Age of information aware VNF scheduling in industrial IoT using deep reinforcement learning

M Akbari, MR Abedi, R Joda… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
In delay-sensitive industrial Internet of Things (IIoT) applications, the age of information (AoI)
is employed to characterize the freshness of information. Meanwhile, the emerging network …

Age of Information in Internet of Things: A Survey

İ Kahraman, A Köse, M Koca… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
In recent years, the increasing demand to see the status of objects over the internet leads to
an increase in the number of Internet of things (IoT) applications. The unique nature of IoT …

Federated learning with correlated data: Taming the tail for age-optimal industrial IoT

CF Liu, M Bennis - … on Modeling and Optimization in Mobile, Ad …, 2021 - ieeexplore.ieee.org
While information delivery in industrial Internet of things demands reliability and latency
guarantees, the freshness of the controller's available information, measured by the age of …

AoI-aware status update control for an energy harvesting source over an uplink mmWave channel

M Sheikhi, V Hakami - 2021 7th International Conference on …, 2021 - ieeexplore.ieee.org
In the new generation networks, the freshness of the data plays a prominent role in real-time
systems. The novel metric of the age of information (AoI) measures the elapsed time since …

Optimized Data Sampling and Energy Consumption in IIoT: A Federated Learning Approach

YL Hsu, CF Liu, HY Wei… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Real-time environment monitoring is a key application in Industrial Internet of Things, where
sensors proactively collect and transmit environmental data to the controller. However, due …

Overage and staleness metrics for status update systems

P Zou, J Zhang, X Wei, S Subramaniam - arXiv preprint arXiv:2109.14062, 2021 - arxiv.org
Status update systems consist of sensors that take measurements of a physical parameter
and transmit them to a remote receiver. Age of Information (AoI) has been studied …

Optimizing the Freshness of Information in Mobile Edge Computing Networks

P Zou - 2023 - search.proquest.com
Age of information (AoI) is now well established as a metric that measures the freshness of
information delivered to a receiver from a source that generates status updates. Meanwhile …

A Federated Learning Approach for ResourceConstrained IoT Security Monitoring

P Sakthibalan, M Saravanan, V Ansal… - Handbook on …, 2024 - taylorfrancis.com
“Internet of Things”(IoT) denotes a network in which everyday objects are digitally and
physically connected to one another and the outside world. Markit predicts that by the year …

Edge-enhanced learning and analytics in distributed IoT systems

MU Amaizu - 2023 - figshare.le.ac.uk
Internet of Things (IoT) have revolutionized various fields by enabling the processing of vast
amounts of data from an increasing number of IoT devices. While cloud-centric systems can …

6 Chapter A Federated Learning

P Sakthibalan, M Saravanan, V Ansal… - Handbook on …, 2023 - books.google.com
6 Chapter A Federated Learning Page 138 6 Chapter A Federated Learning Approach for
Resource- Constrained IoT Security Monitoring P Sakthibalan, 1 M Saravanan, 1,* V Ansal, 2 …