Assessing the Effectiveness of Predictive Maintenance for Internet of Things (IoT) Networks Using Reinforcement Learning

A Sharma, D Rastogi, M Manwal… - 2023 3rd …, 2023 - ieeexplore.ieee.org
Reinforcement getting to know (RL) has emerged as a famous method to predict
considerable occasions inside the Net of Things (IoT) networks. RL is a form of artificial …

Leveraging Machine Learning Algorithms for Predictive Maintenance in Internet of Things (IoT) Systems

AS Ismail, FA Abdulazeez - 2023 12th International Conference …, 2023 - ieeexplore.ieee.org
Debasements and disappointments underway frameworks are brought about by functional
and natural conditions. Spontaneous, unscheduled maintenance techniques do, truth be …

IOT Driven Predictive Maintenance Using Machine Learning Algorithms

AK Rai, HS Pokhariya, K Tiwari, VD Vani… - … and Informatics (IC3I …, 2023 - ieeexplore.ieee.org
The modern Web of Things (IIoT) alludes to the use of Web of Things (IoT) innovation
underway that empowers the use of machine information created by different sensors and …

Autonomous maintenance in IoT networks via aoi-driven deep reinforcement learning

G Stamatakis, N Pappas… - … -IEEE Conference on …, 2021 - ieeexplore.ieee.org
Internet of Things (IoT) with its growing number of deployed devices and applications raises
significant challenges for network maintenance procedures. In this work, we formulate a …

A multi-step and resilient predictive Q-learning algorithm for IoT: a case study in water supply networks

M Grammatopoulou, A Kanellopoulos… - Proceedings of the 8th …, 2018 - dl.acm.org
In this paper, we consider the problem of deriving recommended resilient and predictive
actions for an IoT network in the presence of faulty components and malicious agents. The …

IoT system failure test using machine learning (linear regression)

AAH Al-Zuhairi - 2023 - openaccess.altinbas.edu.tr
In the age of the Internet of Things (IoT), day-to-day objects are outfitted with sensors and
actuators. It is also referred to as IoT units that gather information and function moves …

Predictive Maintenance of Industrial Equipment Using IoT and Machine Learning

A Jadhav, R Gaikwad, T Patekar… - 2023 4th …, 2023 - ieeexplore.ieee.org
This study examines the predictive maintenance of industrial equipment. Through a Google
form, we gathered various viewpoints from experts in the disciplines of Machine Learning …

[PDF][PDF] Prediction of failures of IoT devices by using machine learning

A Imeri - 2021 - d-nb.info
In the era of the Internet of Things (IoT), everyday objects are equipped with sensors and
actuators. They are also referred to as IoT devices that collect data and perform actions by …

[PDF][PDF] A study of reinforcement learning on internet of things

W Shafik, M SM - International conference on science …, 2020 - researchgate.net
Reinforcement learning (RL) is a promising research area that focusses on the devices that
can be interconnected on the internet commonly known as the internet of things (IoT) where …

Deep Reinforcement Learning with IoT System Characterization and Knowledge Adaptation

J Zou, Q Zhang - 2022 IEEE 13th Annual Ubiquitous …, 2022 - ieeexplore.ieee.org
With many devices in the big data system, the challenge arises on how to configure the
devices based on the system constraints like the energy budget. The typical scenarios …