[HTML][HTML] Reinforcement-Learning-Based Routing and Resource Management for Internet of Things Environments: Theoretical Perspective and Challenges

A Musaddiq, T Olsson, F Ahlgren - Sensors, 2023 - mdpi.com
Internet of Things (IoT) devices are increasingly popular due to their wide array of
application domains. In IoT networks, sensor nodes are often connected in the form of a …

PriNergy: A priority-based energy-efficient routing method for IoT systems

F Safara, A Souri, T Baker, I Al Ridhawi… - The Journal of …, 2020 - Springer
Abstract The Internet of Things (IoT) devices gather a plethora of data by sensing and
monitoring the surrounding environment. Transmission of collected data from the IoT …

Routing protocol for Low-Power and Lossy Networks for heterogeneous traffic network

A Musaddiq, YB Zikria, Zulqarnain, SW Kim - EURASIP Journal on …, 2020 - Springer
In a real network deployment, the diverse sensor applications generate a heterogeneous
traffic pattern which may include basic sensing measurements such as temperature …

Adaptive trickle timer for efficient 6TiSCH network formation using Q-learning

DZ Fawwaz, SH Chung - IEEE Access, 2023 - ieeexplore.ieee.org
The 6TiSCH (IPv6 over IEEE802. 15.4 e time-slotted channel hop** mode) wireless
sensor network architecture utilizes control packets to construct network formation. These …

[HTML][HTML] Reinforcement learning-enabled cross-layer optimization for low-power and lossy networks under heterogeneous traffic patterns

A Musaddiq, Z Nain, Y Ahmad Qadri, R Ali, SW Kim - Sensors, 2020 - mdpi.com
The next generation of the Internet of Things (IoT) networks is expected to handle a massive
scale of sensor deployment with radically heterogeneous traffic applications, which leads to …

Intelligent agent based virtual clustering and multi-context aware routing for congestion mitigation in secure RPL-IoT environment

MM Sithik, BM Kumar - Ad Hoc Networks, 2022 - Elsevier
Abstract RPL (Routing Protocol for Low power Lossy network) is a routing protocol for
Internet of Things (IoT) network with low power consumption. RPL faces many security …

Learning-based resource management for low-power and lossy IoT networks

A Musaddiq, R Ali, SW Kim… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Internet of Things (IoT) networks are key to the realization of modern industries and
societies. A key application of IoT is in smart-grid communications. Smart-grid networks are …

[PDF][PDF] A comprehensive survey on node metrics of RPL protocol for IoT

A Saaidah, O Almomani, L Al-Qaisi, N Alsharman… - Mod. Appl …, 2019 - academia.edu
Internet of Things (IOT) system often consists of thousands of constrained connected
devices. Resource-constrained devices one of critical issues in a low-power and lossy …

RIATA: A reinforcement learning-based intelligent routing update scheme for future generation IoT networks

Z Nain, A Musaddiq, YA Qadri, A Nauman… - IEEE …, 2021 - ieeexplore.ieee.org
Future generation Internet of Things (IoT) communication infrastructure is expected to pave
the path for innovative applications like smart cities, smart grids, smart industries, and smart …

EMR-ESD: Ensure Multicast Routing and Enable Secure Data transmission protocol to perform multicast forwarding in RPL based IoT Networks

P Deepavathi, C Mala - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
The Internet of Things (IoT) makes everything as smart. IoT networks are considered Low
Power and Lossy Networks (LLNs) because IoT devices are resource-constrained. The …