Downloads: 3 | Views: 152 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper | Computer Science and Information Technology | Vietnam | Volume 13 Issue 11, November 2024 | Popularity: 5.3 / 10
Hybrid Deep Learning and Distrust Model for Fault Detection in IoT Networks
Manh Hung Nguyen
Abstract: The proliferation of the Internet of Things (IoT) has led to an unprecedented integration of diverse sensors, driving innovation across numerous domains. However, the reliability and security of IoT networks are significantly challenged by the presence of faulty sensors. Traditional fault detection methods are inadequate to manage the scale and complexity of modern IoT environments. This paper addresses the challenge of identifying faulty sensors in large-scale IoT networks by proposing a hybrid fault detection model that integrates deep learning and distrust mechanisms. Tested on simulated Hanoi air pollution data, the model demonstrates high accuracy and effectiveness, surpassing traditional fault detection methods. This approach provides a scalable, efficient solution to enhance the reliability of IoT networks.
Keywords: IoT network, faulty sensor detection, deep learning, distrust model, anomaly detection
Edition: Volume 13 Issue 11, November 2024
Pages: 166 - 170
DOI: https://www.doi.org/10.21275/SR241030132810
Make Sure to Disable the Pop-Up Blocker of Web Browser
Similar Articles
Downloads: 0
Research Paper, Computer Science and Information Technology, China, Volume 12 Issue 6, June 2023
Pages: 1812 - 1827Distributed Deep Learning Based Framework to Optimize Real-Time Offloading in Mobile Edge Computing Networks
Mourita Mozib
Downloads: 1
Research Paper, Computer Science and Information Technology, Zimbabwe, Volume 11 Issue 2, February 2022
Pages: 1028 - 1035Transmission Line Isolator Fault Detection Based on Deep Learning and UAV Imageries
Vaireti Mehlomakulu, Tirivangani Magadza
Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Computer Science and Information Technology, India, Volume 12 Issue 10, October 2023
Pages: 1844 - 1851Bat Algorithm with Variational Autoencoder for Pneumonia Detection and Classification
Parthasarathy V., Saravanan S.
Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Computer Science and Information Technology, India, Volume 12 Issue 11, November 2023
Pages: 1113 - 1124Enhancing Wireless Capsule Endoscopic Image Classification using Mayfly Algorithm with Deep Learning Approach
M. Amirthalingam, R. Ponnusamy
Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Computer Science and Information Technology, India, Volume 13 Issue 1, January 2024
Pages: 1321 - 1326A DSegNet Model for the Classification and Detection of Skin Cancer Diseases Using Transfer Learning
Vijay Arumugam R, Saravanan S.