Benchmarking RSS-based localization algorithms with LoRaWAN

T Janssen, R Berkvens, M Weyn - Internet of Things, 2020 - Elsevier
Abstract Initially, Low Power Wide Area Networks (LPWAN) were designed for
communicating small sensor readings in a metropolitan area. With the rapidly increasing …

Comparing machine learning algorithms for RSS-based localization in LPWAN

T Janssen, R Berkvens, M Weyn - … on P2P, Parallel, Grid, Cloud and …, 2019 - Springer
In smart cities, a myriad of devices is connected via Low Power Wide Area Networks
(LPWAN) such as LoRaWAN. There is a growing need for location information about these …

Outdoor node localization using random neural networks for large-scale urban iot lora networks

W Ingabire, H Larijani, RM Gibson, AUIH Qureshi - Algorithms, 2021 - mdpi.com
Accurate localization for wireless sensor end devices is critical, particularly for Internet of
Things (IoT) location-based applications such as remote healthcare, where there is a need …

LoRa localization: With GNSS or without?

M Aernouts, T Janssen, R Berkvens… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
In recent years, localization with LoRaWAN has been introduced as a potential low-power
alternative to GNSS. However, previous research has shown that these methods produce …

Improvement of RSSI-based LoRaWAN localization using edge-AI

A Moradbeikie, A Keshavarz, H Rostami… - … Summit Smart City 360°, 2021 - Springer
Localization is an essential element of the Internet of Things (IoT) leading to meaningful data
and more effective services. Long-Range Wide Area Network (LoRaWAN) is a low-power …

TDAoA: A combination of TDoA and AoA localization with LoRaWAN

M Aernouts, N BniLam, R Berkvens, M Weyn - Internet of Things, 2020 - Elsevier
Location-based services are an essential aspect of many Internet of Things (IoT)
applications. Due to low power requirements that these applications impose on their end …

A cost-effective LoRaWAN-based IoT localization method using fixed reference nodes and dual-slope path-loss modeling

A Moradbeikie, A Keshavarz, H Rostami, S Paiva… - Internet of Things, 2023 - Elsevier
Recently, RSSI-based localization has gained popularity for outdoor localization within the
IoT ecosystem due to its cost-effectiveness, low-power and low-cost deployment, and ability …

Machine learning‐based LoRa localisation using multiple received signal features

KZ Islam, D Murray, D Diepeveen… - IET Wireless Sensor …, 2023 - Wiley Online Library
Low‐power localisation systems are crucial for machine‐to‐machine communication
technologies. This article investigates LoRa technology for localisation using multiple …

RSSI fingerprinting-based localization using machine learning in LoRa networks

M Anjum, MA Khan, SA Hassan… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
The scale of wireless technologies' penetration in our daily lives, primarily triggered by
Internet of Things (IoT)-based smart cities, is bea-coning the possibilities of novel …

RTK-LoRa: High-precision, long-range, and energy-efficient localization for mobile IoT devices

P Mayer, M Magno, A Berger… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
High-precision global navigation satellite system (GNSS) is a crucial geolocalization feature
enabling a wide range of applications, from mobile Internet-of-Things devices to …