Recurrent neural network NARX for distributed fault detection in wireless sensor networks

J Atiga, M Hamdi, R Ejbali… - International Journal of …, 2021 - inderscienceonline.com
Wireless sensor networks (WSNs) comprise a collection of sensors used to collect data,
which allow knowing the state of a zone or a monitored system. Sensor are usually deployed …

rDFD: reactive distributed fault detection in wireless sensor networks

KP Sharma, TP Sharma - Wireless Networks, 2017 - Springer
Generally, fault detection approaches pursue high detection accuracy, but neglect energy
consumption due to the high volume of messages exchanged. Therefore, in this work we …

Distributed online fault diagnosis in wireless sensor networks

M Panda, BS Gouda, T Panigrahi - Design Frameworks for Wireless …, 2020 - Springer
In recent past, wireless sensor networks (WSNs) are used in various real-life applications
where the nodes are randomly deployed in hostile environments. Different faults of sensors …

Distributed reference-free fault detection method for autonomous wireless sensor networks

C Lo, JP Lynch, M Liu - IEEE Sensors Journal, 2013 - ieeexplore.ieee.org
Compact and low-cost sensors used in wireless sensor networks are vulnerable to
deterioration and failure. As the number and scale of sensor deployments grow, the failure of …

Fault diagnosis in wireless sensor networks using a neural network constructed by deep learning technique

M Panda, BS Gouda, T Panigrahi - Nature Inspired Computing for Wireless …, 2020 - Springer
Sensor nodes in wireless sensor networks (WSNs) are randomly deployed in hostile
environments. Real-time experience shows that sensor nodes are prone to faulty. Different …

Distributed fault detection in sensor networks using a recurrent neural network

O Obst - Neural processing letters, 2014 - Springer
In long-term deployments of sensor networks, monitoring the quality of gathered data is a
critical issue. Over the time of deployment, sensors are exposed to harsh conditions, causing …

HMRF-based distributed fault detection for wireless sensor networks

J Gao, J Wang, X Zhang - 2012 IEEE Global Communications …, 2012 - ieeexplore.ieee.org
In the practical applications of wireless sensor networks, it is almost inevitable that some
sensors become faulty during running. The faulty measurement values will cause a burden …

[PDF][PDF] Distributed Self Intermittent Fault Diagnosis in Dense Wireless Sensor Network

BS Gouda, S Das, T Panigrahi - algorithms, 2023 - ijcna.org
A distributed sensor network (DSN) is a grouping of low-power and low-cost sensor nodes
(SNs) that are stochastically placed in a large-scale area for monitoring regions and …

Fault Detection in Wireless Sensor Networks Using Autoencoder Classifier

Y Singh, R Rathi, R Prasad… - 2023 6th International …, 2023 - ieeexplore.ieee.org
Wireless sensor networks (WSNs) are extensively deployed to gather and process data from
monitoring environments. Due to their deployment in harsh and unattended conditions …

A new distributed fault detection method for wireless sensor networks

MM Gharamaleki, S Babaie - IEEE Systems Journal, 2020 - ieeexplore.ieee.org
In this article, a new distributed fault detection method based on the nodes' importance in
maintaining connectivity of the network is proposed for wireless sensor networks (WSN) …