREEV, S.; GUPTA, R.; GALININA, O.; DESTINO, G.; MAHMOODI, T.; DOHLER, M.; KOUCHERYAVY, Y.; VALKAMA, M.
Originální název
Multi-Radio Perspectives for Massive MTC Localization: Energy Consumption and Utility
Anglický název
Multi-Radio Perspectives for Massive MTC Localization: Energy Consumption and Utility
Druh
Stať ve sborníku v databázi WoS či Scopus
Originální abstrakt
The value of the location data for the Internet of Things (IoT) devices is undisputed, and today's radio technologies provide various means to obtain these data. In this paper, we shed light on the utility of the four illustrative radio-based localization techniques, including satellite navigation and the use of BLE, LoRaWAN, and Cat-NB1 communication technologies. First, we instrument a prototype device comprising all these solutions, thus confirming the feasibility of multi-radio- enabled IoT devices supporting localization. Then, we employ this prototype to empirically assess the energy utility of different localization approaches. Our results demonstrate that in terms of energy consumption, the difference between these techniques approaches five orders of magnitude. By conducting a follow-up survey of the relevant research papers, we assess other important performance metrics, such as the operating environment and the required infrastructure, as well as their effect on the localization accuracy. By combining these results, we show that multi-radio- enabled localization solutions are more flexible than those based on a single localization solution and provide space for further optimizations, especially with regards to energy consumption. Development of such devices is an crucial step toward enabling “anytime, anywhere” localization for IoT devices.
Anglický abstrakt
The value of the location data for the Internet of Things (IoT) devices is undisputed, and today's radio technologies provide various means to obtain these data. In this paper, we shed light on the utility of the four illustrative radio-based localization techniques, including satellite navigation and the use of BLE, LoRaWAN, and Cat-NB1 communication technologies. First, we instrument a prototype device comprising all these solutions, thus confirming the feasibility of multi-radio- enabled IoT devices supporting localization. Then, we employ this prototype to empirically assess the energy utility of different localization approaches. Our results demonstrate that in terms of energy consumption, the difference between these techniques approaches five orders of magnitude. By conducting a follow-up survey of the relevant research papers, we assess other important performance metrics, such as the operating environment and the required infrastructure, as well as their effect on the localization accuracy. By combining these results, we show that multi-radio- enabled localization solutions are more flexible than those based on a single localization solution and provide space for further optimizations, especially with regards to energy consumption. Development of such devices is an crucial step toward enabling “anytime, anywhere” localization for IoT devices.
Klíčová slova
IoT; localization; positioning; multi-RAT; MTC; NB-IoT; BLE; GNSS
Klíčová slova v angličtině
IoT; localization; positioning; multi-RAT; MTC; NB-IoT; BLE; GNSS
Autoři
MIKHAYLOV, K.; LEMA, M. A.; ANDREEV, S.; GUPTA, R.; GALININA, O.; DESTINO, G.; MAHMOODI, T.; DOHLER, M.; KOUCHERYAVY, Y.; VALKAMA, M.
Rok RIV
2021
Vydáno
28.10.2020
ISBN
978-1-7281-5763-4
Kniha
2019 11th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)
ISSN
2157-023X
Periodikum
International Congress on Ultra Modern Telecommunications and Workshops
Stát
Spojené státy americké
Strany od
1
Strany do
6
Strany počet
6
URL
BibTex
@inproceedings{BUT170639,
author="MIKHAYLOV, K. and LEMA, M. A. and ANDREEV, S. and GUPTA, R. and GALININA, O. and DESTINO, G. and MAHMOODI, T. and DOHLER, M. and KOUCHERYAVY, Y. and VALKAMA, M.",
title="Multi-Radio Perspectives for Massive MTC Localization: Energy Consumption and Utility",
booktitle="2019 11th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)",
year="2020",
journal="International Congress on Ultra Modern Telecommunications and Workshops",
pages="1--6",
doi="10.1109/ICUMT48472.2019.8970969",
isbn="978-1-7281-5763-4",
url="https://ieeexplore.ieee.org/document/8970969"
}