Performance comparison of different algorithms to secure the information for Wireless sensor Network

In WSNs “Wireless Sensor Network” and ad hoc networks, efficient and secure routing protocols are essential to ensure reliable communication and optimal resource utilization. Cluster-based routing is organizing the network into clusters, a designated cluster head manages each cluster, which improves...

Full description

Saved in:
Bibliographic Details
Main Authors: El Gatte Oumayma, El Abbassi Ahmed, Mouhib Omar, Tilioua Amine
Format: Article
Language:English
Published: EDP Sciences 2024-01-01
Series:ITM Web of Conferences
Subjects:
Online Access:https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_04005.pdf
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1841554713092292608
author El Gatte Oumayma
El Abbassi Ahmed
Mouhib Omar
Tilioua Amine
author_facet El Gatte Oumayma
El Abbassi Ahmed
Mouhib Omar
Tilioua Amine
author_sort El Gatte Oumayma
collection DOAJ
description In WSNs “Wireless Sensor Network” and ad hoc networks, efficient and secure routing protocols are essential to ensure reliable communication and optimal resource utilization. Cluster-based routing is organizing the network into clusters, a designated cluster head manages each cluster, which improves scalability and reduces routing overhead. This approach is highly effective in balancing energy consumption and extending network lifetime, particularly in large-scale networks. Conversely, trust-based routing protocols establishing trust metrics for each node, which are used to make routing decisions in order to prioritize security. This method mitigates the risk of attacks by identifying and isolating malicious nodes, thereby ensuring the integrity and confidentiality of data transmission. The integration of blockchain technology with convolutional neural networks (CNNs) represents a promising frontier in decentralized artificial intelligence (AI). However, this fusion has led to considerable security within both the blockchain and AI communities. Through a detailed comparison of these methodologies, this paper highlights their respective advantages, limitations, and potential applications in term of security and energy. The findings suggest that while cluster-based routing is well-suited for energy-efficient networks with stable topologies, trust-based routing offers superior security features, making it ideal for environments with higher risks of node compromise, and the blockchain associated to the CNN ensure a high security.
format Article
id doaj-art-7abeaedc5e2b458989a292d7a0a453cb
institution Kabale University
issn 2271-2097
language English
publishDate 2024-01-01
publisher EDP Sciences
record_format Article
series ITM Web of Conferences
spelling doaj-art-7abeaedc5e2b458989a292d7a0a453cb2025-01-08T10:58:54ZengEDP SciencesITM Web of Conferences2271-20972024-01-01690400510.1051/itmconf/20246904005itmconf_maih2024_04005Performance comparison of different algorithms to secure the information for Wireless sensor NetworkEl Gatte Oumayma0El Abbassi Ahmed1Mouhib Omar2Tilioua Amine3Laboratory of Electronics Systems, Information Processing, Mechanics and energetic, faculty of sciences, Ibn Tofail University, Campus UniversitaireTeam Renewable Energies, Information Processing and Transmission Laboratory, Department of Engineering Sciences, Faculty of Sciences and Techniques Errachidia, Moulay Ismaïl University of MeknèsLaboratory of Electronics Systems, Information Processing, Mechanics and energetic, faculty of sciences, Ibn Tofail University, Campus UniversitaireResearch Team in Thermal and Applied Thermodynamics (2.T.A.), Mechanics, Energy Efficiency and Renewable Energies Laboratory, (L.M.3.E.R.). Department of Engineering Sciences, Faculty of Sciences and Techniques ErrachidiaIn WSNs “Wireless Sensor Network” and ad hoc networks, efficient and secure routing protocols are essential to ensure reliable communication and optimal resource utilization. Cluster-based routing is organizing the network into clusters, a designated cluster head manages each cluster, which improves scalability and reduces routing overhead. This approach is highly effective in balancing energy consumption and extending network lifetime, particularly in large-scale networks. Conversely, trust-based routing protocols establishing trust metrics for each node, which are used to make routing decisions in order to prioritize security. This method mitigates the risk of attacks by identifying and isolating malicious nodes, thereby ensuring the integrity and confidentiality of data transmission. The integration of blockchain technology with convolutional neural networks (CNNs) represents a promising frontier in decentralized artificial intelligence (AI). However, this fusion has led to considerable security within both the blockchain and AI communities. Through a detailed comparison of these methodologies, this paper highlights their respective advantages, limitations, and potential applications in term of security and energy. The findings suggest that while cluster-based routing is well-suited for energy-efficient networks with stable topologies, trust-based routing offers superior security features, making it ideal for environments with higher risks of node compromise, and the blockchain associated to the CNN ensure a high security.https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_04005.pdfwireless sensor network (wsn)convolutional neural network (cnn)cluster-based routingtrust-based routingblockchain
spellingShingle El Gatte Oumayma
El Abbassi Ahmed
Mouhib Omar
Tilioua Amine
Performance comparison of different algorithms to secure the information for Wireless sensor Network
ITM Web of Conferences
wireless sensor network (wsn)
convolutional neural network (cnn)
cluster-based routing
trust-based routing
blockchain
title Performance comparison of different algorithms to secure the information for Wireless sensor Network
title_full Performance comparison of different algorithms to secure the information for Wireless sensor Network
title_fullStr Performance comparison of different algorithms to secure the information for Wireless sensor Network
title_full_unstemmed Performance comparison of different algorithms to secure the information for Wireless sensor Network
title_short Performance comparison of different algorithms to secure the information for Wireless sensor Network
title_sort performance comparison of different algorithms to secure the information for wireless sensor network
topic wireless sensor network (wsn)
convolutional neural network (cnn)
cluster-based routing
trust-based routing
blockchain
url https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_04005.pdf
work_keys_str_mv AT elgatteoumayma performancecomparisonofdifferentalgorithmstosecuretheinformationforwirelesssensornetwork
AT elabbassiahmed performancecomparisonofdifferentalgorithmstosecuretheinformationforwirelesssensornetwork
AT mouhibomar performancecomparisonofdifferentalgorithmstosecuretheinformationforwirelesssensornetwork
AT tiliouaamine performancecomparisonofdifferentalgorithmstosecuretheinformationforwirelesssensornetwork