Lorawan meets ml: A survey on enhancing performance with machine learning

A Farhad, JY Pyun - Sensors, 2023 - mdpi.com
The Internet of Things is rapidly growing with the demand for low-power, long-range
wireless communication technologies. Long Range Wide Area Network (LoRaWAN) is one …

Enabling Technologies and Techniques for Floor Identification

I Ashraf, YB Zikria, S Garg, S Hur, Y Park… - ACM Computing …, 2024 - dl.acm.org
Location information has initiated a multitude of applications such as location-based
services, health care, emergency response and rescue operations, and assets tracking. A …

Machine learning approach towards lorawan indoor localization

T Perković, L Dujić Rodić, J Šabić, P Šolić - Electronics, 2023 - mdpi.com
The growth of the Internet of Things (IoT) continues to be rapid, making it an essential part of
information technology. As a result, IoT devices must be able to handle data collection …

Understanding LoRa-based localization: Foundations and challenges

LE Marquez, M Calle - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
LoRa is a wireless technology for the Internet of Things useful for smart city applications that
require node location for monitoring or management. The literature presents multiple …

SALLoc: An Accurate Target Localization In Wifi-Enabled Indoor Environments Via Sae-Alstm

SL Ayinla, A Abd Aziz, M Drieberg - IEEE Access, 2024 - ieeexplore.ieee.org
Developing a reliable and accurate indoor localization system is a crucial step for creating a
seamless and interactive user-device experience in nearly all intelligent internet of things …

Mobility classification of lorawan nodes using machine learning at network level

L Vangelista, I Calabrese, A Cattapan - Sensors, 2023 - mdpi.com
LoRaWAN networks rely heavily on the adaptive data rate algorithm to achieve good link
reliability and to support the required density of end devices. However, to be effective the …

Effects of Body Shadowing in LoRa Localization Systems

LE Marquez, A Bahillo, M Calle, I De Miguel - IEEE Access, 2023 - ieeexplore.ieee.org
Applications where a person carries environmental sensors benefit from knowing the
position of the individual. Researchers can locate the device by analyzing the radio signals …

[PDF][PDF] Remote Monitoring and Control System of a Water Distribution Network using LoRaWAN Technology

R Yauri, M Gonzales, V Gamero - network, 2023 - wseas.com
The problems related to the proper management and control in the distribution of potable
water affect environmental sustainability generated by leaks and breaks in the infrastructure …

Harnessing Learn Rate Schedule for Adaptive Deep Learning in LoRaWAN-IoT Localization.

R Swathika, SMD Kumar, NN Srinidhi… - IEEE Access, 2024 - ieeexplore.ieee.org
The learning rate is one of the most crucial hyper-parameters to regulate during the training
of the Deep Learning (DL) models and optimizers. Adaptive learning rate algorithms try to …

Lorawan-Based RSSI-Trilateration Model for Node Location: A Simulation Integrating Flora and Omnet++

D Jiawey, A Espinal, VS Padilla - Transport and Telecommunication …, 2024 - sciendo.com
This work presents the employing of LoRaWAN (Long Range Wide Area Network) for
location applications through a network simulation to determine a mobile node position. We …